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muHVT_3.0.1/muHVT/R/diagSuggestion.R | 65 ++ muHVT_3.0.1/muHVT/R/exploded_hmap.R | 307 ++++++++ muHVT_3.0.1/muHVT/R/getCentroids.R | 100 +++ muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R | 26 + muHVT_3.0.1/muHVT/R/getOptimalCentroids.R | 154 ++++ muHVT_3.0.1/muHVT/R/get_cell_id.R | 47 ++ muHVT_3.0.1/muHVT/R/global.R | 14 + muHVT_3.0.1/muHVT/R/hvq.R | 425 +++++++++++ muHVT_3.0.1/muHVT/R/hvtHmap.R | 361 ++++++++++ muHVT_3.0.1/muHVT/R/madPlot.R | 145 ++++ muHVT_3.0.1/muHVT/R/mlayerHVT.R | 162 +++++ muHVT_3.0.1/muHVT/R/multiNormalDist.R | 35 + muHVT_3.0.1/muHVT/R/plotCells.R | 220 ++++++ muHVT_3.0.1/muHVT/R/plotDiag.R | 52 ++ muHVT_3.0.1/muHVT/R/plotHVT.R | 208 ++++++ muHVT_3.0.1/muHVT/R/predictHVT.R | 436 ++++++++++++ muHVT_3.0.1/muHVT/R/predictLayerHVT.R | 260 +++++++ muHVT_3.0.1/muHVT/R/qeHistPlot.R | 44 ++ muHVT_3.0.1/muHVT/R/removeNovelty.R | 104 +++ muHVT_3.0.1/muHVT/R/removeOutliers.R | 104 +++ muHVT_3.0.1/muHVT/R/sammonsProjection.R | 48 ++ muHVT_3.0.1/muHVT/README.md | 127 ++++ 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Credits to Mu Sigma for their continuous support throughout the development of the package. +License: Apache License 2.0 +Encoding: UTF-8 +Imports: MASS, deldir, grDevices, splancs, sp, conf.design, Hmisc, + stats, dplyr, purrr, magrittr, polyclip, ggplot2, tidyr, + scales, cluster, reshape2, plyr +Depends: R (>= 3.6.0) +BugReports: https://github.com/Mu-Sigma/muHVT/issues +URL: https://github.com/Mu-Sigma/muHVT +RoxygenNote: 7.1.2 +Suggests: knitr, rmarkdown, testthat, geozoo, kableExtra, plotly, + data.table +VignetteBuilder: knitr +NeedsCompilation: no +Packaged: 2023-10-11 06:27:00 UTC; anureka +Author: Zubin Dowlaty [aut], + Shubhra Prakash [ctb], + Sangeet Moy Das [ctb], + Sunuganty Achyut Raj [ctb], + Shantanu Vaidya [ctb], + Praditi Shah [ctb], + Avinash Joshi [ctb], + Somya Shambhawi [ctb], + Meet Dave [ctb], + Mu Sigma, Inc. [cre] +Maintainer: "Mu Sigma, Inc." +Repository: CRAN +Date/Publication: 2023-10-11 20:10:03 UTC diff --git a/muHVT_3.0.1/muHVT/NAMESPACE b/muHVT_3.0.1/muHVT/NAMESPACE new file mode 100644 index 0000000..8014f02 --- /dev/null +++ b/muHVT_3.0.1/muHVT/NAMESPACE @@ -0,0 +1,26 @@ +# Generated by roxygen2: do not edit by hand + +export(HVT) +export(VQ_codebookSplit) +export(diagPlot) +export(exploded_hmap) +export(get_cell_id) +export(hvq) +export(hvtHmap) +export(madPlot) +export(mlayerHVT) +export(multiNormalDist) +export(plotCells) +export(plotDiag) +export(plotHVT) +export(predictHVT) +export(qeHistPlot) +export(removeOutliers) +export(sammonsProjection) +import(dplyr) +import(ggplot2) +import(tidyr) +import(utils) +importFrom(magrittr,"%>%") +importFrom(plyr,rbind.fill) +importFrom(stats,complete.cases) diff --git a/muHVT_3.0.1/muHVT/R/Add_boundary_points.R b/muHVT_3.0.1/muHVT/R/Add_boundary_points.R new file mode 100644 index 0000000..6fae075 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/Add_boundary_points.R @@ -0,0 +1,30 @@ +Add_boundary_points <- +function (tile.child, tile.parent, data.points) { + desired_index <- c() + dist_to_tile_endpoints <- list() + #for all the vertices in the parent tile + for (m in 1: length(tile.parent$x)) { + #for all the centroids of the child tile. + for (n in 1: length(data.points[, 1])) { + #find out the distance of each vertex from the all the centroids of the child tile + dist_to_tile_endpoints[[n]] <- sum(((tile.parent$x[m] - data.points[n, 1]) ^ 2), + ((tile.parent$y[m] - data.points[n, 2]) ^ 2)) + } + # index of the child tile to which the vertex of the parent tile belongs is the one to which + # the vertex of the parent tile is closest + desired_index <- which(dist_to_tile_endpoints == min(as.numeric(dist_to_tile_endpoints))) + #if more than one centroid of the child is close to a given vertex then it should be + #added to all those child tiles. + for(i in 1: length(desired_index)){ + tile.x <- c(tile.child[[desired_index[i]]]$x, tile.parent$x[m]) + tile.y <- c(tile.child[[desired_index[i]]]$y, tile.parent$y[m]) + tile.bp <- c(tile.child[[desired_index[i]]]$bp, tile.parent$bp[m]) + #use only those points which form a convex hull + var1 <- grDevices::chull(tile.x,tile.y) + tile.child[[desired_index[i]]]$x <- tile.x[var1] + tile.child[[desired_index[i]]]$y <- tile.y[var1] + tile.child[[desired_index[i]]]$bp <- tile.bp[var1] + } + } + return (tile.child) +} diff --git a/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R b/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R new file mode 100644 index 0000000..a3ceaf9 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R @@ -0,0 +1,171 @@ +Corrected_Tessellations <- +function(current_dirsgs, current_tile, current_polygon){ + + requireNamespace("splancs") #csr function + requireNamespace("sp") #point.in.polygon function + requireNamespace("polyclip") + + + initial_dirsgs <- current_dirsgs + #vert_outside1 and vert_outside2 check for the points which are outside the parent polygon + vert_outside1 <- which(sp::point.in.polygon(current_dirsgs[, "x1"], + current_dirsgs[, "y1"], + current_tile$x, + current_tile$y) == 0) + + vert_outside2 <- which(sp::point.in.polygon(current_dirsgs[, "x2"], + current_dirsgs[, "y2"], + current_tile$x, + current_tile$y) == 0) + + #if the same index is present in both vert_outside1 and vert_outside2, it means the line + #joining these points has both the end-points outside the parent polygon + vert_outside <- intersect(vert_outside1, vert_outside2) + + #if the line joining the points p1 and p2 is outside the parent polygon and + #p1 is boundary point and p2 is not, then make p2 the boundary point or vice versa + if (length(vert_outside) > 0 ) { + for (j in 1: length(vert_outside)) { + #obtain the index of the line for which the point is outside + x_coord_index1 <- which((current_dirsgs[vert_outside[j], "x1"] == current_dirsgs[, c("x1", "x2")]) == TRUE) + y_coord_index1 <- which((current_dirsgs[vert_outside[j], "y1"] == current_dirsgs[, c("y1", "y2")]) == TRUE) + x_coord_index2 <- which((current_dirsgs[vert_outside[j], "x2"] == current_dirsgs[, c("x1", "x2")]) == TRUE) + y_coord_index2 <- which((current_dirsgs[vert_outside[j], "y2"] == current_dirsgs[, c("y1", "y2")]) == TRUE) + x_coord_index <- c(x_coord_index1, x_coord_index2) + y_coord_index <- c(y_coord_index1, y_coord_index2) + xy_index <- intersect(x_coord_index, y_coord_index) + ind_len <- length(xy_index) + #change the boundary points of those indices to TRUE + for (i in 1: ind_len) { + if (xy_index[i] > nrow(current_dirsgs)) { + current_dirsgs[(xy_index[i] - nrow(current_dirsgs)), "bp2"] <- TRUE + } else { + current_dirsgs[xy_index[i], "bp1"] <- TRUE + } + } + } + } + + #boundary points in the first index + firstpt <- current_dirsgs[which(current_dirsgs[, "bp1"] == TRUE), ] + #boundary points in the second index + secondpt <- current_dirsgs[which(current_dirsgs[, "bp2"] == TRUE), ] + + #use all these points together and remove the common rows + pts <- rbind(firstpt, secondpt) + if(any(duplicated(pts) == TRUE)){ + ptsout <- pts[-which(duplicated(pts) == TRUE), ] + }else{ + ptsout <- pts + } + + #2 matrices, 'm' to store slope and 'c' to store constants of the lines in the polygon + m_parent <- c_parent <- matrix(ncol = 1, nrow = nrow(current_polygon)) + #mat1 is the current polygon + mat1 <- current_polygon + #closing the polygon by making the first and last points same + mat1 <- rbind(mat1, mat1[1, ]) + + # Polygon offset to check if points lie within this margin + A<-list(list(x=mat1[,1], y=mat1[,2])) + C <- polyclip::polylineoffset(A, 0.0001, jointype="square", endtype="opensquare") + offset_polygon<-cbind(C[[1]][["x"]],C[[1]][["y"]]) + + #slopes and intercepts for lines in the parent polygon + for (i in 1: (nrow(mat1) - 1)) { + m_parent[i] <- ((mat1[(i + 1), 2] - mat1[i, 2]) / + (mat1[(i + 1), 1] - mat1[i, 1])) + c_parent[i] <- mat1[i, 2] - (m_parent[i] * mat1[i, 1]) + } + + #polygon is too small to calculate child level tessellations + if(any(is.nan(m_parent) == TRUE)){ + #flog.warn("Projection is not scaled enough") + return("-1") + } + + #slopes and intercepts for lines with endpoints outside the polgyon + if(nrow (ptsout) != 0){ + m_ptsout <- c_ptsout <- matrix(ncol = 1, nrow = nrow(ptsout)) + #for all lines in the child tessellations for which the points are outside + # i<-3 + for (i in 1: nrow(ptsout)){ + m_ptsout[i] <- ((ptsout[i, "y2"] - ptsout[i, "y1"]) / + (ptsout[i, "x2"] - ptsout[i, "x1"])) + c_ptsout[i] <- ptsout[i, "y1"] - (m_ptsout[i] * ptsout[i, "x1"]) + + #for all lines in the child tessellation for which the points are outside,, + #calculate the point of intersection of each line + #with all the boundary lines of the parent polygon + x <- y <- c() + for (j in 1: (nrow(mat1) - 1)) { + if ((abs(m_parent[j]) == Inf) || (m_parent[j] == m_ptsout[i])) { + x[j] <- mat1[j, 1] + if((abs(m_ptsout[i]) == Inf) || (m_parent[j] == m_ptsout[i])){ + #both are vertical lines or both are parallel + y[j] <- 500 + }else{ + y[j] <- (m_ptsout[i] * x[j]) + c_ptsout[i] + } + } else { + if (abs(m_ptsout[i]) == Inf) { + x[j] <- ptsout[i, "x1"] + y[j] <- (m_parent[j] * x[j]) + c_parent[j] + } else { + x[j] <- (c_ptsout[i] - c_parent[j]) / (m_parent[j] - m_ptsout[i]) + y[j] <- (m_ptsout[i] * x[j]) + c_ptsout[i] + } + } + } + + #check which points among all the points of intersection lies on the boundary of parent polygon + pt_intersect <- matrix(NA, ncol = 2, nrow = (nrow(mat1) - 1)) + xy.poly <- splancs::as.points(mat1) + for(j in 1: (nrow(mat1) - 1)){ + # j<-2 + xy <- splancs::as.points(x[j], y[j]) + if( + # (nrow(splancs::pip(xy, xy.poly, out = F, bound = TRUE)) != 0) || obsolete code + (sp::point.in.polygon(x[j], y[j], offset_polygon[, 1], offset_polygon[, 2]) !=0) || + (sp::point.in.polygon(as.character(x[j]), as.character(y[j]), offset_polygon[, 1], offset_polygon[, 2]) != 0)){ + pt_intersect[j, ] <- xy + } + } + #discard the points which are not on the boundary. + rows_del <- NULL + for(k in 1: (nrow(mat1) - 1)){ + if(length(all(is.na(pt_intersect[k,])))){ + rows_del[k] <- all(is.na(pt_intersect[k,])) + } + } + + if(any(rows_del == TRUE)){ + pt_intersect <- pt_intersect[-which(rows_del == TRUE), , drop = FALSE] + } + + #calculate the distance between the boundary point of the second level tessellation with the + #points of intersection which are on the boundary of the parent tile. + if(nrow(pt_intersect) != 0){ + distmat <- matrix(0, ncol = 2, nrow = (nrow(pt_intersect) + 1)) + distmat[2: nrow(distmat), ] <- pt_intersect + #choose the point which is a boundary point + if(ptsout[i, "bp1"] == TRUE){ + distmat[1, ] <- as.matrix(ptsout[i, c("x1", "y1")]) + desired_pt <- distmat[which(stats::dist(distmat) == min(as.matrix(stats::dist(distmat))[2: nrow(distmat),1])) + 1,] # +1 to get the correct index from the output of dist function + ptsout[i, c("x1", "y1")] <- desired_pt + } + if(ptsout[i, "bp2"] == TRUE){ + distmat[1, ] <- as.matrix(ptsout[i, c("x2", "y2")]) + desired_pt <- distmat[which(stats::dist(distmat) == min(as.matrix(stats::dist(distmat))[2: nrow(distmat),1])) + 1,] # +1 to get the correct index from the output of dist function + ptsout[i, c("x2", "y2")] <- desired_pt + } + } + } + } + + #assign the new points to the output of the tessellation + current_dirsgs[rownames(ptsout), ] <- ptsout + + #return the result + return (current_dirsgs) +} diff --git a/muHVT_3.0.1/muHVT/R/DelaunayInfo.R b/muHVT_3.0.1/muHVT/R/DelaunayInfo.R new file mode 100644 index 0000000..9d811ea --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/DelaunayInfo.R @@ -0,0 +1,225 @@ +DelaunayInfo <- +function(gidata, poly_info, rawdeldati, n_cells){ + + requireNamespace("deldir") #deldir function + requireNamespace("grDevices") #chull function + requireNamespace("splancs") #csr function + requireNamespace("sp") #point.in.polygon function + requireNamespace("conf.design") #factorize function + + new_pt <- matrix(0, ncol = 2, nrow = 1) + #function to perform the transformation to get the new points which will be inside the parent polygon + New_Points <- function(scale_translate_info){ + mat_scale <- matrix(c(scale_translate_info[1], 0, 0, scale_translate_info[2]), ncol = 2) + mat_tran <- matrix(c(scale_translate_info[3], scale_translate_info[4]), ncol = 1) + new_pt[1, ] <- t((mat_scale %*% matrix(c(rawdeldati[[ind1]][j, 1], + rawdeldati[[ind1]][j, 2]), ncol = 1)) + mat_tran) + return(new_pt) + } + + #function to chop parent tile into smaller boxes + Parent_Tile_Boxes <- function(output_polygon){ + + xrange_parent_poly <- range(output_polygon[, 1]) + yrange_parent_poly <- range(output_polygon[, 2]) + #divide the range into segments + xseq_parent <- seq(xrange_parent_poly[1], xrange_parent_poly[2], length.out = 15) + yseq_parent <- seq(yrange_parent_poly[1], yrange_parent_poly[2], length.out = 15) + + Points_on_ylines <- Points_on_xlines <- y_points_inside_polygon <- x_points_inside_polygon <- list() + + for(i in 1: length(xseq_parent)){ + #points on line with constant 'y' + Points_on_ylines[[i]] <- matrix(c(xseq_parent, + rep(yseq_parent[i], length(xseq_parent))), + ncol = 2, byrow = FALSE) + #points on line with constant 'x' + Points_on_xlines[[i]] <- matrix(c(rep(xseq_parent[i], length(yseq_parent)), + yseq_parent), ncol = 2, byrow = FALSE) + } + + for(i in 1: length(xseq_parent)){ + #points on line with constant 'x' and those that are inside the polygon + x_points_inside_polygon[[i]] <- Points_on_xlines[[i]][c(which(sp::point.in.polygon(Points_on_xlines[[i]][, 1], + Points_on_xlines[[i]][, 2], + output_polygon[, 1], + output_polygon[, 2]) != 0)), ,drop = FALSE] + #lines(x_points_inside_polygon[[i]][, 1], x_points_inside_polygon[[i]][, 2]) + } + + #constructing smaller polygons inside parent polygon + smaller_polygons_within_parent <- list() + #npoly <-0 + no_of_small_poly <- 1 + for(i in 1: (length(x_points_inside_polygon) - 1)){ + + #if there are 2 or more points on a line + if(length(x_points_inside_polygon[[i]][, 1]) > 1){ + + for(j in 1: (length(x_points_inside_polygon[[i]][, 1]) - 1)){ + + #if the consecutive y co-ordinates are present in the next line + if(x_points_inside_polygon[[i]][j, 2] %in% x_points_inside_polygon[[(i + 1)]][, 2] && + x_points_inside_polygon[[i]][(j + 1), 2] %in% x_points_inside_polygon[[(i + 1)]][, 2]){ + + smaller_polygons_within_parent[[no_of_small_poly]] <- matrix(c(x_points_inside_polygon[[i]][j, ], + x_points_inside_polygon[[(i + 1)]][1, 1], + x_points_inside_polygon[[i]][j, 2], + x_points_inside_polygon[[(i + 1)]][1, 1], + x_points_inside_polygon[[i]][(j + 1), 2], + x_points_inside_polygon[[i]][j, 1], + x_points_inside_polygon[[i]][(j + 1), 2]), + ncol = 2, byrow = TRUE) + no_of_small_poly <- no_of_small_poly + 1 + } + } + } + } + return(smaller_polygons_within_parent) + } + + #function to chop sammon space into smaller boxes + Sammon_Space_Boxes <- function(input_polygon, nbox){ + + requireNamespace("grDevices") #chull function + requireNamespace("splancs") #csr function + requireNamespace("sp") #point.in.polygon function + requireNamespace("conf.design") #factorize function + + xrange_sammon_poly <- range(input_polygon[, 1]) + yrange_sammon_poly <- range(input_polygon[, 2]) + #create same number of boxes as that in parent polygon + nbox_factors <- conf.design::factorize(nbox) + if(length(nbox_factors) == 1){ + nbox <- nbox - 1 + nbox_factors <- conf.design::factorize(nbox) + } + xseq_sammon <- seq(xrange_sammon_poly[1], + xrange_sammon_poly[2], + length.out = nbox_factors[length(nbox_factors)] + 1) + yseq_sammon <- seq(yrange_sammon_poly[1], + yrange_sammon_poly[2], + length.out = nbox / nbox_factors[length(nbox_factors)] + 1) + + samPoints_on_ylines <- samPoints_on_xlines <- list() + + for(i in 1: length(xseq_sammon)){ + #points on line with constant 'x' + samPoints_on_xlines[[i]] <- matrix(c(rep(xseq_sammon[i], length(yseq_sammon)), + yseq_sammon), + ncol = 2, byrow = FALSE) + } + + #constructing polygons inside sammon polygon + smaller_polygons_within_sammon <- list() + #npoly <-0 + no_of_small_samPoly <- 1 + for(l in 1: (length(samPoints_on_xlines) - 1)){ + #if there are 2 or more points on a line + if(length(samPoints_on_xlines[[l]][, 1]) > 1){ + for(m in 1: (length(samPoints_on_xlines[[l]][, 1]) - 1)){ + #if the consecutive y co-ordinates are present in the next line + if(samPoints_on_xlines[[l]][m, 2] %in% samPoints_on_xlines[[(l + 1)]][, 2] && + samPoints_on_xlines[[l]][(m + 1), 2] %in% samPoints_on_xlines[[(l + 1)]][, 2]){ + + smaller_polygons_within_sammon[[no_of_small_samPoly]] <- matrix(c(samPoints_on_xlines[[l]][m, ], + samPoints_on_xlines[[(l + 1)]][1, 1], + samPoints_on_xlines[[l]][m, 2], + samPoints_on_xlines[[(l + 1)]][1, 1], + samPoints_on_xlines[[l]][(m + 1), 2], + samPoints_on_xlines[[l]][m, 1], + samPoints_on_xlines[[l]][(m + 1), 2]), + ncol = 2, byrow = TRUE) + no_of_small_samPoly <- no_of_small_samPoly + 1 + } + } + } + } + return(smaller_polygons_within_sammon) + } + + #construct the polygons in parent tile + par_tile_polygon <- list() + #variable storing appropriate parent tile index + lindex <- c() + #for constructing sammon space polygon + xrange <- yrange <- sammon_space_polygon <- list() + #to store the chopped rectangles in both parent tile and sammon space + boxes_in_sammon_space <- boxes_in_parent_tile <- list() + #to store the scale-factors and translate matrix information + transformation_matrices_info <- int_list <- list() + #for the indices of the smaller rectangles containing sammon points in the sammon space polygon + rect_indices_containing_points <- inter_indices <- list() + #to store the transformed points + new_rawdeldati <- list() + parentTiles <- unique(gidata[, "Segment.Parent"]) + + for(ind1 in 1: length(parentTiles)){ + if(((parentTiles[ind1]) %% n_cells)){ + lindex[ind1] <- (parentTiles[ind1] %% n_cells) + }else{ + lindex[ind1] <- n_cells + } + par_tile_polygon[[ind1]] <- matrix(c(poly_info[[lindex[ind1]]]$x, + poly_info[[lindex[ind1]]]$y), + ncol = 2, byrow = FALSE) + + #construct the sammon space polygon using xrange and yrange of sammon + xrange[[ind1]] <- range(rawdeldati[[ind1]][, 1]) + yrange[[ind1]] <- range(rawdeldati[[ind1]][, 2]) + sammon_space_polygon[[ind1]] <- matrix(c(xrange[[ind1]][1], yrange[[ind1]][1], + xrange[[ind1]][2], yrange[[ind1]][1], + xrange[[ind1]][2], yrange[[ind1]][2], + xrange[[ind1]][1], yrange[[ind1]][2]), + ncol = 2, byrow = TRUE) + + #represent each small box in the bigger polygon as a polygon + + boxes_in_parent_tile[[ind1]] <- Parent_Tile_Boxes(par_tile_polygon[[ind1]]) + nbox <- length(boxes_in_parent_tile[[ind1]]) + if(nbox == 0){ + return("-1") + } + boxes_in_sammon_space[[ind1]] <- Sammon_Space_Boxes(sammon_space_polygon[[ind1]], nbox) + + #transformation_matrices_info will have scale matrix and translate matrix values for each + #rectangle-rectangle transformation from sammon space to parent polygon + + #obtain the scale matrix + scaleMat <- ScaleMat(boxes_in_sammon_space[[ind1]][[1]], + boxes_in_parent_tile[[ind1]][[1]]) + for(j in 1: length(boxes_in_sammon_space[[ind1]])){ + #get the translate matrix values by giving scale matrix also as input + int_list[[j]] <- Transform_Coordinates(boxes_in_sammon_space[[ind1]][[j]], + boxes_in_parent_tile[[ind1]][[j]], + scaleMat) + } + transformation_matrices_info[[ind1]] <- int_list + int_list <- list() + + #find the indices of the smaller boxes in sammon space in which the input sammon points exist + + for(j in 1: length(rawdeldati[[ind1]][, 1])){ + for(k in 1: length(boxes_in_sammon_space[[ind1]])){ + if(sp::point.in.polygon(rawdeldati[[ind1]][j, 1], + rawdeldati[[ind1]][j, 2], + boxes_in_sammon_space[[ind1]][[k]][, 1], + boxes_in_sammon_space[[ind1]][[k]][, 2]) != 0){ + inter_indices[[j]] <- k + } + } + } + rect_indices_containing_points[[ind1]] <- inter_indices + + #using the indices obtained above and the scale and transzlate matrices to + #get the transformed coordinates for the input sammon datapoints + int_matrix <- matrix(0, ncol = 2, nrow = length(rawdeldati[[ind1]][, 1])) + row.names(int_matrix) <- row.names(rawdeldati[[ind1]]) + + for(j in 1: length(rawdeldati[[ind1]][, 1])){ + int_matrix[j, ] <- New_Points(transformation_matrices_info[[ind1]][[rect_indices_containing_points[[ind1]][[j]]]]) + } + new_rawdeldati[[ind1]] <- int_matrix + } + return(new_rawdeldati) +} diff --git a/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R b/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R new file mode 100644 index 0000000..575a5c1 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R @@ -0,0 +1,28 @@ +Delete_Outpoints <- +function(tile, check_dirsgs){ + check_dirsgs[, c("x1","x2","y1", "y2")]<-round(check_dirsgs[, c("x1","x2","y1", "y2")], 6) + tile$x <- round(tile$x,6) + tile$y <- round(tile$y,6) + tile_vert_info <- list() + for(tile_index in 1: length(tile$x)){ + #get the index of the vertices which are outside the parent tile; if a vertex is outside + #the parent tile then the coordinate of that vertex will not be present in dirsgs + if(length(intersect(which(check_dirsgs[, c("y1", "y2")] == tile$y[tile_index]), + which(check_dirsgs[, c("x1", "x2")] == tile$x[tile_index])))){ + tile_vert_info[[tile_index]] <- TRUE + }else{ + tile_vert_info[[tile_index]] <- FALSE + } + + # tile_vert_info[[tile_index]] <- is.na(which(round(check_dirsgs[, c("y1", "y2")], 6) == round(tile$y[tile_index], 6)) && + # which(round(check_dirsgs[, c("x1", "x2")], 6) == round(tile$x[tile_index], 6))) + } + #delete the vertices which are outside the parent tile + del_ind <- which(tile_vert_info == FALSE) + if(length(del_ind)){ + tile$x <- tile$x[-del_ind] + tile$y <- tile$y[-del_ind] + tile$bp <- tile$bp[-del_ind] + } + return(tile) +} diff --git a/muHVT_3.0.1/muHVT/R/HVT.R b/muHVT_3.0.1/muHVT/R/HVT.R new file mode 100644 index 0000000..f66ed02 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/HVT.R @@ -0,0 +1,673 @@ +#' Constructing Hierarchical Voronoi Tessellations +#' +#' Main function to construct hierarchical voronoi tessellations. +#' +#' This is the main function to construct hierarchical voronoi tessellations. +#' The \code{hvq} function is called from this function. The output of the +#' \code{hvq} function is hierarchical clustered data which will be the input +#' for constructing tessellations. The data is then represented in 2d +#' coordinates and the tessellations are plotted using these coordinates as +#' centroids. For subsequent levels, transformation is performed on the 2d +#' coordinates to get all the points within its parent tile. Tessellations are +#' plotted using these transformed points as centroids. The lines in the +#' tessellations are chopped in places so that they do not protrude outside the +#' parent polygon. This is done for all the subsequent levels. +#' +#' @param dataset Data frame. A data frame with different columns is given as +#' input. +#' @param min_compression_perc Numeric. An integer indicating the minimum percent compression rate to +#' be achieved for the dataset +#' @param n_cells Numeric. An integer indicating the number of cells per +#' hierarchy (level) +#' @param depth Numeric. An integer indicating the number of levels. (1 = No +#' hierarchy, 2 = 2 levels, etc ...) +#' @param quant.err Numeric. A number indicating the quantization error +#' treshold. +#' @param projection.scale Numeric. A number indicating the scale factor for +#' the tesselations so as to visualize the sub-tesselations well enough. +#' @param normalize Logical. A logical value indicating if the columns in your +#' dataset should be normalized. Default value is TRUE. +#' @param scale_summary List. A list with mean and standard deviation values for all the features in the dataset. +#' Pass the scale summary when the input dataset is already scaled or normalize is set to False. +#' @param distance_metric character. The distance metric can be "L1_Norm" or "Manhattan". L1_Norm is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param quant_method character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default +#' @param diagnose Logical. A logical value indicating if the diagnose is required. Default value is TRUE. +#' @param hvt_validation Logical. A logical value indicating if the MAD values are to tested for validation set. Default value is FALSE. +#' @param train_validation_split_ratio Numeric. A numeric value indicating the train and validation split ratio. +#' @return A list that contains the hierarchical tesselation information. This +#' list has to be given as input argument to plot the tessellations. +#' \item{[[1]] }{List. Information about the tesselation co-ordinates - level +#' wise} \item{[[2]] }{List. Information about the polygon co-ordinates - level +#' wise} +#' \item{[[3]] }{List. Information about the hierarchical vector quantized data - level wise} +#' \item{[[4]] }{List. Information about the model diagnosis- selected level} +#' \item{[[5]] }{List. Information about the MAD values and percentage anomalies for validation dataset} +#' +#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya +#' @seealso \code{\link{plotHVT}} \cr \code{\link{hvtHmap}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#' +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 3, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' plotHVT(hvt.results, line.width = c(1.2,0.8,0.4), color.vec = c('#141B41','#0582CA','#8BA0B4'), +#' maxDepth = 3) +#' @export HVT + + +HVT <- + function(dataset, + min_compression_perc = NA, + n_cells = NA, + depth = 1, + quant.err = 0.2, + projection.scale = 10, + normalize = FALSE, + distance_metric = c("L1_Norm", "L2_Norm"), + error_metric = c("mean", "max"), + quant_method=c("kmeans","kmedoids"), + scale_summary = NA, + diagnose=FALSE, + hvt_validation=FALSE, + train_validation_split_ratio=0.8 + ) { + #browser() + requireNamespace("deldir") #deldir function + requireNamespace("Hmisc") #ceil function + requireNamespace("grDevices") #chull function + requireNamespace("splancs") #csr function + requireNamespace("sp") #point.in.polygon function + requireNamespace("conf.design") #factorize functionScreenshot from 2022-10-26 16-15-44 + +if(quant_method=="kmedoids"){message(' K-Medoids: Run time for vector quantization using K-Medoids is very high for large number of clusters.')} + # browser() + dataset <- as.data.frame(dataset) + # dataset <- as.data.frame(sapply(dataset[,1:length(dataset[1,])], as.numeric)) + dataset=data.frame( + lapply(dataset, as.numeric), + check.names = F, + row.names = rownames(dataset) + ) + + + ## Diagnose Function + if(hvt_validation){ + if(train_validation_split_ratio >1 | train_validation_split_ratio <0){stop("The train_validation_split_ratio should be in range 0-1 ")} + message(paste0("Check MAD parameter has been set to TRUE, the train data will be randomly split by the ratio of ",train_validation_split_ratio*100,":",(1-train_validation_split_ratio)*100)) + + set.seed(279) + smp_size <- floor(train_validation_split_ratio * nrow(dataset)) + train_ind <- sample(seq_len(nrow(dataset)), size = smp_size) + + validation_data <- dataset[-train_ind, ] + dataset <- dataset[train_ind, ] + + } + + + if (normalize) { + scaledata <- scale(dataset, scale = T, center = T) + rownames(scaledata) <- rownames(dataset) + + mean_data <- attr(scaledata, "scaled:center") + std_data <- attr(scaledata, "scaled:scale") + + scale_summary <- list(mean_data = mean_data, std_data = std_data) + + # flog.info("scaling is done") + } else { + scaledata <- as.matrix(dataset) + rownames(scaledata) <- rownames(dataset) + # flog.info("The data is not scaled as per the user requirement") + if(!all(is.na(scale_summary))){ + scale_summary = scale_summary + }else{ + scale_summary = NA + # stop("Please pass scale_summary to the function or set normalize parameter to TRUE") + } + + } + + polinfo <- hvqdata <- list() + # browser() + hvq_k <- + hvq( + scaledata, + min_compression_perc = min_compression_perc, + n_cells = n_cells, + depth = depth, + quant.err = quant.err, + distance_metric = distance_metric, + error_metric = error_metric, + quant_method=quant_method + ) + + if(!is.na(min_compression_perc)){ + n_cells <- hvq_k$compression_summary$noOfCells + depth <- 1 + } + + # flog.info("HVQ output is ready") + hvqoutput <- hvq_k$summary + + gdata <- hvqoutput #assign the output of hvq file to gdata + #cleaning the data by deleting the rows containing NA's + #gdata <- gdata[-which(is.na(gdata[, 5])), ] + gdata <- hvqoutput[stats::complete.cases(hvqoutput), ] + hvqdata <- gdata + # flog.info("NA's are removed from the HVQ output") + + #to store hvqdata according to each level + tessdata <- input.tessdata <- list() + #stores sammon co-ordinates and segregated according to each level + points2d <- list() + #sammon datapoints to be stored in hierarchy + rawdeldata <- list() + #rawdeldata is transformed to be within its parent tile and stored in new_rawdeldata + new_rawdeldata <- list() + #contains the vertices of the parent polygon + pol_info <- polygon_info <- list() + #number of levels + nlevel <- length(unique(gdata[, "Segment.Level"])) + #verify if the transformed points are correct + transpoints <- list() + + # New columns added to the dataset by the hvq function + newcols <- ncol(hvqoutput) - ncol(dataset) + # Variable to store information on mapping + par_map <- list() + + for (i in 1:nlevel) { + #hvqdata segregated according to different levels + tessdata[[i]] <- gdata[which(gdata[, "Segment.Level"]==i),] + # tessdata[[i]] <- tessdata[[i]] %>% mutate(across(where(is.double), round, 8)) + # tessdata[[i]] <- tessdata[[i]] %>% mutate_if(is.double, round, 8) + } + + # data to be used as input to sammon function + # input.tessdata[[i]] <- tessdata[[i]][, (newcols+1): ncol(hvqoutput)] + # d<-cmdscale() + # } + # } + # # tessdata[[i]] <- round(tessdata[[i]], digits = 8) + counter <- c(1:nlevel) + + sammon_par <- + function(x) { + 10 * (MASS::sammon( + # dist() function computes and returns the distance matrix computed by using the specified distance measure + #to compute the distances between the rows of a data matrix. + d = stats::dist(unique(tessdata[[x]][, (newcols + 1):ncol(hvqoutput)])), + # d = stats::dist(unique(round(tessdata[[x]], 8)[, (newcols + 1):ncol(hvqoutput)])), + niter = 10 ^ 5, + trace = FALSE + )$points) + } + + # sammon_par<-function(x){10 * (MASS::sammon(d=stats::dist(unique(tessdata[[x]][, (newcols+1): ncol(hvqoutput)])), y =jitter(cmdscale(dist(unique(tessdata[[x]][, (newcols+1): ncol(hvqoutput)])),2)), niter = 10^5,trace=FALSE)$points)} + points2d <- lapply(counter, sammon_par) + + + for (i in 1:nlevel) { + # #hvqdata segregated according to different levels + # tessdata[[i]] <- gdata[which(gdata[, "Segment.Level"] == i), ] + # + # #data to be used as input to sammon function + # input.tessdata[[i]] <- tessdata[[i]][, (newcols+1): ncol(hvqoutput)] + # + # #sammon function output is 2d coordinates which are saved level-wise + # points2d[[i]] <- projection.scale * (MASS::sammon(stats::dist(unique(input.tessdata[[i]])),niter = 10^5,trace=FALSE)$points) + # + # #sammon datapoints grouped according to the hierarchy + intermediate.rawdata <- list() + rn = row.names(points2d[[i]]) + vec = as.integer(rn) - sum(n_cells ^ (0:(i - 1))) + 1 + + # for(j in 1: length(unique(tessdata[[i]][, "Segment.Parent"]))) { + index = 1 + for (j in unique(tessdata[[i]][, "Segment.Parent"])) { + # print(((n_cells * (j - 1)) + 1): (j * n_cells)) + # intermediate.rawdata[[j]] <- cbind(points2d[[i]][((n_cells * (j - 1)) + 1): (j * n_cells), 1], + # points2d[[i]][((n_cells * (j - 1)) + 1): (j * n_cells), 2]) + if (any(dplyr::between(j - vec / n_cells, 0, 0.9999))) { + intermediate.rawdata[[index]] <- + cbind(points2d[[i]][rn[dplyr::between(j - vec / n_cells, 0, 0.9999)], 1], + points2d[[i]][rn[dplyr::between(j - vec / + n_cells, 0, 0.9999)], 2]) + index = index + 1 + } + } + rawdeldata[[i]] <- intermediate.rawdata + + } + rm(intermediate.rawdata) + # flog.info("Sammon points for all the levels have been calculated") + + #new_rawdeldata contains the transformed points of rawdeldata + new_rawdeldata[[1]] <- rawdeldata[[1]] + + #deldat1 is the output of the deldir::deldir function and contains the tessellation information + deldat1 <- deldat2 <- list() + #deldir function of deldir package gives the tessellations output + deldat2[[1]] <- deldir::deldir(new_rawdeldata[[1]][[1]][, 1], + new_rawdeldata[[1]][[1]][, 2]) + deldat1[[1]] <- deldat2 + rm(deldat2) + # flog.info("Tessellations are calculated for the first level") + #plotting the tessellation + #plot(deldat1[[1]][[1]], wlines = "tess", lty = 1, lwd = 4) + + #polygon_info stores parent tile vertices information + #polygon_info is the modified tile.list output except for first level. + pol_info[[1]] <- deldir::tile.list(deldat1[[1]][[1]]) + + #loop throught the polygon and add the row name as id variable + # row names of info in rawdeldata is preserved from the hvqoutput and this row name ties the rawdeldata back to the hierarchy + # in the hvqoutput dataset + pol_info[[1]] <- mapply(function(info, id) { + info$id = as.numeric(id) + info <- + append(info, as.list(gdata[row.names(gdata) == id, c('Segment.Level', 'Segment.Parent', 'Segment.Child')])) + return(info) + }, pol_info[[1]], as.list(row.names(new_rawdeldata[[1]][[1]])), SIMPLIFY = FALSE) + + polygon_info[[1]] <- pol_info + rm(pol_info) + par_tile_indices <- n_par_tile <- list() + par_tile_indices[[1]] <- + unique(tessdata[[1]][, "Segment.Parent"]) + n_par_tile[[1]] <- + length(unique(tessdata[[1]][, "Segment.Parent"])) + if (nlevel < 2) { + polinfo <- polygon_info + + fin_out <- list() + + fin_out[[1]] <- deldat1 + fin_out[[2]] <- polinfo + fin_out[[3]] <- hvq_k + fin_out[[3]][['scale_summary']] <- scale_summary + level = 1 + level_names <- list() + level_names[[level]] <- fin_out[[2]][[level]] %>% purrr::map(~ { + this <- . + element <- this[[1]] + return(element$Segment.Parent) + }) %>% unlist() + + names(fin_out[[2]][[level]]) <- level_names[[level]] + + ####### Adding Code for Diagnosis Plot + diag_Suggestion=NA + fin_out[[4]] = NA + fin_out[[5]] <- NA + if(diagnose){ + # fin_out[[4]] = NA + diag_list = diagPlot(hvt.results = fin_out, + data = dataset, + level = depth, + quant.err = quant.err, + distance_metric=distance_metric, + error_metric=error_metric + ) + diag_Suggestion = diagSuggestion(hvt.results = fin_out, + data = dataset, + level = depth, + quant.err = quant.err, + distance_metric=distance_metric, + error_metric=error_metric + ) + fin_out[[4]] = diag_list + + } + + ####### Adding Code for MAD Plot +# browser() + if(hvt_validation){ + ####### MAD Plot ################ + + predictions_validation = list() + predictions_validation <- predictHVT( + data = validation_data, + hvt.results.model=fin_out, + child.level = depth, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + mad.threshold = quant.err, + distance_metric = distance_metric, + error_metric = error_metric + ) + + mad_plot=madPlot(predictions_validation) + fin_out[[5]] <- list() + fin_out[[5]][["mad_plot"]] <- mad_plot + } + ### Model Info + + model_train_date=Sys.time() + input_parameters = list( + n_cells = n_cells, + depth = depth, + quant.err = quant.err, + projection.scale = projection.scale, + normalize = normalize, + distance_metric = distance_metric[1], + error_metric = error_metric[1], + quant_method = quant_method[1], + diagnose = diagnose, + hvt_validation = hvt_validation, + train_validation_split_ratio = train_validation_split_ratio + ) + + validation_result=diag_Suggestion + fin_out[["model_info"]]=list(model_train_date=model_train_date, + type="hvt_model", + input_parameters=input_parameters, + validation_result=validation_result + + ) + + # generating cell ID using get_cell_id + fin_out[[3]]$summary <- get_cell_id(hvt.results=fin_out) + fin_out[[3]]$summary <- fin_out[[3]]$summary %>% select(Segment.Level, Segment.Parent, Segment.Child, n, Cell.ID, Quant.Error, colnames(dataset)) + + return(fin_out) + + } else { + for (i in 2:nlevel) { + new_rawdeldata[[i]] <- list() + par_tile_indices[[i]] <- + unique(tessdata[[i]][, "Segment.Parent"]) + n_par_tile[[i]] <- + length(unique(tessdata[[i]][, "Segment.Parent"])) + par_map[[i - 1]] <- list() + + for (tileIndex in 1:n_par_tile[[(i - 1)]]) { + # print(tileIndex) + #a chunk of hvqdata which contains the rows corresponding to a particular parent tile + gi_par_tiles <- + par_tile_indices[[i]][intersect(which((par_tile_indices[[i]] / n_cells) <= par_tile_indices[[(i - 1)]][tileIndex]), + which((par_tile_indices[[(i - 1)]][tileIndex] - 1) < (par_tile_indices[[i]] / n_cells)))] + gidata <- + tessdata[[i]][which(tessdata[[i]][, "Segment.Parent"] %in% gi_par_tiles),] + par_map[[i - 1]][[par_tile_indices[[(i - 1)]][tileIndex]]] <- + gi_par_tiles + + #datapoints corresponding to a particular parent tile + rawdeldati <- + rawdeldata[[i]][intersect(which((par_tile_indices[[i]] / n_cells) <= par_tile_indices[[(i - 1)]][tileIndex]), + which((par_tile_indices[[(i - 1)]][tileIndex] - 1) < (par_tile_indices[[i]] / n_cells)))] + if (nrow(gidata) != 0) { + #transformation of rawdeldata such that they are inside the parent tile and output is stored in new_rawdeldata + transpoints <- + DelaunayInfo(gidata, polygon_info[[(i - 1)]][[tileIndex]], rawdeldati, n_cells) + if (all(transpoints != "-1")) { + new_rawdeldata[[i]] <- append(new_rawdeldata[[i]], transpoints) + } else{ + deldat1[i] <- 0 + polinfo <<- polygon_info + #flog.warn("Projection is not scaled enough and the polygon is very small to perform transformation") + return(deldat1) + #return("Projection is not scaled enough and the polygon is very small to perform transformation") + } + + } + } + # flog.info("Sammon points of level %s are transformed", i) + + deldat2 <- list() + par_tile_polygon <- list() + #? + for (tileNo in 1:n_par_tile[[i]]) { + # print(tileNo) + #modulus operation for the last index in polygon_info + if (((par_tile_indices[[i]][tileNo]) %% n_cells)) { + last_index <- (par_tile_indices[[i]][tileNo] %% n_cells) + } else{ + last_index <- n_cells + } + + #divide to get the parent tile + sec_index <- + Hmisc::ceil(par_tile_indices[[i]][tileNo] / n_cells) + + deldat2[[tileNo]] <- + deldir::deldir(new_rawdeldata[[i]][[tileNo]][, 1], + new_rawdeldata[[i]][[tileNo]][, 2], + rw = c( + range(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$x) - c(0.5,-0.5), + range(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$y) - c(0.5,-0.5) + )) + + #CORRECT ROW NAMES + deldat2[[tileNo]]$rownames.orig <- + as.numeric(row.names(new_rawdeldata[[i]][[tileNo]])) + + #constructing parent polygons + par_tile_polygon[[tileNo]] <- + matrix( + c(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$x, + polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$y), + ncol = 2, + byrow = FALSE + ) + #correct the tessellations + cur_dirsgs <- deldat2[[tileNo]]$dirsgs + cur_tile <- + polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]] + cur_polygon <- par_tile_polygon[[tileNo]] + verify_dirsgs <- Corrected_Tessellations(cur_dirsgs, + cur_tile, + cur_polygon) + + #polygon is sufficient to calculate next level tessellations inside this + if (all(verify_dirsgs[, 1:8] != "-1")) { + deldat2[[tileNo]]$dirsgs <- verify_dirsgs + # flog.info("Tessellations for level %s is calculated", i) + } else{ + deldat1[[i]] <- 0 + #flog.warn("Projection is not scaled enough and the polygon is very small to perform transformation") + polinfo <<- polygon_info + return(deldat1) + #return("Projection is not scaled enough to perform tessellations for the next level") + } + + #delete lines with both the points identical + new_dirsgs <- deldat2[[tileNo]]$dirsgs + del_rows <- 0 + for (j in 1:nrow(new_dirsgs)) { + if (round(new_dirsgs[j, "x1"], 6) == round(new_dirsgs[j, "x2"], 6) && + round(new_dirsgs[j, "y1"], 6) == round(new_dirsgs[j, "y2"], 6)) { + del_rows <- c(del_rows, j) + } + } + if (length(del_rows) > 1) { + new_dirsgs <- new_dirsgs[-del_rows, ] + } + deldat2[[tileNo]]$dirsgs <- new_dirsgs + # flog.info("Line with same endpoints are deleted") + } + + deldat1[[i]] <- deldat2 + + polygon_info[[i]] <- list() + #polygon information to correct the polygons + for (parentIndex in 1:n_par_tile[[i]]) { + polygon_info[[i]][[parentIndex]] <- + suppressMessages(deldir::tile.list(deldat1[[i]][[parentIndex]])) + # Add id corresponding to each segment from rownames.orig information + polygon_info[[i]][[parentIndex]] <- + mapply(function(info, id) { + info$id = as.numeric(id) + info <- + append(info, as.list(gdata[row.names(gdata) == id, c('Segment.Level', 'Segment.Parent', 'Segment.Child')])) + return(info) + }, + polygon_info[[i]][[parentIndex]], + as.list(deldat1[[i]][[parentIndex]]$rownames.orig), + SIMPLIFY = FALSE) + } + + #to delete the points which are outside the parent tile + + for (parentIndex in 1:length(polygon_info[[i]])) { + for (tileIndex in 1:length(polygon_info[[i]][[parentIndex]])) { + tile <- polygon_info[[i]][[parentIndex]][[tileIndex]] + check_dirsgs <- deldat1[[i]][[parentIndex]]$dirsgs + if (nrow(check_dirsgs) != 0 && length(tile$x) != 0) { + polygon_info[[i]][[parentIndex]][[tileIndex]] <- + Delete_Outpoints (tile, check_dirsgs) + } + } + } + # flog.info("Endpoints of tessellation lines which are outside parent polygon are deleted") + + for (parentIndex in 1:n_par_tile[[i]]) { + #modulo operation to obtain the last index + if (((par_tile_indices[[i]][parentIndex]) %% n_cells)) { + last_index <- (par_tile_indices[[i]][parentIndex] %% n_cells) + } else{ + last_index <- n_cells + } + #divide to get second index + sec_index <- + Hmisc::ceil(par_tile_indices[[i]] / n_cells)[parentIndex] + + polygon_info[[i]][[parentIndex]] <- + Add_boundary_points(polygon_info[[i]][[parentIndex]], + polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]], + new_rawdeldata[[i]][[parentIndex]]) + } + # flog.info("Vertices of parent tile are added to appropriate child tile") + } + + polinfo <- polygon_info + + # par_map <- reshape2::melt(par_map) + # colnames(par_map) <- c('Child','Parent','Level') + # par_map <- par_map %>% mutate(ChildNo = (Parent-1)*n_cells+Child) + + fin_out <- list() + + fin_out[[1]] <- deldat1 + fin_out[[2]] <- polinfo + fin_out[[3]] <- hvq_k + fin_out[[3]][['scale_summary']] <- scale_summary + # fin_out[[4]] <- par_map + level_names <- list() + + for (level in 1:nlevel) { + level_names[[level]] <- fin_out[[2]][[level]] %>% purrr::map(~ { + this <- . + element <- this[[1]] + return(element$Segment.Parent) + }) %>% unlist() + + names(fin_out[[2]][[level]]) <- level_names[[level]] + } + + # fin_out <- correctedBoundaries(fin_out,nlevel) + + emptyParents <- depth - length(fin_out[[2]]) + for (i in 1:emptyParents) { + fin_out[[2]][[length(fin_out[[2]]) + 1]] <- list() + } + + ###### Adding Code for Diagnosis Plot + diag_Suggestion =NA + fin_out[[4]] = NA + fin_out[[5]] <- NA + + if(diagnose){ + fin_out[[4]] = NA + diag_list = diagPlot(hvt.results = fin_out, + data = dataset, + level = depth, + quant.err = quant.err, + distance_metric=distance_metric, + error_metric=error_metric + ) + + diag_Suggestion = diagSuggestion(hvt.results = fin_out, + data = dataset, + level = depth, + quant.err = quant.err, + distance_metric=distance_metric, + error_metric=error_metric + ) + fin_out[[4]] = diag_list + + } + + # fin_out[[5]] <- NA + + ####### Adding Code for MAD Plot + if(hvt_validation){ + # browser() + + ####### MAD Plot ################ + predictions_validation = list() + predictions_validation <- predictHVT( + data = validation_data, + hvt.results.model=fin_out, + child.level = depth, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + mad.threshold = quant.err, + distance_metric = distance_metric, + error_metric = error_metric + ) + + mad_plot=madPlot(predictions_validation) + fin_out[[5]] <- list() + fin_out[[5]][["mad_plot"]] <- mad_plot + } + + #### Model info + + ### Model Info + + model_train_date=Sys.time() + input_parameters = list( + n_cells = n_cells, + depth = depth, + quant.err = quant.err, + projection.scale = projection.scale, + normalize = normalize, + distance_metric = distance_metric[1], + error_metric = error_metric[1], + quant_method = quant_method[1], + diagnose = diagnose, + hvt_validation = hvt_validation, + train_validation_split_ratio = train_validation_split_ratio + ) + + validation_result=diag_Suggestion + fin_out[["model_info"]]=list(model_train_date=model_train_date, + type="hvt_model", + input_parameters=input_parameters, + validation_result=validation_result + ) + + # generating cell ID using get_cell_id + fin_out[[3]]$summary <- get_cell_id(hvt.results=fin_out) + fin_out[[3]]$summary <- fin_out[[3]]$summary %>% select(Segment.Level, Segment.Parent, Segment.Child, n, Cell.ID, Quant.Error, colnames(dataset)) + + return(fin_out) + + } + + } diff --git a/muHVT_3.0.1/muHVT/R/ScaleMat.R b/muHVT_3.0.1/muHVT/R/ScaleMat.R new file mode 100644 index 0000000..9f56e42 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/ScaleMat.R @@ -0,0 +1,21 @@ +ScaleMat <- +function(samRectangle, parRectangle){ + + xrange_sam <- range(samRectangle[, 1]) + yrange_sam <- range(samRectangle[, 2]) + + xrange_par <- range(parRectangle[, 1]) + yrange_par <- range(parRectangle[, 2]) + + xlength_sam <- xrange_sam[2] - xrange_sam[1] + ylength_sam <- yrange_sam[2] - yrange_sam[1] + + xlength_par <- xrange_par[2] - xrange_par[1] + ylength_par <- yrange_par[2] - yrange_par[1] + + x_scalefactor <- xlength_par / xlength_sam + y_scalefactor <- ylength_par / ylength_sam + + scale_mat <- matrix(c(x_scalefactor, 0, 0, y_scalefactor), ncol = 2) + return(scale_mat) +} diff --git a/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R b/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R new file mode 100644 index 0000000..96cb5cd --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R @@ -0,0 +1,31 @@ +Transform_Coordinates <- +function(sam_rectangle, par_rectangle, scale_mat){ + + xrange_sam <- range(sam_rectangle[, 1]) + yrange_sam <- range(sam_rectangle[, 2]) + + xrange_par <- range(par_rectangle[, 1]) + yrange_par <- range(par_rectangle[, 2]) + + xlength_sam <- xrange_sam[2] - xrange_sam[1] + ylength_sam <- yrange_sam[2] - yrange_sam[1] + + xlength_par <- xrange_par[2] - xrange_par[1] + ylength_par <- yrange_par[2] - yrange_par[1] + + transformed_coord_int <- matrix(0, ncol = 2, nrow = 4) + for(i in 1: 4){ + transformed_coord_int[i, ] <- t((scale_mat %*% matrix(c(sam_rectangle[i, 1], + sam_rectangle[i, 2]), + ncol = 1))) + } + + translate_mat <- matrix(c(((sum(xrange_par) / 2) - (sum(range(transformed_coord_int[, 1])) / 2)), + ((sum(yrange_par) / 2) - (sum(range(transformed_coord_int[, 2])) / 2))), + ncol = 1) + + transformed_data <- c(scale_mat[1, 1], scale_mat[2, 2], translate_mat[1], translate_mat[2]) + + return(transformed_data) + +} diff --git a/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R b/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R new file mode 100644 index 0000000..58e6cb6 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R @@ -0,0 +1,410 @@ + + +requireNamespace("deldir") + +#====================================================================================== +# Global variables +#====================================================================================== + +#quant.err <- 80 +errorCode <- 0 + +#______________________________________________________________________________________ +# Splitting the codebooks +#______________________________________________________________________________________ + +split_codevec = function(codeVec,epsilon){ + #errorValue=errorValue/100 + codeVec <- plyr::llply(codeVec, .fun= function(X) return(list((1+epsilon)*X, (1-epsilon)*X))) + return(codeVec) +} + +#_____________________________________________________________________________________ +# Checks if the MAPE for a given cluster and its codebook is lesser/greater +# than the specified treshold +#_____________________________________________________________________________________ + +findMape <- function(cluster, centroid){ + mape <- 1/nrow(cluster) * sum(apply(cluster, MARGIN = 1, FUN= function(X){ return(abs(sum((X-centroid), na.rm=TRUE)/length(X)))})) + return(mape) +} + +mapeTest = function(cluster, centroid,errorValue){ + + if(is.null(dim(cluster))){ + return(TRUE) + } + + mape <- findMape(cluster, centroid) + #print(paste("Quantization error:", mape)) + + if(mape < errorValue){ + return(TRUE) + } else { + return(FALSE) + } +} + +#_____________________________________________________________________________________ +# allocate members to their centroids +#_____________________________________________________________________________________ +findMembers <- function(dataset, centroid){ + + # compute the distance of every point in the data from a centroid + #err <- lapply(centroid, FUN = function(X){ return(apply(dataset, MARGIN=1, FUN= function(Y)sqrt(sum((Y-X)^2))))}) + err = lapply(centroid, FUN=function(x) sqrt(colSums((t(dataset) - x)^2))) + err <- do.call(rbind, err) + + # Allocate the membership of a datum to its closest centroid + clust.list <- apply(err, MARGIN=2, FUN = function(X) { return(which(X==min(X), arr.ind=T))}) + + return(clust.list) +} + +#_____________________________________________________________________________________ +# Function to assign cluster membership of data points +#_____________________________________________________________________________________ + +findSeque <- function(dataset, clusters){ + + tryCatch({ + rownames(dataset) <- NULL + clusters <- lapply(clusters, unname) + clusters <- lapply(clusters, as.matrix) + clusters <- lapply(clusters , function(X){colnames(X)<- colnames(dataset); return(X)}) + oneRowIndices <- which(lapply(lapply(clusters, dim), function(X)return(X[2]))==1) + clusters[oneRowIndices] <- lapply(clusters[oneRowIndices], t) + pointPos <- lapply(clusters, FUN=function(X)rownames(plyr::match_df(dataset, as.data.frame(X)))) + pointPos <- lapply(pointPos, as.numeric) + sequeDf <- as.data.frame(1:nrow(dataset)) + lapply(1:length(pointPos), FUN=function(X){sequeDf[pointPos[[X]],]<<- X}) + clust.list <- sequeDf[,1] + }, + error=function(err){print(err)}, + finally={}) + + return(clust.list) +} + +#_____________________________________________________________________________________ +# allocate members to their centroids +#_____________________________________________________________________________________ + +allocateMembers <- function(dataset, centroid){ + + clust.list <- findMembers(dataset, centroid) + + return(lapply(unique(clust.list), FUN=function(X)which(clust.list==X))) +} + +#_____________________________________________________________________________________ +# Nearest neighbour condition - LBGVQ function +#_____________________________________________________________________________________ + +lbgVQ = function(dataset,quant.err,epsilon){ + + # mean of the entire data set + cnew <- list(apply(dataset, MARGIN = 2, FUN= function(X)mean(X, na.rm=TRUE))) + cFin <- c() + finalClusters <- c() + + # Set the quantization error + mape <- 1/nrow(dataset) * sum(apply(dataset, MARGIN = 1, FUN= function(X){ return(abs(sum((X-unlist(cnew)), na.rm=TRUE))/length(X))})) + if(mape != 0){ + errorValue <- mape*quant.err + } else { + errorValue <- quant.err + } + + # clust.list is the indices of the members of a cluster + clust.list <- list(1:nrow(dataset)) + + while(T){ + + # cluster is the actual data points in the cluster + cluster <- lapply(clust.list, FUN=function(Y) { dataset[Y,] }) + + # codesToSplit is the codebooks which have q error greater than the treshold + tryCatch({codesToSplit <- cnew[which(!unlist(lapply(1:length(cluster), FUN= function(i){mapeTest(cluster[[i]], cnew[[i]],errorValue)})))]}, + error=function(err){print(err)}, + finally={}) + + # split the codebooks + tryCatch({cSplit <- unlist(split_codevec(codesToSplit,epsilon), recursive=F)}, + error=function(err){print(err)}, + finally={}) + + # remove the final codebook from the list whose q error is lesser than the treshold + doneFlags <- !(cnew %in% codesToSplit) + cFin <- c(cFin, cnew[doneFlags]) + if(length(which(doneFlags))!=0){ + + # Update the finalClusters + finalClusters <- c(finalClusters, cluster[which(!cnew %in% codesToSplit)]) + cluster[which(!cnew %in% codesToSplit)] <- NULL + + + # Remove the clustered data from the original dataset + dataset <- dataset[-unlist(clust.list[which(doneFlags)]),] + + # Start afresh + cnew <- list(apply(dataset, MARGIN = 2, FUN= mean)) + clust.list <- list(1:nrow(dataset)) + + if(length(codesToSplit) == 0){ + break + } + next + } + + # update the clust.list with the new split codebooks and re-compute the mean codebook + tryCatch({clust.list <- allocateMembers(dataset, cSplit)}, + error=function(err){print(err)}, + finally={}) + + cnew <- lapply(clust.list, + FUN = function(X) + if(length(X)==1){ return(dataset[X,]) + } else { return(apply(dataset[unlist(X),], MARGIN=2, FUN=mean))} ) + } + + cFin <- lapply(cFin, FUN = as.numeric) + + return(list(clusters = finalClusters, codebooks = cFin,errorValue=errorValue)) +} + +#_____________________________________________________________________________________ +# Functions to merge the clusters that satisfy the quantization treshold +#_____________________________________________________________________________________ + +euDistance <- function(index, codebooks){ + return((codebooks[[index[1]]] - codebooks[[index[2]]])^2) +} + +#_____________________________________________________________________________________ +# Function checks if the clusters should be merged based on the quantization error +#_____________________________________________________________________________________ + +shouldMergeClusters <- function(X, clusters,errorValue){ + + # merge the two clusters and compute the new mean + newCluster <- do.call(rbind, list(clusters[[X[1]]], clusters[[X[2]]])) + meanCb <- apply(newCluster, MARGIN = 2, FUN= mean) + + # check for the quantization error + tryCatch({mapeFlag <- mapeTest(newCluster, meanCb,errorValue)}, + error=function(err){print(err)}, + finally={}) + + return(mapeFlag) +} + + +mergeClusters <- function(codebooks, clusters,errorValue){ + + # find the index of the centroids that are closest (X) + pairs <- t(utils::combn(length(codebooks),2)) + + tryCatch({euD <- sqrt(colSums(apply(pairs, MARGIN=1, FUN=function(X){euDistance(X, codebooks)})))}, + error=function(err){print(err)}, + finally={}) + + X<- pairs[which(euD==min(euD)),] + + + if(shouldMergeClusters(X, clusters,errorValue)){ + # merge the two clusters and compute the new mean + newCluster <- do.call(rbind, list(clusters[[X[1]]], clusters[[X[2]]])) + meanCb <- list(apply(newCluster, MARGIN = 2, FUN= mean)) + + # Update the codebooks and the clusters + clusters[[X[1]]] <- newCluster + clusters[[X[2]]] <- NULL + codebooks[[X[1]]] <- meanCb[[1]] + codebooks[[X[2]]] <- NULL + + # recurse to find the next merge-able codebook pair + mergeClusters(codebooks, clusters,errorValue) + } else { + return(list(clusters =clusters, codebooks = codebooks,errorValue=errorValue)) + } + +} + +#_______________________________________________________________________________________ +# Main Function to quantize +#______________________________________________________________________________________ + +vectorQuantize <- function(dataset,quant.err,epsilon){ + + tryCatch({lbgvq <- lbgVQ(dataset,quant.err,epsilon)}, + error=function(err){print(err)}, + finally={}) + + if(length(lbgvq$codebooks) > 1){ + + tryCatch({model <- mergeClusters(lbgvq$codebooks, lbgvq$clusters,lbgvq$errorValue)}, + error=function(err){print(err)}, + finally={}) + + + return(model) + + } else { + return(lbgvq) + } + +} + +#================================================================== +# Function to Trilaterate +# Input : a distance matrix or a 'dist' object +# Output : a set of trilaterated points +#================================================================== + +# trilaterate <- function(d){ +# if(class(d)=='dist'){ +# d <- as.matrix(d) +# } + +trilaterate <- function(d){ + # if(is(d, "dist")){ + if(inherits(d, "dist")){ + d <- as.matrix(d) + } + + + # p1, p2, p3 are the initial triangulation points + p1 <- c(0,0) + p2 <- c(0, d[1,2]) + + if(dim(d)[1]==3){ # If there are only 3 points to trilaterate + + p3y <- (d[1,3]^2 + d[1,2]^2 - d[2,3]^2)/(2*d[1,2]) + p3x <- sqrt(d[1,3]^2 - p3y^2) + p3 <- c(p3x,p3y) + pdash <- rbind(p1,p2,p3) + colnames(pdash) = c('x', 'y') + return(pdash) + + } else if(dim(d)[1] > 3){ # If there are more than 3 points to trilaterate + + p3y <- (d[1,3]^2 + d[1,2]^2 - d[2,3]^2)/(2*d[1,2]) + p3x <- sqrt(d[1,3]^2 - p3y^2) + p3 <- c(p3x,p3y) + + # iterator + i <- 4:dim(d)[1] + # compute the remaining points + pdash <- lapply(i, FUN= function(ind) { + y <- (d[1,ind]^2 + d[1,2]^2 - d[2,ind]^2)/(2*d[1,2]) + x <- (d[1,ind]^2 + d[1,3]^2 - d[3,ind]^2 - 2*y*p3[2])/(2*p3[1]) + return(c(x, y)) + }) + + pdash<- do.call(rbind, pdash) + pdash <- rbind(p1,p2, p3,pdash) + colnames(pdash) = c('x', 'y') + return(pdash) + } else { # If there are one or 2 points to trilaterate + pdash <- rbind(p1,p2) + colnames(pdash) = c('x', 'y') + return(pdash) + } +} + + + +#=========================================================================== +# Main function to call +#=========================================================================== + + + + + + + +#' VQ_codebookSplit +#' +#' Vector Quantization by codebook split method +#' +#' Performs Vector Quantization by codebook split method. Initially, the entire +#' dataset is considered to be one cluster where the codebook is the mean of +#' the cluster. The quantization criteria is checked and the codebook is split +#' such that the new codebooks are (codebook+epsilon) and (codebook-epsilon). +#' The observations are reassigned to these new codebooks based on the nearest +#' neighbour condition and the means recomputed for the new clusters. This is +#' done iteratively until all the clusters meet the quantization criteria. +#' +#' @param dataset Matrix. A matrix of multivariate data. Each row corresponds +#' to an observation, and each column corresponds to a variable. Missing values +#' are not accepted. +#' @param quant.err Numeric. The quantization error for the algorithm. +#' @param epsilon Numeric. The value to offset the codebooks during the +#' codebook split. Default is NULL, in which case the value is set to quant.err +#' parameter. +#' @return \item{clusters}{ List. A list showing each ID assigned to a cluster. +#' } \item{nodes.clust}{ List. A list corresponding to nodes' details. } +#' \item{idnodes}{ List. A list of ID and segments similar to +#' \code{nodes.clust} with additional columns for nodes ID. } +#' \item{error.quant}{ List. A list of quantization error for all levels and +#' nodes. } \item{plt.clust}{ List. A list of logical values indicating if the +#' quantization error was met. } \item{summary}{ Summary. Output table with +#' summary. } +#' @author Sangeet Moy Das +#' @seealso \code{\link{hvtHmap}} +#' @examples +#' +#' +#' data("iris",package="datasets") +#' iris <- iris[,1:2] +#' +#' vqOutput = VQ_codebookSplit(iris, quant.err = 0.5) +#' +#' @export VQ_codebookSplit +#' @keywords internal +VQ_codebookSplit <- function(dataset,quant.err=0.5,epsilon=NULL){ + + model <- list() + + if(is.null(epsilon)){ + epsilon = quant.err + } + + if(!is.null(dataset)){ + # Run VQ + tryCatch({system.time(model <- vectorQuantize(dataset,quant.err,epsilon))}, + error=function(err){print(err)}, + finally={}) + + } else { + #flog.error("Data is missing", name=logNS) + } + + if(exists('model')){ + + # Reduce the dimensionality of the codebooks to 2 + codebooks <- do.call(rbind, model$codebooks) + distances <- stats::dist(codebooks) + if(length(distances) != 0){ + tryCatch({twoDCodebooks <- trilaterate(distances)}, error=function(err){print(err)}, finally={}) + } else { + twoDCodebooks <- model$codebooks[[1]][1:2] + } + mapes <- lapply(1:length(model$clusters), FUN=function(i){findMape(model$clusters[[i]],model$codebooks[[i]])}) + + ztab <- data.frame('Segment.Level' = rep(1, length(model$clusters)), 'segment.Parent' = rep(1, length(model$clusters)), 'Segment.Child'= 1:length(model$clusters), 'n'= unlist(lapply(model$clusters, nrow)),'Quant.Error'= unlist(mapes)) + ztab <- cbind(ztab, do.call(rbind, model$codebooks)) + + idnodes <- lapply(model$clusters, rownames) + idnodes <- list(lapply(1:length(idnodes), FUN=function(i){data.frame('tet..k..'=idnodes[[i]], 'X1'=rep(1, length(idnodes[[i]])), 'X1.1'=rep(1, length(idnodes[[i]])), 'k'= i)})) + + return(list('clusters'=model$clusters, 'nodes.clust'= list(model$clusters), 'idnodes'= idnodes, 'error.quant'= list(mapes), plt.clust= list(mapes +#' @seealso \code{\link{predictHVT}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @import dplyr +#' @examples +#' data(USArrests) +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#'diagPlot(hvt.results = hvt.results, +#'data = USArrests, +#'level = 1, +#'quant.err = 0.2) +#' +#' @export diagPlot +#' @keywords internal + +diagPlot <- function(hvt.results, + data, + level, + quant.err, + distance_metric="L1_Norm", + error_metric="max", + ...){ + # browser() + + requireNamespace("reshape2") + requireNamespace("ggplot2") + requireNamespace("dplyr") + + ##### Min Inter-Centroid distance plot + # browser() + newdfMapping <- hvt.results[[3]][["summary"]] + + x <- newdfMapping %>% + dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < quant.err | n <= 3))) + x <- x[x%>%complete.cases(),] + + singleton_count=sum(x$Quant.Error< 0.0001) + num_cells=length(x$Quant.Error) + + # x <- hvt.results[[3]][["summary"]] + d <- stats::dist(x,method = "manhattan") + df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) + df <- df[df$value!=0,] + df$value <- df$value/ncol(x) + df_cent <- df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) + + + # p_cent <- ggplot() + + # aes(x = df_cent$min_dist) + + # geom_histogram(fill = "#112446") + + # theme_minimal()+ + # geom_vline(xintercept = mean(df_cent$min_dist), colour="red",linetype="dashed")+ + # ggtitle("Minimum Intra-Centroid Distance Plot")+ + # ggplot2::xlab("Distance between Centroids")+ + # ggplot2::ylab("Number of Occurrences")+ + # annotate("text",x = mean(df_cent$min_dist), + # y = Inf,vjust=1,hjust=-0.5, + # label = mean(df_cent$min_dist)%>%round(2),fontface = "bold") + + p_cent <- ggplot2::ggplot(df_cent,aes(x = min_dist)) + + ggplot2::geom_histogram(ggplot2::aes(y = stat(density)),fill = "midnightblue",colour="white",alpha=0.75) + + + ggplot2::stat_function(ggplot2::aes(color = "Normal"), fun = stats::dnorm,args = list(mean = mean(df_cent$min_dist),sd = stats::sd(df_cent$min_dist))) + + ggplot2::stat_density(ggplot2::aes(color = "Density"), geom = "line", linetype = "dashed") + + ggplot2::scale_colour_manual("", values = c("dodgerblue", "#EE7600")) + + ggplot2::scale_linetype_manual("", values = c("Normal" = 2, "Density" = 1)) + + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = mean(df_cent$min_dist), colour="#EE7600",linetype="dashed")+ + ggplot2::ggtitle("Minimum Intra-Centroid Distance Plot")+ + ggplot2::xlab("Distance between Centroids")+ + ggplot2::ylab("Density")+ + ggplot2::annotate("text",x = mean(df_cent$min_dist), + y = Inf,vjust=1,hjust=-0.5, + label = mean(df_cent$min_dist)%>%round(2),fontface = "bold") + + + ##### Min Inter-Point distance plot + + # browser() + # x=data + d = stats::dist(data,method = "manhattan") + + df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) + df=df[df$value!=0,] + df$value=df$value/ncol(data) + df_data = df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) + + # p_datapoint = ggplot() + + # aes(x = df_data$min_dist) + + # geom_histogram(fill = "#112446") + + # theme_minimal()+ + # geom_vline(xintercept = mean(df_data$min_dist), colour="red",linetype="dashed")+ + # ggtitle("Minimum Intra-DataPoint Distance Plot")+ + # ggplot2::xlab("Distance between DataPoints")+ + # ggplot2::ylab("Number of Occurrences")+ + # annotate("text",x = mean(df_data$min_dist), + # y = Inf,vjust=1,hjust=-0.5, + # label = mean(df_data$min_dist)%>%round(2),fontface = "bold") + # + + + p_datapoint = ggplot2::ggplot(df_data,aes(x = min_dist)) + + + ggplot2::geom_histogram(ggplot2::aes(y = stat(density)),fill = "midnightblue",colour="white",alpha=0.75) + + + ggplot2::stat_function(ggplot2::aes(color = "Normal"), fun = stats::dnorm,args = list(mean = mean(df_data$min_dist),sd = stats::sd(df_data$min_dist))) + + ggplot2::stat_density(ggplot2::aes(color = "Density"), geom = "line", linetype = "dashed") + + ggplot2::scale_colour_manual("", values = c("dodgerblue", "#EE7600")) + + ggplot2::scale_linetype_manual("", values = c("Normal" = 2, "Density" = 1)) + + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = mean(df_data$min_dist), colour="#EE7600",linetype="dashed")+ + ggtitle("Minimum Intra-DataPoint Distance Plot")+ + ggplot2::xlab("Distance between DataPoints")+ + ggplot2::ylab("Density")+ + ggplot2::annotate("text",x = mean(df_data$min_dist), + y = Inf,vjust=1,hjust=-0.5, + label = mean(df_data$min_dist)%>%round(2),fontface = "bold") + + # p_datapoint + + ####### Number of datapoints + + n_cells=x%>% dplyr::select("n") %>% unlist() + p_obs=ggplot2::ggplot() + + ggplot2::aes(x = n_cells) + + ggplot2::geom_histogram(fill = "midnightblue") + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = round(mean(n_cells),0), colour="red",linetype="dashed")+ + ggplot2::ggtitle("Distribution of number of observation in cells")+ + ggplot2::xlab("Number of Observation in Cells")+ + ggplot2::ylab("Number of Occurrences")+ + ggplot2::annotate("text",x =round(mean(n_cells),0), + y = Inf,vjust=1,hjust=-0.5, + label = round(mean(n_cells),0),fontface = "bold") + + # MAD Calibration + # browser() + ####### MAD Plot ################ + predictions_train = list() + predictions_train <- predictHVT( + data = data, + hvt.results.model=hvt.results, + child.level = level, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + mad.threshold = quant.err, + distance_metric = distance_metric, + error_metric = error_metric + ) + + mad_plot_train=madPlot(predictions_train) + + df_sing=data.frame( + "Centroid_Type"=c("Singletons","Non-Singletons"), + n=c(singleton_count,(num_cells-singleton_count)) + )%>% + dplyr::mutate(perc = `n` / sum(`n`)) %>% + dplyr::arrange(perc) %>% + dplyr::mutate(labels = scales::percent(perc)) + + + sing_pie=ggplot2::ggplot(df_sing, aes(x = "", y = perc, fill = Centroid_Type)) + + ggplot2::geom_col(color = "white") + + ggplot2::geom_label(aes(label = labels), + position = position_stack(vjust = 0.5), + show.legend = FALSE,colour="white",fontface = "bold") + + ggplot2::guides(fill = guide_legend(title = "Centroid_Type")) + + # scale_fill_viridis_d() + + ggplot2::coord_polar(theta = "y") + + ggplot2::scale_fill_manual(values=c("#2C83B5","#EE6A42"))+ + ggplot2::theme_void()+ggplot2::labs(title = "Singletons Pie Chart: HVT Model | Train Data", + caption = paste("Total number of centroids:",num_cells,",Singletons:",singleton_count,",Non-Singletons:",(num_cells-singleton_count))) + sing_pie + + + plot_list=list( + cent_plot = p_cent, + datapoint_plot = p_datapoint, + number_plot = p_obs, + mad_plot_train=mad_plot_train, + singleton_piechart=sing_pie, + singleton_count=list(singleton_count=singleton_count, + num_cells=num_cells, + singleton_count_percentage=(singleton_count/num_cells)*100) + + + ) + return(plot_list) + +} + + + + + + + + + + + diff --git a/muHVT_3.0.1/muHVT/R/diagSuggestion.R b/muHVT_3.0.1/muHVT/R/diagSuggestion.R new file mode 100644 index 0000000..85e12de --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/diagSuggestion.R @@ -0,0 +1,65 @@ + + +diagSuggestion <- function(hvt.results, + data, + level, + quant.err, + distance_metric="L1_Norm", + error_metric="max", + ...){ + + requireNamespace("reshape2") + requireNamespace("dplyr") + + ##### Min Inter-Centroid distance plot + # browser() + newdfMapping <- hvt.results[[3]][["summary"]] + + x <- newdfMapping %>% + dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < quant.err | n <= 3))) + x <- x[x%>%complete.cases(),] + + singleton_count=sum(x$Quant.Error< 0.0001) + num_cells=length(x$Quant.Error) + + # x <- hvt.results[[3]][["summary"]] + d <- stats::dist(x,method = "manhattan") + df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) + df <- df[df$value!=0,] + df$value <- df$value/ncol(x) + df_cent <- df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) + + + mean_cent_train=mean(df_cent$min_dist) + + ##### Min Inter-Point distance plot + + # browser() + # x=data + d = stats::dist(data,method = "manhattan") + df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) + df=df[df$value!=0,] + df$value=df$value/ncol(data) + df_data = df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) + + mean_dist_train=mean(df_data$min_dist) + + + diag_list=list( + mean_centroid_train = mean_cent_train, + mean_distance_train = mean_dist_train + ) + return(diag_list) + +} + + + + + + + + + + + diff --git a/muHVT_3.0.1/muHVT/R/exploded_hmap.R b/muHVT_3.0.1/muHVT/R/exploded_hmap.R new file mode 100644 index 0000000..365cf1e --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/exploded_hmap.R @@ -0,0 +1,307 @@ +#' @name exploded_hmap +#' +#' @title Function to construct an interactive 3D heatmap overlay for each HVT Level +#' +#' @param hvt.results List. A list of hvt.results obtained from the HVT +#' function. +#' @param child.level Numeric. Indicating the level for which the heat map is +#' to be plotted. +#' @param hmap.cols Numeric or Character. The column number of column name from +#' the dataset indicating the variables for which the heat map is to be +#' plotted. +#' @param n_cells.hmap Numeric. An integer indicating the number of clusters per +#' hierarchy (level) +#' @param sepration_width Numeric. An integer indicating the width between two Levels +#' @param layer_opacity Numeric. A vector indicating the opacity of each layer/ level +#' @param dim_size Numeric. An integer indicating the dimension size used to create the matrix for the plot +#' @param ... color.vec and line.width can be passed from here +#' @author Shubhra Prakash +#' @export exploded_hmap +#' +#' +exploded_hmap <- + function (hvt.results, + child.level=NULL, # Numeric + hmap.cols= NULL, # Character + n_cells.hmap = NULL, # Numeric + sepration_width=7, + layer_opacity=c(0.5,0.75,0.99), + dim_size=1000, + ...){ + + # library(tidyverse) + # library(plotly) + maxDepth <- min(child.level,max(hvt.results[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) + summaryDF = hvt.results[[3]][["summary"]] + valuesDataframe <- data.frame( + depth = 0, + cluster = 0, + child = 0, + qe=0, + n_cluster=0, + value = 0, + cellID = 0 + ) + positionsDataframe <- data.frame( + depth = 0, + cluster = 0, + child = 0, + x = 0, + y = 0 + ) + + centroidDataframe <- data.frame(x = 0, y = 0, lev = 0) + + for (depth in 1:maxDepth) { + if (depth < 3){ + + for (clusterNo in names(hvt.results[[2]][[depth]])) { + for (childNo in 1:length(hvt.results[[2]][[depth]][[clusterNo]])) { + if (!is.null(hvt.results[[2]][[depth]][[clusterNo]])) { + summaryFilteredDF <- + summaryDF %>% dplyr::filter( + Segment.Level == depth, + Segment.Parent == clusterNo, + Segment.Child == childNo + ) + + current_cluster = hvt.results[[2]][[depth]][[clusterNo]][[childNo]] + + + val = summaryFilteredDF[, hmap.cols] + qe = summaryFilteredDF[, "Quant.Error"] + ncluster = summaryFilteredDF[, "n"] + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + if("Cell.ID" %in% colnames(summaryFilteredDF)){ + cell_ID = summaryFilteredDF[, "Cell.ID"] + } else{ + cell_ID = 0 + } + valuesDataframe <- + rbind( + valuesDataframe, + data.frame( + depth = depth, + cluster = clusterNo, + child = childNo, + qe=qe, + n_cluster=ncluster, + value = val, + cellID = cell_ID + ) + ) + positionsDataframe <- + rbind( + positionsDataframe, + data.frame( + depth = rep(depth, length(x)), + cluster = rep(clusterNo, length(x)), + child = rep(childNo, length(x)), + x = x, + y = y + ) + ) + + centroidDataframe <- + rbind(centroidDataframe, + data.frame( + x = as.numeric(current_cluster[["pt"]][["x"]]), + y = as.numeric(current_cluster[["pt"]][["y"]]), + lev = depth + )) + + + + } + + } + } + + }else{ + for (clusterNo in 1:n_cells.hmap^(child.level-1)) { + for (childNo in 1:length(hvt.results[[2]][[depth]][[as.character(clusterNo)]])) { + if (!is.null(hvt.results[[2]][[depth]][[as.character(clusterNo)]])) { + summaryFilteredDF <- + summaryDF %>% dplyr::filter( + Segment.Level == depth, + Segment.Parent == clusterNo, + Segment.Child == childNo + ) + + current_cluster = hvt.results[[2]][[depth]][[as.character(clusterNo)]][[childNo]] + + + val = summaryFilteredDF[, hmap.cols] + qe = summaryFilteredDF[, "Quant.Error"] + + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + if("Cell.ID" %in% colnames(summaryFilteredDF)){ + cell_ID = summaryFilteredDF[, "Cell.ID"] + } else{ + cell_ID = 0 + } + valuesDataframe <- + rbind( + valuesDataframe, + data.frame( + depth = depth, + cluster = clusterNo, + child = childNo, + qe=qe, + n_cluster=ncluster, + value = val, + cellID = cell_ID + ) + ) + positionsDataframe <- + rbind( + positionsDataframe, + data.frame( + depth = rep(depth, length(x)), + cluster = rep(clusterNo, length(x)), + child = rep(childNo, length(x)), + x = x, + y = y + ) + ) + + centroidDataframe <- + rbind( + centroidDataframe, + data.frame( + x = as.numeric(current_cluster[["pt"]][["x"]]), + y = as.numeric(current_cluster[["pt"]][["y"]]), + lev = depth + ) + ) + } + } + } + } + } + valuesDataframe <- valuesDataframe[2:nrow(valuesDataframe), ] + + positionsDataframe <- + positionsDataframe[2:nrow(positionsDataframe), ] + + centroidDataframe <- + centroidDataframe[2:nrow(centroidDataframe), ] + + + datapoly <- + merge(valuesDataframe, + positionsDataframe, + by = c("depth", "cluster", "child")) + + + + Level_list = lapply(1:maxDepth, function(x) { + temp_df=datapoly[datapoly$depth==x,] + min_x=min(datapoly$x) + max_x=max(datapoly$x) + min_y=min(datapoly$y) + max_y=max(datapoly$y) + temp_df = temp_df %>% mutate(name=paste0("Segment",cluster,"-",child)) + # segments_number=unique() + returnList=split(temp_df, f =temp_df$name ) + return(list(returnList, + min_x, + max_x, + min_y, + max_y)) + }) + + + +# Level_1_data= data %>% dplyr::filter(depth) + ##################################################################################### + depth_wise_surface =function(finalList + # , + # hmap.cols, + # dim_size + ){ + # browser() + column <- hmap.cols + min_x = unlist(finalList[[2]]) + max_x = unlist(finalList[[3]]) + min_y = unlist(finalList[[4]]) + max_y = unlist(finalList[[5]]) + + # dim_size = 10000 + y <- rep(1:dim_size, times = dim_size) + x <- rep(1:dim_size, each = dim_size) + hvtVolcanoMatrix <- rep(0, each = dim_size^2) + for (k in names(finalList[[1]])) { + eval(parse( + text = paste0( + 'polygon_x <- round(scales::rescale(finalList[[1]]$`', + k, + '`$x, to=c(0, ', dim_size,'), from = c(min_x,max_x)))' + ) + )) + eval(parse( + text = paste0( + 'polygon_y <- round(scales::rescale(finalList[[1]]$`', + k, + '`$y, to=c(0, ', dim_size,'), from = c(min_y,max_y)))' + ) + )) + present <- sp::point.in.polygon(x, y, polygon_x, polygon_y) + eval(parse( + text = paste0( + 'quantError <- finalList[[1]]$`', + k, + '`$value[1]' + ) + )) + hvtVolcanoMatrix[which(present != 0)] <- quantError + } + + hvtVolcanoMatrix <- matrix(hvtVolcanoMatrix, nrow = dim_size) + return(hvtVolcanoMatrix) + } + + ##################################################################################### + + temp_hvtVolcanoMatrix= lapply(Level_list, depth_wise_surface) + number_of_layers = length(temp_hvtVolcanoMatrix) + p = plotly::plot_ly(showscale=F) + + temp=lapply(1: number_of_layers, function(i){ + hvtVolcanoMatrix=temp_hvtVolcanoMatrix[[i]] - ((i-1) * sepration_width) + p <<- p %>% + plotly::add_surface(z = ~ hvtVolcanoMatrix,opacity = layer_opacity[i] ,name=paste("Layer_",i), showlegend = T) + }) + + p<-p %>% + plotly::config( displaylogo = F) %>% + plotly::layout( + zaxis = list(title = hmap.cols), + title = paste( + "Hierarchical Voronoi Tessellation 3D Surface plot with", + hmap.cols, + "Heatmap Overlay" + ), + scene = list(zaxis = list(title = hmap.cols)) + ) + + + + return(suppressMessages(p)) + + } + + + + + + + + + + + + + diff --git a/muHVT_3.0.1/muHVT/R/getCentroids.R b/muHVT_3.0.1/muHVT/R/getCentroids.R new file mode 100644 index 0000000..ba180b8 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/getCentroids.R @@ -0,0 +1,100 @@ +#' @importFrom magrittr %>% + +# The function should take dataframe having m rows and n dimension as input. It should return distance from the center for each row or should return 0 if nrow(df) < 1 +# distance_metric=c("L1_Norm","L2_Norm") +# quant_method=c("kmeans","kmedoids") + +getCentroids <- + function (x, + kout, + n_cells, + function_to_calculate_distance_metric, + function_to_calculate_error_metric, + distance_metric = "L1_Norm", + quant_method=c("kmeans","kmedoids"), + ...) { + # browser() + if (quant_method == "kmeans") { + centl <- nout <- outl <- list() + options(warn = -1) + x <- data.frame(x) + # calculate_error <- x %>% dplyr::group_by(kout$cluster) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) + calculate_error <- + x %>% + group_by(kout$cluster) %>% + tidyr::nest() %>% + # calculate the distance for each datapoint for each cluster wrt to its centroid as per L1 or L2 norm + dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% + # arrange the dataframe by cluster number + dplyr::arrange(`kout$cluster`) %>% + dplyr::rename(err = data) + + # calcuate the quant error for each cluster as per error_metric = "mean" or "max" + calculate_error_for_each_cluster <- + lapply(calculate_error$err, function_to_calculate_error_metric) + maxQE_each_cluster <- lapply(calculate_error$err, "max") + meanQE_each_cluster <- lapply(calculate_error$err, "mean") + centl <- calculate_error_for_each_cluster + outl <- + c(1:n_cells) %>% purrr::map( ~ x[kout$cluster == .x, ]) + nout <- as.list(kout$size) + #return centroids, datapoints and size of each cluster + return( + list( + centers = centl, + maxQE = maxQE_each_cluster, + values = outl, + nsize = nout, + meanQE = meanQE_each_cluster + ) + ) + + ############################## Medoid implementation ############################################### + + } else if (quant_method == "kmedoids") { + if (distance_metric == "L1_Norm") { + distance_metric = "manhattan" + } else if (distance_metric == "L2_Norm") { + distance_metric = "euclidean" + } + + + kmedoids_model <- + cluster::pam( + x = cluster::daisy(x, metric = distance_metric), + k = n_cells, + diss = TRUE, + keep.data = F + ) + + centl <- nout <- outl <- list() + options(warn = -1) + x <- data.frame(x) + # calculate_error <- x %>% dplyr::group_by(kout$cluster) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) + calculate_error <- + x %>% dplyr::group_by(kmedoids_model[["clustering"]]) %>% tidyr::nest() %>% dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% arrange(`kmedoids_model[["clustering"]]`) %>% dplyr::rename(err = + data) + calculate_error_for_each_cluster <- + lapply(calculate_error$err, function_to_calculate_error_metric) + maxQE_each_cluster <- lapply(calculate_error$err, "max") + meanQE_each_cluster <- lapply(calculate_error$err, "mean") + centl <- calculate_error_for_each_cluster + outl <- + c(1:n_cells) %>% purrr::map(~ x[kmedoids_model[["clustering"]] == .x,]) + nout <- + as.list(as.numeric(table(kmedoids_model[["clustering"]]))) + + sum_val = as.data.frame(x[kmedoids_model[["medoids"]],]) + #return centroids, datapoints and size of each cluster + return( + list( + centers = centl, + maxQE = maxQE_each_cluster, + values = outl, + nsize = nout, + meanQE = meanQE_each_cluster, + sum_val = sum_val + ) + ) + } + } diff --git a/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R b/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R new file mode 100644 index 0000000..b183a77 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R @@ -0,0 +1,26 @@ +#' @importFrom magrittr %>% +#' @import dplyr +#' @import tidyr + +getCentroids_for_opti <- function (x, kout, n_cells,function_to_calculate_distance_metric,function_to_calculate_error_metric){ + requireNamespace("dplyr") + requireNamespace("tidyr") + requireNamespace("magrittr") + # browser() + calculate_error<- centl <- list() + # calculate_error <- x %>% dplyr::group_by(kout$clust) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) + calculate_error <- + x %>% + dplyr::group_by(kout$cluster) %>% + tidyr::nest() %>% + dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% + dplyr::arrange(`kout$cluster`) %>% + dplyr::rename(err = data) + + centl <-lapply(calculate_error$err,function_to_calculate_error_metric) + maxQE<- lapply(calculate_error$err, "max") + meanQE<- lapply(calculate_error$err, "mean") + + return(list(centl,maxQE,meanQE)) + +} \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R b/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R new file mode 100644 index 0000000..1c660f3 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R @@ -0,0 +1,154 @@ +#' getOptimalCentroids +#' +#' Get Optimal Centroids +#' +#' The raw data is first scaled and this scaled data is supplied as input to +#' the vector quantization algorithm. Vector quantization technique uses a +#' parameter called quantization error. This parameter acts as a threshold and +#' determines the number of levels in the hierarchy. It means that, if there +#' are 'n' number of levels in the hierarchy, then all the clusters formed till +#' this level will have quantization error equal or greater than the threshold +#' quantization error. The user can define the number of clusters in the first +#' level of hierarchy and then each cluster in first level is sub-divided into +#' the same number of clusters as there are in the first level. This process +#' continues and each group is divided into smaller clusters as long as the +#' threshold quantization error is met. The output of this technique will be +#' hierarchically arranged vector quantized data. +#' +#' @param x Data Frame. A dataframe of multivariate data. Each row corresponds to an +#' observation, and each column corresponds to a variable. Missing values are +#' not accepted. +#' @param n_cells Numeric. Indicating the number of nodes per hierarchy. +#' @param depth Numeric. Indicating the hierarchy depth (or) the depth of the +#' tree (1 = no hierarchy, 2 = 2 levels, etc..) +#' @param quant.err Numeric. The quantization error for the algorithm. +#' @param algorithm String. The type of algorithm used for quantization. +#' Available algorithms are Hartigan and Wong, "Lloyd", "Forgy", "MacQueen". +#' (default is "Hartigan-Wong") +#' @param distance_metric Character. The distance metric to calculate inter point distance. It can be 'L1_Norm" or "L2_Norm". L1_Norm is selected by default. +#' @param function_to_calculate_distance_metric Function. The function is to find 'L1_Norm" or "L2_Norm" distances. L1_Norm is selected by default. +#' @param function_to_calculate_error_metric Character. The error metric can be "mean" or "max". mean is selected by default +#' @param quant_method Character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default +#' @return \item{values}{ List. A list showing observations assigned to a cluster.} +#' \item{maxQE}{ List. A list corresponding to maximum QE values for each cell. } +#' \item{meanQE}{ List. A list corresponding to mean QE values for each cell. } +#' \item{centers}{ List. A list of quantization error for all levels and nodes. } +#' \item{nsize}{ List. A list corresponding to number of observations in respective groups. } +#' @author Shubhra Prakash , Sangeet Moy Das +#' @keywords internal + +getOptimalCentroids <- + function (x, + iter.max, + algorithm, + n_cells, + function_to_calculate_distance_metric, + function_to_calculate_error_metric=c("mean","max"), + quant.err, + distance_metric = "L1_Norm", + quant_method=c("kmeans","kmedoids"),... + ){ + # browser() + if(quant_method == "kmeans"){ + + options(warn = -1) + # Start with splitting data into three clusters + nclust_iter <- 3 + outkinit <- list(centers = numeric(),maxQE = numeric(),meanQE = numeric(), values = logical() , nsize = numeric()) + quantok <- rep(T, n_cells) + + # Check if 3 <= No of clusters AND No of cells in a cluster > 3 AND flag to check QE for all clusters + while(nclust_iter <= n_cells & nrow(x) > nclust_iter & (sum(quantok,na.rm = T) > 0)) { + resplt <- list() + #outkinit will have centroids and datapoints and size of the cluster + set.seed(100) + kout<-stats::kmeans(x, nclust_iter, iter.max=10^5, algorithm=algorithm) + result <- getCentroids_for_opti(x,kout, nclust_iter,function_to_calculate_distance_metric,function_to_calculate_error_metric) + + outkinit[[1]] <- result[[1]] + outkinit[[2]] <- result[[2]] + outkinit[[3]] <- result[[3]] + #flag to check for quantization error + resplt <- unlist(outkinit$centers) > quant.err + quantok <- unlist(resplt) + nclust_iter <- nclust_iter + 1 + } + clusts <- nclust_iter-1 + outkinit[[4]] <- c(1:clusts) %>% purrr::map(~x[kout$cluster==.x,]) + outkinit[[5]] <- as.list(kout$size) + outkinit[["centroid_val"]] <- kout$centers + + dummy_iter = n_cells - nclust_iter + 1 + + if(dummy_iter !=0){ + outkinit[["centers"]] <- c(outkinit[["centers"]],as.list(rep(NA,dummy_iter))) + outkinit[["maxQE"]] <- c(outkinit[["maxQE"]],as.list(rep(NA,dummy_iter))) + outkinit[["meanQE"]] <- c(outkinit[["meanQE"]],as.list(rep(NA,dummy_iter))) + outkinit[["values"]] <- c(outkinit[["values"]],as.list(rep(NA,dummy_iter))) + outkinit[["nsize"]] <- c(outkinit[["nsize"]],as.list(rep(0,dummy_iter))) + temprow <- matrix(c(rep.int(NA,length(outkinit[["centroid_val"]][1,]))),nrow=length(nclust_iter:n_cells),ncol=length(outkinit[["centroid_val"]][1,])) + outkinit[["centroid_val"]] <- rbind(outkinit[["centroid_val"]],temprow) + } + # return centroids, datapoints and size of each cluster + return(outkinit) + }else if(quant_method == "kmedoids"){ + options(warn = -1) + # Start with splitting data into three clusters + # browser() + nclust_iter <- 3 + outkinit <- list(centers = numeric(),maxQE = numeric(),meanQE = numeric(), values = logical() , nsize = numeric()) + quantok <- rep(T, n_cells) + if(distance_metric == "L1_Norm") { + distance_metric = "manhattan" + }else if(distance_metric == "L2_Norm") { + distance_metric = "euclidean" + } + kout=list() + while(nclust_iter <= n_cells & nrow(x) > nclust_iter & (sum(quantok,na.rm = T) > 0)) { + resplt <- list() + #outkinit will have centroids and datapoints and size of the cluster + set.seed(100) + + kmedoids_model <- + cluster::pam( + x = cluster::daisy(x, metric = distance_metric), + k = nclust_iter, + diss = TRUE, + keep.data = F + ) + kout$cluster=kmedoids_model[["clustering"]] + result<- getCentroids_for_opti(x,kout, nclust_iter,function_to_calculate_distance_metric,function_to_calculate_error_metric) + outkinit[[1]] <-result[[1]] + outkinit[[2]]<- result[[2]] + outkinit[[3]]<- result[[3]] + + + #flag to check for quantization error + resplt <- unlist(outkinit$centers) > quant.err + quantok <- unlist(resplt) + nclust_iter <- nclust_iter + 1 + } + kout$size=as.numeric(table(kmedoids_model[["clustering"]])) + kout$centers=as.matrix(x[kmedoids_model[["medoids"]],]) + clusts <- nclust_iter-1 + outkinit[[4]] <- c(1:clusts) %>% purrr::map(~x[kout$cluster==.x,]) + outkinit[[5]] <- as.list(kout$size) + outkinit[["centroid_val"]] <- kout$centers + + dummy_iter = n_cells - nclust_iter + 1 + + if(dummy_iter !=0){ + outkinit[["centers"]] <- c(outkinit[["centers"]],as.list(rep(NA,dummy_iter))) + outkinit[["maxQE"]] <- c(outkinit[["maxQE"]],as.list(rep(NA,dummy_iter))) + outkinit[["meanQE"]] <- c(outkinit[["meanQE"]],as.list(rep(NA,dummy_iter))) + outkinit[["values"]] <- c(outkinit[["values"]],as.list(rep(NA,dummy_iter))) + outkinit[["nsize"]] <- c(outkinit[["nsize"]],as.list(rep(0,dummy_iter))) + temprow <- matrix(c(rep.int(NA,length(outkinit[["centroid_val"]][1,]))),nrow=length(nclust_iter:n_cells),ncol=length(outkinit[["centroid_val"]][1,])) + outkinit[["centroid_val"]] <- rbind(outkinit[["centroid_val"]],temprow) + + } + # return centroids, datapoints and size of each cluster + return(outkinit) + } + + } diff --git a/muHVT_3.0.1/muHVT/R/get_cell_id.R b/muHVT_3.0.1/muHVT/R/get_cell_id.R new file mode 100644 index 0000000..d1b7815 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/get_cell_id.R @@ -0,0 +1,47 @@ +#' Cell ID +#' +#' @title Function to generate cell ID based on 1D sammons projection +#' +#' @description To generate cell id for the multivariate data, the data is being projected from n-dimensions to 1-dimension +#' and the cell id is being assigned by ordering these values and finding the corresponding indexes. The output CellID gets +#' appended to the HVT model. +#' +#' @param hvt.results List. A list of hvt.results obtained from the HVT +#' function. +#' @author Shubhra Prakash +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#'get_cell_id (hvt.results) +#' @export get_cell_id + + +get_cell_id <- function (hvt.results){ +# browser() + generic_col=c("Segment.Level","Segment.Parent","Segment.Child","n","Quant.Error") + temp_summary=hvt.results[[3]][["summary"]] %>% dplyr::select(!generic_col) %>% dplyr::mutate(id=row_number()) + cent_val= temp_summary %>% subset(.,complete.cases(.)) + set.seed(123) + sammon_1d_cord <- MASS::sammon( + d = stats::dist(cent_val %>% dplyr::select(!id),method = "manhattan"), + niter = 10 ^ 5, + trace = FALSE, + k=1 + )$points + temp_df=data.frame(sammon_1d_cord,id=cent_val$id)%>%dplyr::arrange(sammon_1d_cord) %>% dplyr::mutate(Cell.ID=row_number()) %>% dplyr::select(!sammon_1d_cord) + temp_summary = dplyr::left_join(temp_summary,temp_df,by="id") %>% select(!"id") + hvt.results[[3]][["summary"]]$Cell.ID=temp_summary$Cell.ID + + return(hvt.results[[3]][["summary"]]) + } + + + + diff --git a/muHVT_3.0.1/muHVT/R/global.R b/muHVT_3.0.1/muHVT/R/global.R new file mode 100644 index 0000000..9875a6a --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/global.R @@ -0,0 +1,14 @@ +#' @import utils +#' + +utils::globalVariables(c(".","k","Segment.Level","Segment.Child","Quant.Error", + "noOfCellsBelowQuantizationError","noOfCells","index", + "Segment.Parent","cluster","child","value", + "min_dist", "perc", "Centroid_Type", "polygon_x", "polygon_y", + "quantError", "kout$cluster", 'kmedoids_model[["clustering"]]', + "cellID", "Mean_Absolute_Deviation", "Percentage_of_Anomalous_Points", + "hvt.results", "Index", "centroidRadius", "sumOriginal", "Quant.Error.x", + "n.x", "n.y", "Quant.Error.y", "Scored.Quant.Error", "anomalyFlag", + "bp.x", "bp.y", "x", "y", "density","Cell.ID","Cell.Number","MapA.Cell.ID","MapA.Segment.Child","MapA.Segment.Level" + ,"MapA.Segment.Parent","MapC.Cell.ID","MapC.Cell.Path","MapC.Segment.Child","MapC.Segment.Level","MapC.Segment.Parent", + "Row.Number","identified_outlier_cells", "Cell.ID.x", "Cell.ID.y", "Layer1.Cell.ID", "Layer2.Cell.ID", "Segment.Child.x", "Segment.Child.y", "Segment.Level.x", "Segment.Level.y", "Segment.Parent.x", "Segment.Parent.y", "discard", "identified_Novelty_cells", "mapC_cell_path", "setnames")) \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/hvq.R b/muHVT_3.0.1/muHVT/R/hvq.R new file mode 100644 index 0000000..3178c2c --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/hvq.R @@ -0,0 +1,425 @@ +#' hvq +#' +#' Hierarchical Vector Quantization +#' +#' The raw data is first scaled and this scaled data is supplied as input to +#' the vector quantization algorithm. Vector quantization technique uses a +#' parameter called quantization error. This parameter acts as a threshold and +#' determines the number of levels in the hierarchy. It means that, if there +#' are 'n' number of levels in the hierarchy, then all the clusters formed till +#' this level will have quantization error equal or greater than the threshold +#' quantization error. The user can define the number of clusters in the first +#' level of hierarchy and then each cluster in first level is sub-divided into +#' the same number of clusters as there are in the first level. This process +#' continues and each group is divided into smaller clusters as long as the +#' threshold quantization error is met. The output of this technique will be +#' hierarchically arranged vector quantized data. +#' +#' @param x Data Frame. A dataframe of multivariate data. Each row corresponds to an +#' observation, and each column corresponds to a variable. Missing values are +#' not accepted. +#' @param min_compression_perc Numeric. An integer indicating the minimum percent compression rate to +#' be achieved for the dataset +#' @param n_cells Numeric. Indicating the number of nodes per hierarchy. +#' @param depth Numeric. Indicating the hierarchy depth (or) the depth of the +#' tree (1 = no hierarchy, 2 = 2 levels, etc..) +#' @param quant.err Numeric. The quantization error for the algorithm. +#' @param algorithm String. The type of algorithm used for quantization. +#' Available algorithms are Hartigan and Wong, "Lloyd", "Forgy", "MacQueen". +#' (default is "Hartigan-Wong") +#' @param distance_metric character. The distance metric can be 'L1_Norm" or "L2_Norm". L1_Norm is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param quant_method character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default +#' @return \item{clusters}{ List. A list showing each ID assigned to a cluster. +#' } \item{nodes.clust}{ List. A list corresponding to nodes' details. } +#' \item{idnodes}{ List. A list of ID and segments similar to +#' \code{nodes.clust} with additional columns for nodes ID. } +#' \item{error.quant}{ List. A list of quantization error for all levels and +#' nodes. } \item{plt.clust}{ List. A list of logical values indicating if the +#' quantization error was met. } \item{summary}{ Summary. Output table with +#' summary. } +#' @author Shubhra Prakash , Sangeet Moy Das +#' @seealso \code{\link{hvtHmap}} +#' @importFrom magrittr %>% +#' @importFrom stats complete.cases +#' @examples +#' +#' data("USArrests",package="datasets") +#' hvqOutput = hvq(USArrests, n_cells = 5, depth = 2, quant.err = 0.2, +#' distance_metric='L1_Norm',error_metric='mean',quant_method="kmeans") +#' +#' @export hvq +#' @keywords internal + +hvq <- + function (x, + min_compression_perc = NA, + n_cells = NA, + depth = 3, + quant.err = 10, + algorithm = "Hartigan-Wong", + distance_metric = c("L1_Norm", "L2_Norm"), + error_metric = c("mean", "max"), + quant_method=c("kmeans","kmedoids") + ) { + + requireNamespace("dplyr") + # browser() + + rescl <- list() + resid <- list() + resm <- list() + maxqe <- list() + meanqe <- list() + resplt <- list() + ztab3up <- list() + ztab1 <- ztab2 <- ztabn <- NULL + ztab11 <- ztab12 <- ztab13 <- NULL + zdepth <- depth + if(!is.na(n_cells)){ + quantinit <- rep(F, n_cells) + ztab3upc<-matrix(0, nrow = ncol(x), n_cells) + std<-matrix(0, nrow = ncol(x), n_cells) + } + + set.seed(300) + # flog.info("Parameters are initialized") + #outkinit will have centroids and datapoints and size of the cluster + # outkinit <- getOptimalCentroids(x, iter.max=100, algorithm=algorithm, n_cells,distance_metric=distance_metric,error_metric=error_metric,quant.err=quant.err) + + colSd <- function (x, na.rm=FALSE) apply(X=x, MARGIN=2, FUN=stats::sd, na.rm=na.rm) + + calculate_euclidean_distance_for_each_cluster <- function(x){ + sqrt(rowSums(scale(x,center = T,scale = F)^2))/ncol(x) + } + + calculate_manhattan_distance_for_each_cluster <- function(x){ + rowSums(abs(scale(x,center = T,scale = F)))/ncol(x) + } + + + ## for distance metrics i.e; manhattan or eucleadian + if(distance_metric == "L1_Norm"){ + function_to_calculate_distance_metric <- calculate_manhattan_distance_for_each_cluster + } else if(distance_metric == "L2_Norm"){ + function_to_calculate_distance_metric <- calculate_euclidean_distance_for_each_cluster + } else{ + stop('distance_metric must be L1_Norm (Manhattan), L2_Norm (Euclidean) or a custom distance function') + } + + ## for error metric i.e; mean or max + if(error_metric %in% c("mean","max")){ + function_to_calculate_error_metric <- error_metric + } else{ + stop('error_metric must be max,mean or custom function') + } + + if(!is.na(min_compression_perc)){ + depth <- 1 + compress_percent <- 0 + n_cells_compress_perc = 2 + num_data_points <- rep(F, n_cells_compress_perc) + n_cells_quant_err_list <- list() + n_cells = NA + + while(n_cells_compress_perc < nrow(x) & compress_percent <= min_compression_perc){ + quantinit <- rep(F, n_cells_compress_perc) + ztab3upc<-matrix(0, nrow = ncol(x), n_cells_compress_perc) + std<-matrix(0, nrow = ncol(x), n_cells_compress_perc) + # print(n_cells_compress_perc) + outkinit <- getCentroids(x=x, + kout = stats::kmeans(x, n_cells_compress_perc, iter.max=10^5, algorithm=algorithm), + n_cells=n_cells_compress_perc, + function_to_calculate_distance_metric=function_to_calculate_distance_metric, + function_to_calculate_error_metric=function_to_calculate_error_metric, + distance_metric=distance_metric, + quant_method = quant_method) + + n_cells_quant_err_list <- unlist(outkinit$cent) + noOfCells = sum(!is.na(n_cells_quant_err_list)) + noOfCellsBelowQuantizationError = sum(n_cells_quant_err_list < quant.err,na.rm = TRUE) + compress_percent = round((noOfCellsBelowQuantizationError/noOfCells) * 100, 2) #percentOfCellsBelowQuantizationErrorThreshold + n_cells_compress_perc <- n_cells_compress_perc + 1 + } + n_cells_optimal <- n_cells_compress_perc - 1 + print(paste0("For the given dataset ",min_compression_perc,"% compression rate is achieved at n_cells : ", n_cells_optimal)) + + }else{ + + outkinit <- getCentroids(x=x, + kout = stats::kmeans(x, n_cells, iter.max=10^5, algorithm=algorithm), + n_cells=n_cells, + function_to_calculate_distance_metric=function_to_calculate_distance_metric, + function_to_calculate_error_metric=function_to_calculate_error_metric, + distance_metric=distance_metric, + quant_method = quant_method) + + n_cells_optimal <- n_cells + } + + # names(outkinit$val) <- seq_along(outkinit$val) + rescl[[1]] <- outkinit$val + tet <- lapply(outkinit$val, row.names) + + # tet <- lapply(1:length(tet),function(k){ + # data.frame(tet[[as.character(k)]], 1, 1, k) + # }) + # tet <- lapply(1:length(tet),function(k){ + # k<- as.character(k) + # if(length(tet[[k]])!=0) + # data.frame(tet[[as.character(k)]], 1, 1, k) + # else data.frame(`tet..as.character.k...`=character(0), `1`=numeric(0),'1'=numeric(0), k=integer(0)) + # }) + + #length(tet) = no of clusters + for (k in 1:length(tet)){ + #print(k) + tet[[k]] <- data.frame(tet[[k]], 1, 1, k) + #print(head(tet[[k]])) + } + + names(tet) <- paste(1:length(tet)) + # names(tet) <- seq_along(tet) + # for (k in 1: length(tet)) + # tet[[as.character(k)]] <- data.frame(tet[[as.character(k)]], 1, 1, k) + #ID for each datapoint + resid[[1]] <- tet + #centroids of each cluster + # names(outkinit$cent) <- seq_along(outkinit$cent) + resm[[1]] <- outkinit$cent + maxqe[[1]] <- outkinit$maxQE + meanqe[[1]] <- outkinit$meanQE + #flag to check for quantization error + resplt[[1]] <- unlist(outkinit$cent) > quant.err + #initial values for next level k-means + # names(outkinit$values)<-seq_along(outkinit$values) + initclust <- outkinit$values + + + if (depth > 1) { + # flog.info("HVQ calculation started") + i <- 1 + while (i < depth) { + ijclust <- NULL + #stores values of datapoints + ijrescl <- list() + #ids of the datapoints + ijresid <- list() + #to store the centroids + ijresm <- list() + # to store max qe as radius for anomalies + ijmaxqe <- list() + ijmeanqe <- list() + #flag to check the quantization error + ijresplt <- list() + #number of datapoints in a cluster + ijresnsize <- list() + ijztab3up <- list() + #flag which checks quantization error + quantok <- unlist(resplt[[i]]) + j <- 1 + + ## Intervention 1 + while (j < (n_cells^i) + 1) { + + #if datapoint exceeds quantization error and number of datapoints in that cluster is greater than n_cells + if (quantok[j] & NROW(initclust[[j]]) > 3) { + #k-means on the initclust to obtain the next level clustering(sub-clusters) + z = data.frame(initclust[[j]]) + # try( + # outk <- getOptimalCentroids_new(z, iter.max = 10^5, algorithm = algorithm, n_cells, n_min_points, function_to_calculate_distance_metric, function_to_calculate_error_metric, quant.err = quant.err, distance_metric = distance_metric, quant_method=quant_method) + outk <- getOptimalCentroids(z, iter.max = 10^5, algorithm = algorithm, n_cells, function_to_calculate_distance_metric, function_to_calculate_error_metric, quant.err = quant.err, distance_metric = distance_metric, quant_method=quant_method) + # ) + + # outk$centers <- outk$centers[-which(sapply(outk$centers, is.na))] + # outk$maxQE <- outk$maxQE[-which(sapply(outk$maxQE, is.na))] + # outk$meanQE <- outk$meanQE[-which(sapply(outk$meanQE, is.na))] + # outk$values <- outk$values[-which(sapply(outk$values, is.na))] + # outk$nsize <- outk$nsize[-which(sapply(outk$nsize, is.na))] + + # browser() + # outk <- getOptimalCentroids(initclust[[j]], iter.max = 100, algorithm = algorithm, n_cells,distance_metric = distance_metric,error_metric = error_metric,quant.err = quant.err) + + # outk <- getCentroids(initclust[[j]], kout = stats::kmeans(initclust[[j]], n_cells, iter.max = 100, algorithm = algorithm), n_cells,distance_metric = distance_metric,error_metric = error_metric) + #store the datapoints + # names(outk$val)<-seq_along(outk$val) + ijrescl[[j]] <- outk$val + # tet <- lapply(outk$val, sapply, row.names) + tet <- lapply(outk$val, row.names) + tet[-which(sapply(tet, is.null))] + # names(tet) <- seq_along(tet) + #create ID's for each datapoint + # tet <- lapply(1:length(tet),function(k){ + # if(length(tet[[as.character(k)]])!=0) + # data.frame(tet[[as.character(k)]], i+1, j, k) + # else data.frame(`tet..as.character.k...`=character(0), `i...1`=numeric(0), j=numeric(0), k=integer(0)) + # }) + # for (k in 1: length(tet)) { + # print(k) + # print(nrow(data.frame(tet[[k]]))) + # } + for (k in 1: length(tet)){ + + if(!is.null(tet[[k]])){ + tet[[k]] <- data.frame(tet[[k]],i + 1, j, k) + } + else{ + tet[[k]] <- data.frame(tet[[k]]<-numeric(0)) + } + } + + # names(tet) <- paste(1:length(tet)) + # names(tet)<-seq_along(tet) + ijresid[[j]] <- tet + #store the centroids + # names(outk$cent) <- seq_along(outk$cent) + ijresm[[j]] <- outk$centers + ijmaxqe[[j]] <- outk$maxQE + ijmeanqe[[j]] <- outk$meanQE + #size of a cluster + # names(outk$nsize) <- seq_along(outk$nsize) + ijresnsize[[j]] <- outk$nsize + # ijztab3up[[j]] <- sapply(outk$val, mean) + + ijztab3up[[j]]<-matrix(0, nrow = ncol(x), n_cells) + + # rownames(ijztab3up[[j]]) <- colnames(x) + ijztab3up[[j]] <- t(outk$centroid_val) + # ijztab3up[[j]]<- na.omit(ijztab3up[[j]]) + + #flag to check if the quantization error threshold is exceeded + ijresplt[[j]] <- unlist(outk$centers) > quant.err + #store the datapoints + ijclust <- c(ijclust, outk$values) + }else { + ijrescl[[j]] <- rep(NA, n_cells) + ijresid[[j]] <- NULL + ijresm[[j]] <- rep(NA, n_cells) + ijmaxqe[[j]] <- rep(NA, n_cells) + ijmeanqe[[j]] <- rep(NA, n_cells) + ijresnsize[[j]] <- rep(0, n_cells) + ijztab3up[[j]] <- matrix(NA, ncol(x), n_cells) + ijresplt[[j]] <- rep(F, n_cells) + ijclust <- c(ijclust, rep(NA, n_cells)) + } + n_cells_at_j <- length(tet) + ztab1 <- c(ztab1, paste(i + 1, j, 1:n_cells_at_j, sep = ",")) + ztab11 <- c(ztab11, rep(i + 1, n_cells_at_j)) + ztab12 <- c(ztab12, rep(j, n_cells_at_j)) + ztab13 <- c(ztab13, 1: n_cells_at_j) + j <- j + 1 + } + rescl[[i + 1]] <- ijrescl + resid[[i + 1]] <- ijresid + resm[[i + 1]] <- ijresm + maxqe[[i + 1]] <- ijmaxqe + meanqe[[i + 1]] <- ijmeanqe + resplt[[i + 1]] <- ijresplt + ztab2 <- c(ztab2, unlist(ijresnsize)) + ztab3up[[i + 1]] <- data.frame(ijztab3up) + ztabn <- c(ztabn, unlist(ijresm)) + initclust <- ijclust + # flog.info("Output for Level %s is ready", i) + i <- i + 1 + #check if the desired depth is reached + if (!is.element(T, unlist(ijresplt))) { + zdepth <- i + i <- depth + } + } + # flog.info("HVQ for user-defined depth has been calculated") + #ztab is the output which contains the datapoints and their IDs. + #initialize ztab + ztab <- data.frame(matrix(0, nrow = sum(n_cells^(1:zdepth)), + ncol = (ncol(x) + 5))) + #Segment Level + ztab[1:n_cells, 1] <- rep(1, n_cells) + #Segment Parent + ztab[1:n_cells, 2] <- rep(1, n_cells) + #Segment Child + ztab[1:n_cells, 3] <- 1: n_cells + #Size of the cluster + ztab[1:n_cells, 4] <- unlist(outkinit$nsize) + #Centroid/Quantization error of the cluster + ztab[1:n_cells, 5] <- unlist(outkinit$cent) + # ztab3upc <- sapply(outkinit$val, mean, na.rm = T) + # ztab3upc<-matrix(0, nrow = ncol(x), n_cells) + # std<-matrix(0, nrow = ncol(x), n_cells) + for(a in 1: n_cells){ + for(b in 1: ncol(x)){ + ztab3upc[b, a] <- as.matrix(mean(outkinit$val[[a]][, b], na.rm = T)) + rownames(ztab3upc) <- colnames(x) + # Calculating sd + std[b, a] <- as.matrix(stats::sd(outkinit$val[[a]][, b], na.rm = T)) + rownames(std) <- colnames(x) + } + } + for (l in 1:length(ztab3up)){ + ztab3upc <- cbind(ztab3upc,ztab3up[[l]]) + std <- cbind(std, ztab3up[[l]]) + } + + ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 1] <- ztab11 + ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 2] <- ztab12 + ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 3] <- ztab13 + ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 4] <- ztab2 + ztab[, 6: ncol(ztab)] <- t(ztab3upc) + ztab[(n_cells + 1): sum(n_cells^(1: zdepth)), 5] <- ztabn + names(ztab) <- c("Segment.Level", "Segment.Parent", "Segment.Child", + "n", "Quant.Error", colnames(x)) + } else { + # else loop if depth = 1 + ztab <- data.frame(matrix(0, nrow = n_cells_optimal, ncol = (ncol(x) + + 5))) + ztab[, 1] <- rep(1, n_cells_optimal) + ztab[, 2] <- rep(1, n_cells_optimal) + ztab[, 3] <- 1:n_cells_optimal + ztab[, 4] <- unlist(outkinit$nsize) + ztab[, 5] <- unlist(outkinit$cent) + ztab_mean <- t(sapply(outkinit$val, colMeans, + na.rm = T)) + std <- t(sapply(outkinit$val, colSd, + na.rm = T)) + if(quant_method == "kmeans"){ + ztab[, 6:ncol(ztab)] <- ztab_mean # mean values + } else { + ztab[, 6:ncol(ztab)] <- outkinit[["sum_val"]] # Medoid/median values + } + + names(ztab) <- c("Segment.Level", "Segment.Parent", "Segment.Child", + "n", "Quant.Error", colnames(x)) + } + + + if(depth > 1){ + meanCol = t(ztab3upc) + std = t(std) + }else{ + meanCol = ztab_mean + std = data.frame(std) + } + + + + ## Calculate compress percentage + compression_summary <- ztab %>% + dplyr::group_by(Segment.Level) %>% + dplyr::summarise( noOfCells = sum(!is.na(Quant.Error)), noOfCellsBelowQuantizationError = sum(Quant.Error < quant.err,na.rm = TRUE)) %>% dplyr::mutate(percentOfCellsBelowQuantizationErrorThreshold = (noOfCellsBelowQuantizationError/noOfCells)) + + colnames(compression_summary)[1] <- "segmentLevel" + + if(any(is.nan(compression_summary$percentOfCellsBelowQuantizationErrorThreshold))){ + compression_summary <- compression_summary[stats::complete.cases(compression_summary),] + } + + + compression_summary$parameters=paste("n_cells:",n_cells_optimal,"quant.err:",quant.err,"distance_metric:",distance_metric[1],"error_metric:",error_metric[1],"quant_method:",quant_method[1]) + + + ridnames <- resid + rclnames <- rescl + return(list(clusters = initclust, nodes.clust = rescl, idnodes = resid, + error.quant = resm, max_QE = maxqe, plt.clust = resplt, summary = ztab, compression_summary = compression_summary, + meanClust = meanCol, sdClust = std,mean_QE = meanqe )) + + } \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/hvtHmap.R b/muHVT_3.0.1/muHVT/R/hvtHmap.R new file mode 100644 index 0000000..7c2acfc --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/hvtHmap.R @@ -0,0 +1,361 @@ +#' Heat Map over Hierarchical Voronoi Tessellations +#' +#' Main function to construct heatmap overlay for hierarchical voronoi tessellations. +#' +#' The output of the \code{HVT} function has all the required information about +#' the HVT. Now a heat map is overlayed over this HVT. The user defines the +#' level and also those variables of the data for which the heat map is to be +#' plotted. Now for each variable a separate heat map is plotted. The plot area +#' is divided into 2 screens where the first screen is relatively large and +#' will have the heat map. The second screen is small and contains the gradient +#' scale. To plot the heat map, the data is first normalized. The gradient +#' scale is divided into 'n' regions(500 is the set default). Using the +#' normalized data, the different regions into which the data items fall are +#' found. Each data item is now having a region on the gradient scale. This +#' color is filled in the tile corresponding to the data item. This procedure +#' is done for all the tiles for that level to get the complete heat map. Once +#' the heat map is ready, the higher level tessellations are plotted to +#' represent the hierarchies. The size of the centroids, the thickness of the +#' lines and the color of the tessellation lines can be given as input by the +#' user. Appropriate values for these parameters should be given to identify +#' the hierarchies properly. In the second screen the gradient scale is +#' plotted. The heat maps and hierarchical tessellations are obtained for all +#' the desired variables. +#' +#' @param hvt.results List. A list of hvt.results obtained from the HVT +#' function. +#' @param dataset Data frame. The input data set. +#' @param child.level Numeric. Indicating the level for which the heat map is +#' to be plotted. +#' @param hmap.cols Numeric or Character. The column number of column name from +#' the dataset indicating the variables for which the heat map is to be +#' plotted. +#' @param color.vec Vector. A color vector such that length(color.vec) = +#' (child.level - 1). (default = NULL) +#' @param line.width Vector. A line width vector such that length(line.width) = +#' (child.level - 1). (default = NULL) +#' @param centroid.size Numeric. Indicating the centroid size of the first +#' level. (default = 3) +#' @param pch Numeric. Indicating the centroid's symbol type. +#' (default = 21) +#' @param palette.color Numeric. Indicating the heat map color palette. 1 - +#' rainbow, 2 - heat.colors, 3 - terrain.colors, 4 - topo.colors, 5 - +#' cm.colors, 6 - seas color. (default = 6) +#' @param previous_level_heatmap Logical. If TRUE, the heatmap of previous level will be overlayed on the heatmap of selected level. If #' FALSE, the heatmap of only selected level will be plotted +#' @param show.points Logical. Indicating if the centroids should +#' be plotted on the tessellations. (default = FALSE) +#' @param asp Numeric. Indicating the aspect ratio type. For flexible aspect +#' ratio set, asp = NA. (default = 1) +#' @param ask Logical. If TRUE (and the R session is interactive) the user is +#' asked for input, before a new figure is drawn. (default = TRUE) +#' @param tess.label Vector. A vector for labelling the tessellations. (default +#' = NULL) +#' @param label.size Numeric. The size by which the tessellation labels should +#' be scaled. (default = 0.5) +#' @param quant.error.hmap Numeric. A number indicating the quantization error +#' threshold. +#' @param n_cells.hmap Numeric. An integer indicating the number of cells/clusters per +#' hierarchy (level) +#' @param ... The ellipsis is passed to it as additional argument. (Used internally) +#' @author Shubhra Prakash , Sangeet Moy Das +#' @seealso \code{\link{plotHVT}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @examples +#' data(USArrests) +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' hvtHmap(hvt.results, USArrests, child.level = 1,hmap.cols = 'Murder', +#' line.width = c(0.2), color.vec = c('#141B41'),palette.color = 6, +#' quant.error.hmap = 0.2, n_cells.hmap = 6) +#' @export hvtHmap + + +hvtHmap <- + function (hvt.results, + dataset, + child.level, + hmap.cols, + color.vec = NULL, + line.width = NULL, + centroid.size = 3, + pch = 21, + palette.color = 6, + previous_level_heatmap = T, + show.points = F, + asp = 1, + ask = T, + tess.label = NULL, + quant.error.hmap = NULL, + n_cells.hmap = NULL, + label.size = .5, + ...){ + # browser() + + hvt_list <- hvt.results + # maxDepth <- child.level + maxDepth <- min(child.level,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) + summaryDF = hvt_list[[3]][["summary"]] + valuesDataframe <- data.frame( + depth = 0, + cluster = 0, + child = 0, + qe=0, + n_cluster=0, + value = 0, + cellID = 0 + ) + positionsDataframe <- data.frame( + depth = 0, + cluster = 0, + child = 0, + x = 0, + y = 0 + ) + + centroidDataframe <- data.frame(x = 0, y = 0, lev = 0) + + for (depth in 1:maxDepth) { + if (depth < 3){ + + for (clusterNo in names(hvt_list[[2]][[depth]])) { + for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { + if (!is.null(hvt_list[[2]][[depth]][[clusterNo]])) { + summaryFilteredDF <- + summaryDF %>% dplyr::filter( + Segment.Level == depth, + Segment.Parent == clusterNo, + Segment.Child == childNo + ) + + current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] + + + val = summaryFilteredDF[, hmap.cols] + qe = summaryFilteredDF[, "Quant.Error"] + ncluster = summaryFilteredDF[, "n"] + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + if("Cell.ID" %in% colnames(summaryFilteredDF)){ + cell_ID = summaryFilteredDF[, "Cell.ID"] + } else{ + cell_ID = 0 + } + valuesDataframe <- + rbind( + valuesDataframe, + data.frame( + depth = depth, + cluster = clusterNo, + child = childNo, + qe=qe, + n_cluster=ncluster, + value = val, + cellID = cell_ID + ) + ) + positionsDataframe <- + rbind( + positionsDataframe, + data.frame( + depth = rep(depth, length(x)), + cluster = rep(clusterNo, length(x)), + child = rep(childNo, length(x)), + x = x, + y = y + ) + ) + + centroidDataframe <- + rbind(centroidDataframe, + data.frame( + x = as.numeric(current_cluster[["pt"]][["x"]]), + y = as.numeric(current_cluster[["pt"]][["y"]]), + lev = depth + )) + + + + } + + } + } + + }else{ + for (clusterNo in 1:n_cells.hmap^(child.level-1)) { + for (childNo in 1:length(hvt_list[[2]][[depth]][[as.character(clusterNo)]])) { + if (!is.null(hvt_list[[2]][[depth]][[as.character(clusterNo)]])) { + summaryFilteredDF <- + summaryDF %>% dplyr::filter( + Segment.Level == depth, + Segment.Parent == clusterNo, + Segment.Child == childNo + ) + + current_cluster = hvt_list[[2]][[depth]][[as.character(clusterNo)]][[childNo]] + + + val = summaryFilteredDF[, hmap.cols] + qe = summaryFilteredDF[, "Quant.Error"] + + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + if("Cell.ID" %in% colnames(summaryFilteredDF)){ + cell_ID = summaryFilteredDF[, "Cell.ID"] + } else{ + cell_ID = 0 + } + valuesDataframe <- + rbind( + valuesDataframe, + data.frame( + depth = depth, + cluster = clusterNo, + child = childNo, + qe=qe, + n_cluster=ncluster, + value = val, + cellID = cell_ID + ) + ) + positionsDataframe <- + rbind( + positionsDataframe, + data.frame( + depth = rep(depth, length(x)), + cluster = rep(clusterNo, length(x)), + child = rep(childNo, length(x)), + x = x, + y = y + ) + ) + + centroidDataframe <- + rbind( + centroidDataframe, + data.frame( + x = as.numeric(current_cluster[["pt"]][["x"]]), + y = as.numeric(current_cluster[["pt"]][["y"]]), + lev = depth + ) + ) + } + } + } + } + } + valuesDataframe <- valuesDataframe[2:nrow(valuesDataframe), ] + + positionsDataframe <- + positionsDataframe[2:nrow(positionsDataframe), ] + + centroidDataframe <- + centroidDataframe[2:nrow(centroidDataframe), ] + + + datapoly <- + merge(valuesDataframe, + positionsDataframe, + by = c("depth", "cluster", "child")) + + p <- ggplot2::ggplot() + colour_scheme <- c("#6E40AA", "#6B44B2", "#6849BA", "#644FC1", "#6054C8", "#5C5ACE" ,"#5761D3" ,"#5268D8", "#4C6EDB", "#4776DE", "#417DE0", "#3C84E1" ,"#368CE1", + "#3194E0", "#2C9CDF", "#27A3DC", "#23ABD8","#20B2D4", "#1DBACE", "#1BC1C9", "#1AC7C2" ,"#19CEBB", "#1AD4B3" ,"#1BD9AB", "#1DDFA3", "#21E39B", + "#25E892", "#2AEB8A" ,"#30EF82", "#38F17B" ,"#40F373", "#49F56D", "#52F667", "#5DF662", "#67F75E", "#73F65A", "#7FF658", "#8BF457", "#97F357", "#A3F258") + + data <- datapoly + if(maxDepth>1){ + for(i in 1:(maxDepth-1)){ + index_tess<-which(data$depth==i & data$qe>quant.error.hmap & data$n_cluster>3 ) + data<-data[-index_tess,] + + rm(index_tess) + } + } + + # changing hoverText for torus demo + if ("Cell.ID" %in% colnames(summaryFilteredDF)) { + p <- + p + ggplot2::geom_polygon( + data = data, + ggplot2::aes( + x = x, + y = y, + group = interaction(depth, cluster, child), + fill = value, + text = paste(" Cell.ID:", cellID, + "
", "Segment.Level:", depth, + "
", "Segment.Parent:", cluster, + "
", "Segment.Child:", child + ) + ) + + ) + + ggplot2::scale_fill_gradientn(colours = colour_scheme ) + + ggplot2::labs(fill = hmap.cols) + + } else { p <- + p + ggplot2::geom_polygon( + data = data, + ggplot2::aes( + x = x, + y = y, + group = interaction(depth, cluster, child), + fill = value, + ) + ) + + ggplot2::scale_fill_gradientn(colours = colour_scheme ) + + ggplot2::labs(fill = hmap.cols)} + + + for (i in child.level:1 ) { + p <- + p + ggplot2::geom_polygon( + data = datapoly[which(datapoly$depth==i),], + ggplot2::aes( + x = x, + y = y, + color = factor(depth), + size = factor(depth), + group = interaction(depth, cluster, child) + + ), + fill = NA + ) + + ggplot2::scale_colour_manual(values = color.vec)+ + ggplot2::scale_size_manual(values=line.width,guide=FALSE) + + ggplot2::labs(color = "Level")} + + + + + + for (depth in 1:maxDepth) { + p <- p + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + fill = color.vec[depth], + color = color.vec[depth] + ) + ggplot2::theme(plot.background = ggplot2::element_blank() + ,plot.title = element_text( + size = 20, + hjust = 0.5, + margin = margin(0, 0, 20, 0) + ) + ,panel.grid = ggplot2::element_blank() + ,panel.border = ggplot2::element_blank() + ,axis.ticks = element_blank() + ,axis.text = element_blank() + ,axis.title = element_blank() + ,panel.background = element_blank())+ + ggplot2::scale_x_continuous(expand = c(0, 0)) + + ggplot2::scale_y_continuous(expand = c(0, 0)) + } + + return(suppressMessages(p)) + } \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/madPlot.R b/muHVT_3.0.1/muHVT/R/madPlot.R new file mode 100644 index 0000000..facbab7 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/madPlot.R @@ -0,0 +1,145 @@ +#' Mean Absolute Deviation Plot +#' +#' Function to create Mean Absolute Deviation Plot +#' +#' This function plots percentage anomalies vs mean absolute deviation for test data. The plot helps in +#' deciding an optimal MAD value for the use case. +#' +#' +#' @param hvt.prediction List. A list of hvt.prediction obtained from the predictHVT +#' function. +#' @param ... The ellipsis is passed to it as additional argument. (Used internally) +#' @return Mean Absolute Deviation Plot +#' \item{mad_plot}{ggplot plot. A plot with percentage anomalies on y axis and mean absolute deviation values on xaxis. } +#' @author Shubhra Prakash +#' @seealso \code{\link{predictHVT}} +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @examples +#' data(USArrests) +#' #Split in train and test +#' +#' train <- USArrests[1:40,] +#' test <- USArrests[41:50,] +#' +#' hvt.results <- list() +#' hvt.results <- HVT(train, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' +#' predictions <- predictHVT(test,hvt.results, child.level=2,mad.threshold = 0.2) +#' print(predictions$scoredPredictedData) +#' madPlot(hvt.prediction=predictions) +#' @export madPlot +#' @keywords internal + +madPlot = function(hvt.prediction, + ...) { + # browser() + requireNamespace("ggplot2") #deldir function + requireNamespace("scales") #deldir function + + qe = hvt.prediction[["predictInput"]][["quant.err"]] + df_scored = hvt.prediction[["scoredPredictedData"]] + qe_val = df_scored$Quant.Error + + + if (qe < 0.75) { + x_breaks = seq(qe, 0.75, length.out = 10) %>% round(2) + MAD_list = lapply(seq(qe, 0.75, by = 0.01), function(x) { + anom_points = sum(qe_val > x) + max_cells = length(qe_val) + perct_anom = (anom_points / max_cells) + + return(c(x, anom_points, max_cells, perct_anom)) + }) + } else if (qe > 0.75) { + x_breaks = seq(qe, (qe + 0.75), length.out = 10) %>% round(2) + MAD_list = lapply(seq(qe, (qe + 0.75), by = 0.01), function(x) { + anom_points = sum(qe_val > x) + max_cells = length(qe_val) + perct_anom = (anom_points / max_cells) + + return(c(x, anom_points, max_cells, perct_anom)) + }) + + + + } + + + comp_nclust_anom = MAD_list %>% purrr::reduce(rbind) %>% as.data.frame() + names(comp_nclust_anom) = c( + "Mean_Absolute_Deviation", + "anom_points", + "max_cells", + "Percentage_of_Anomalous_Points" + ) + + ############################################ + + mark_x = which(comp_nclust_anom$Percentage_of_Anomalous_Points < 0.01) + mark_x = comp_nclust_anom[mark_x[1], ] + + + + mad_plot = + ggplot() + + geom_point( + data = comp_nclust_anom, + mapping = aes(x = Mean_Absolute_Deviation, + y = Percentage_of_Anomalous_Points), + shape = "circle", + size = 1.5, + colour = "midnightblue" + ) + + geom_hline(yintercept = 0.01, + linetype = "dashed", + colour = "brown2") + + geom_vline( + xintercept = mark_x$Mean_Absolute_Deviation, + linetype = "dashed", + colour = "brown2" + ) + + # geom_segment(aes(xend=mark_x$Mean_Absolute_Deviation, + # yend = mark_x$Percentage_of_Anomalous_Points, + # x=mark_x$Mean_Absolute_Deviation, + # y=-1 + # ),linetype="dashed",colour="brown2") + + + annotate( + "text", + x = mark_x$Mean_Absolute_Deviation + (0.03 * max( + comp_nclust_anom$Mean_Absolute_Deviation + )), + y = mark_x$Percentage_of_Anomalous_Points + (0.1), + label = mark_x$Mean_Absolute_Deviation, + fontface = "bold" + ) + + annotate( + "text", + x = qe, + y = 0.01 + (0.1), + label = "1%", + fontface = "bold" + ) + + + ggplot2::theme_bw() + + ggplot2::theme( + plot.title = ggplot2::element_text(size = 12), + axis.text = element_text(size = 8), + # axis.text.x = element_text(angle = 90), + axis.title = element_text(size = 8) + ) + + labs(title = "Mean Absolute Deviation Plot") + + scale_y_continuous(labels = scales::percent_format(), limits = c(0, 1)) + + scale_x_continuous(breaks =x_breaks) + + + + # labs(title = , + # subtitle = "95% Compression, QE=varying, n_cells=1033,L1Norm,Max", + # caption = "Mean Absolute Deviation is non dynamic i.e constant for each(earlier version was based on max QE of cells)") + return(mad_plot) +} diff --git a/muHVT_3.0.1/muHVT/R/mlayerHVT.R b/muHVT_3.0.1/muHVT/R/mlayerHVT.R new file mode 100644 index 0000000..0363d3f --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/mlayerHVT.R @@ -0,0 +1,162 @@ +#' @name mlayerHVT +#' +#' @title Predict which cell and what level each point in the test dataset belongs to +#' +#' +#' @param data Data Frame. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from +#' this dataset can also be used to overlay as heatmap +#' @param hvt_mapA A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data +#' @param hvt_mapB A list of removed outlier rows using removedOutliers function +#' @param hvt_mapC A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data without outlier(s) +#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) +#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation +#' @param line.width Vector. A line width vector +#' @param color.vec Vector. A color vector +#' @param normalize Logical. A logical value indicating if the columns in your +#' dataset should be normalized. Default value is TRUE. +#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param yVar character. Name of the dependent variable(s) +#' @param ... color.vec and line.width can be passed from here +#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' +#' #Split in train and test +#' train <- USArrests[1:40,] +#' test <- USArrests[41:50,] +#' +#' hvt_mapA <- list() +#' hvt_mapA <- HVT(train, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' +#' +#' identified_outlier_cells <- c(2, 10) +#' output_list <- removeOutliers(identified_outlier_cells, hvt_mapA) +#' hvt_mapB <- output_list[[1]] +#' dataset_without_outliers <- output_list[[2]] +#' +#' +#' mapA_scale_summary = hvt_mapA[[3]]$scale_summary +#' hvt_mapC <- list() +#' hvt_mapC <- HVT(dataset_without_outliers, n_cells = 15, +#' depth = 2, quant.err = 0.2, distance_metric = "L1_Norm", +#' error_metric = "max", quant_method = "kmeans", +#' projection.scale = 10, normalize = FALSE, scale_summary = mapA_scale_summary) +#' +#' predictions <- list() +#' predictions <- mlayerHVT(test, hvt_mapA, hvt_mapB, hvt_mapC) +#' +#' @keywords mlayer +#' @export mlayerHVT + + +mlayerHVT <- function(data, + hvt_mapA, + hvt_mapB, + hvt_mapC, + mad.threshold = 0.2, + normalize = T, + distance_metric="L1_Norm", + error_metric="max", + child.level = 1, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + yVar= NULL, + ...){ + # browser() + + set.seed(300) + requireNamespace("dplyr") + requireNamespace("purrr") + + mapA_predictions <- predictHVT(data, + hvt_mapA, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6), + color.vec = c("#141B41"), + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapA_scoredPredictedData <- as.data.frame(mapA_predictions$scoredPredictedData) + mapA_scoredPredictedData$row_number <- row.names(mapA_scoredPredictedData) + + mapC_predictions <- predictHVT(data, + hvt_mapC, + child.level = length(unique(hvt_mapC[[3]]$summary[, "Segment.Level"])), + line.width = line.width, + color.vec = color.vec, + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapC_scoredPredictedData <- as.data.frame(mapC_predictions$scoredPredictedData) + mapC_scoredPredictedData$row_number <- row.names(mapC_scoredPredictedData) + mapC_scoredPredictedData$mapC_cell_path <- paste0(mapC_scoredPredictedData$Segment.Level,"-",mapC_scoredPredictedData$Segment.Parent,"-",mapC_scoredPredictedData$Segment.Child) + + ############################## + + colnames(mapA_scoredPredictedData) <- c("MapA.Segment.Level","MapA.Segment.Parent","MapA.Segment.Child","n","MapA.Cell.ID","Quant.Error","Murder","Assault","UrbanPop","Rape","centroidRadius","diff","anomalyFlag","Row.Number") + colnames(mapC_scoredPredictedData) <- c("MapC.Segment.Level","MapC.Segment.Parent","MapC.Segment.Child","n","MapC.Cell.ID","Quant.Error","Murder","Assault","UrbanPop","Rape","centroidRadius","diff","anomalyFlag","Row.Number","MapC.Cell.Path") + + predictions_set <- merge(x = mapA_scoredPredictedData, y = mapC_scoredPredictedData, by = c("Row.Number")) + + predictions_table <- predictions_set %>% select(Row.Number,MapA.Segment.Level,MapA.Segment.Parent, MapA.Segment.Child,MapA.Cell.ID, + # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapB_cell_path,Cell.ID.y, + MapC.Segment.Level, MapC.Segment.Parent, MapC.Segment.Child, MapC.Cell.Path,MapC.Cell.ID + ) + + + ############################## + # predictions_set <- merge(x = mapA_scoredPredictedData, y = mapC_scoredPredictedData, by = c("row_number")) + # + # predictions_table <- predictions_set %>% select(row_number, Segment.Level.x, Segment.Parent.x, Segment.Child.x,Cell.ID.x, + # # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapB_cell_path,Cell.ID.y, + # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapC_cell_path,Cell.ID.y + # ) + # colnames(predictions_table) <- c('Row.Number','MapA.Segment.Level','MapA.Segment.Parent','MapA.Segment.Child','MapA.Cell.ID', + # 'MapC.Segment.Level','MapC.Segment.Parent','MapC.Segment.Child','MapC.Cell.Path','MapC.Cell.ID') + # + removed_outlier_cells <- as.vector(unique(hvt_mapB$Cell.Number)) + + predictions_table$MapB.Cell.ID <- ifelse( + (predictions_table$MapA.Segment.Child %in% identified_outlier_cells), + paste0(predictions_table$MapA.Cell.ID), # if condition is met + NA # else put NA + ) + + predictions_table$MapC.Cell.ID <- ifelse( + (is.na(predictions_table$MapB.Cell.ID)), + paste0(predictions_table$MapC.Cell.ID), # if condition is met + NA # else put NA + ) + + predictions_table$Row.Number <- as.integer(predictions_table$Row.Number) + predictions_table <- predictions_table[order(predictions_table$Row.Number, decreasing = FALSE),] + + scoredPredictionsData_CellID <- predictions_table %>% select(c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapC.Cell.ID')) + scoredPredictionsData_CellID <- lapply(scoredPredictionsData_CellID, as.numeric) + + scoredPredictionsData_CellID <- as.data.frame(scoredPredictionsData_CellID) + unique.Cell.ID <- as.data.frame(unique(hvt_mapB$Cell.ID)) + colnames(unique.Cell.ID) <- c('MapB.Cell.ID') + rownames(unique.Cell.ID) <- 1:nrow(unique.Cell.ID) + unique.Cell.ID$index <- row.names(unique.Cell.ID) + unique.Cell.ID <- as.data.frame(unique.Cell.ID) + + scoredPredictionsData_CellID <- dplyr::left_join(scoredPredictionsData_CellID, unique.Cell.ID, by = "MapB.Cell.ID") + scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% select(c('Row.Number','MapA.Cell.ID','index','MapC.Cell.ID')) + colnames(scoredPredictionsData_CellID) <- c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapC.Cell.ID') + scoredPredictionsData_CellID <- as.data.frame(lapply(scoredPredictionsData_CellID, as.numeric)) + + + return(scoredPredictionsData_CellID) +} diff --git a/muHVT_3.0.1/muHVT/R/multiNormalDist.R b/muHVT_3.0.1/muHVT/R/multiNormalDist.R new file mode 100644 index 0000000..54f9945 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/multiNormalDist.R @@ -0,0 +1,35 @@ +#' Multivariate normal distribution +#' +#' Function to generate multivariate normal distribution where each variable has a standard normal distribution N(0,1) +#' +#' The multivariate normal distribution, multivariate Gaussian distribution, or +#' joint normal distribution is a generalization of the one-dimensional (univariate) +#' normal distribution to higher dimensions. It is a vector in multiple normally distributed variables, +#' such that any linear combination of the variables is also normally distributed. +#' +#' @param sample.size Numeric. Indicating the sample size for distribution +#' @param ncol Numeric. Indicating the number of columns +#' @author Shubhra Prakash +#' @importFrom magrittr %>% +#' @examples +#' multiNormalDist(2500,2) +#' x=multiNormalDist(2500,2) +#' hist(x[,1]) + +#' @export multiNormalDist + + +multiNormalDist <- + function (sample.size=2500,ncol=5){ + if(sample.size<1) stop("sample.size is less than 1") + df = matrix(ncol = ncol, nrow = sample.size) %>% as.data.frame() + for (i in 1:ncol) { + df[,i] = stats::rnorm(n = sample.size ,mean = 0 ,sd = 1) + } + return(df) + } + + + + + diff --git a/muHVT_3.0.1/muHVT/R/plotCells.R b/muHVT_3.0.1/muHVT/R/plotCells.R new file mode 100644 index 0000000..2ad5e4a --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/plotCells.R @@ -0,0 +1,220 @@ +#' @name plotCells +#' @title Plot the identified outlier cell(s) in the voronoi tessellations map. +#' +#' Plotting function to construct hierarchical voronoi tessellations and highlight the cells using the +#' compressed HVT map. +#' +#' @param plot.cells Vector. A vector indicating the cells to be highlighted in the map +#' @param hvt.map List. A list containing the output of \code{HVT} function +#' which has the details of the tessellations to be plotted. +#' @param line.width Numeric Vector. A vector indicating the line widths of the +#' tessellation boundaries for each level. +#' @param color.vec Vector. A vector indicating the colors of the boundaries of +#' the tessellations at each level. +#' @param pch1 Numeric. Symbol type of the centroids of the tessellations +#' (parent levels). Refer \code{\link{points}}. (default = 21) +#' @param centroid.size Numeric. Size of centroids of first level +#' tessellations. (default = 3) +#' @param title String. Set a title for the plot. (default = NULL) +#' @param maxDepth Numeric. An integer indicating the number of levels. (default = NULL) +#' @author Shantanu Vaidya +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @import ggplot2 +#' +#' @export plotCells + + +# library(ggplot2) +plotCells <- + function(plot.cells, + hvt.map, + line.width = c(0.6), + color.vec = c("#141B41"), + pch1 = 21, + centroid.size = 0.5, + title = NULL, + maxDepth = 1) { + # browser() + + hvt_list <- hvt.map + outlier_cell_k = plot.cells + + maxDepth = min(maxDepth,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) + + min_x = 1e9 + min_y = 1e9 + max_x = -1e9 + max_y = -1e9 + depthVal = c() + clusterVal = c() + childVal = c() + value = c() + x_pos = c() + y_pos = c() + x_cor = c() + y_cor = c() + depthPos = c() + clusterPos = c() + childPos = c() + levelCluster = c() + for (clusterNo in 1:length(hvt_list[[2]][[1]][[1]])) { + bp_x = hvt_list[[2]][[1]][[1]][[clusterNo]][["x"]] + bp_y = hvt_list[[2]][[1]][[1]][[clusterNo]][["y"]] + + + if (min(bp_x) < min_x) + min_x = min(bp_x) + if (max(bp_x) > max_x) + max_x = max(bp_x) + if (min(bp_y) < min_y) + min_y = min(bp_y) + if (max(bp_y) > max_y) + max_y = max(bp_y) + + } + + for (depth in 1:maxDepth) { + for (clusterNo in 1:length(hvt_list[[2]][[depth]])) { + for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { + current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] + + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + x_cor = c(x_cor, as.numeric(current_cluster[["pt"]][["x"]])) + y_cor = c(y_cor, as.numeric(current_cluster[["pt"]][["y"]])) + depthVal = c(depthVal, depth) + clusterVal = c(clusterVal, clusterNo) + childVal = c(childVal, childNo) + depthPos = c(depthPos, rep(depth, length(x))) + clusterPos = c(clusterPos, rep(clusterNo, length(x))) + childPos = c(childPos, rep(childNo, length(x))) + x_pos = c(x_pos, x) + y_pos = c(y_pos, y) + levelCluster = c(levelCluster, depth) + } + } + } + + # outlier_cell_k = c(53) + + + valuesDataframe <- data.frame(depth = depthVal, + cluster = clusterVal, + child = childVal) + valuesDataframe <- valuesDataframe %>% + dplyr::mutate(outlier_cell = ifelse((child %in% outlier_cell_k), + "Outlier_Cell", "")) + + positionsDataframe <- data.frame( + depth = depthPos, + cluster = clusterPos, + child = childPos, + x = x_pos, + y = y_pos + ) + + + centroidDataframe <- + data.frame(x = x_cor, y = y_cor, lev = levelCluster) + + datapoly <- + merge(valuesDataframe, + positionsDataframe, + by = c("depth", "cluster", "child")) + + datapoly_outlier_cell <- datapoly[which(datapoly$outlier_cell == "Outlier_Cell"), ] + datapoly_non_outlier_cell <- datapoly[which(datapoly$outlier_cell != "Outlier_Cell"), ] + + + p <- ggplot2::ggplot() + + for (i in maxDepth:1) { + p <- + p + ggplot2::geom_polygon( + data = datapoly_outlier_cell[which(datapoly_outlier_cell$depth == i), ], + ggplot2::aes( + x = x, + y = y, + color = factor(depth), + size = factor(depth), + group = interaction(depth, cluster, child), + + ), + fill = "red" + ) + + ggplot2::geom_polygon( + data = datapoly_non_outlier_cell[which(datapoly_non_outlier_cell$depth == i), ], + ggplot2::aes( + x = x, + y = y, + color = factor(depth), + size = factor(depth), + group = interaction(depth, cluster, child), + + ), + fill = NA + ) + + ggplot2::scale_colour_manual(values = color.vec) + + ggplot2::scale_size_manual(values = line.width, guide = "none") + + ggplot2::labs(color = "Level") + } + + for (depth in 1:maxDepth) { + p <- p + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + pch = 21, + fill = color.vec[depth], + color = color.vec[depth] ) + + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + pch = 21, + fill = color.vec[depth], + color = color.vec[depth] ) + } + + p <- p + + ggplot2::scale_color_manual(name = "Outlier Cell", + values = color.vec) + + ggplot2::theme_bw() + ggplot2::theme( + plot.background = ggplot2::element_blank() + , + plot.title = element_text( + size = 20, + hjust = 0.5, + margin = margin(0, 0, 20, 0) + ) + , + panel.grid = ggplot2::element_blank() + , + panel.border = ggplot2::element_blank() + , + axis.ticks = element_blank() + , + axis.text = element_blank() + , + axis.title = element_blank() + , + panel.background = element_blank() + ) + ggplot2::theme(plot.title = element_text(hjust = 0.5)) + + ggplot2::scale_x_continuous(expand = c(0, 0)) + + ggplot2::scale_y_continuous(expand = c(0, 0)) + + ggplot2::geom_label(label = centroidDataframe$outlier_cell, + nudge_x=0.45, nudge_y=0.1, + check_overlap=T, + label.padding=unit(0.55, "lines"), + label.size=0.4, + color="white", + fill="#038225" ) + + theme(legend.position = "none") + + + return(suppressMessages(p)) + + + } diff --git a/muHVT_3.0.1/muHVT/R/plotDiag.R b/muHVT_3.0.1/muHVT/R/plotDiag.R new file mode 100644 index 0000000..3291c9a --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/plotDiag.R @@ -0,0 +1,52 @@ +#' @name plotDiag +#' +#' @title Make the diagnostic plots for hierarchical voronoi tessellations model. +#' +#' @param model_obj List. A list of model_obj obtained from the HVT +#' function or prediction object +#' @author Shubhra Prakash +#' @seealso \code{\link{plotHVT}} +#' @keywords diagnostics +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @export plotDiag + + +plotDiag <- + function (model_obj){ + + # browser() + # require(ggplot2) + # require(magrittr) + # require(patchwork) + + # Model Print + + if(model_obj[["model_info"]][["type"]]=="hvt_model"){ + p1=model_obj[[4]]$datapoint_plot+ggplot2::ggtitle("Minimum Intra-DataPoint Distance Plot: Train Data") + p2=model_obj[[4]]$cent_plot+ggplot2::ggtitle("Minimum Intra-Centroid Distance Plot: HVT Model | Train Data") + p3=model_obj[[4]]$mad_plot_train+ggplot2::ggtitle("Mean Absolute Deviation Plot: Calibration: HVT Model | Train Data") + p4=model_obj[[4]]$number_plot+ggplot2::ggtitle("Distribution of Number of Observations in Cells: HVT Model | Train Data") + p5=model_obj[[4]]$singleton_piechart + if (model_obj[["model_info"]][["input_parameters"]][["hvt_validation"]]){ + p6=hvt.results[[5]][["mad_plot"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot:Validation") + + plotDiag=(p3/(p1|p2)/(p4|p5)/p6) + } else{ + plotDiag=(p3/(p1|p2)/(p4|p5)) + } + + } else if(model_obj[["model_info"]][["type"]]=="hvt_prediction" ){ + # browser() + mtrain=model_obj[["model_mad_plots"]][["mtrain"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot: Calibration on Train Data") + mtest=model_obj[["model_mad_plots"]][["mtest"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot:Validation") + mpred=madPlot(model_obj)+ggplot2::ggtitle("Mean Absolute Deviation Plot:Test Data") + # + plotDiag=mtrain/mtest/mpred + } + + + + + return(plotDiag) + } diff --git a/muHVT_3.0.1/muHVT/R/plotHVT.R b/muHVT_3.0.1/muHVT/R/plotHVT.R new file mode 100644 index 0000000..2b0ca1f --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/plotHVT.R @@ -0,0 +1,208 @@ +#' @name plotHVT +#' @title Plot the hierarchical tesselations. +#' +#' Main plotting function to construct hierarchical voronoi tessellations. +#' +#' @param hvt.results List. A list containing the ouput of \code{HVT} function +#' which has the details of the tessellations to be plotted. +#' @param line.width Numeric Vector. A vector indicating the line widths of the +#' tessellation boundaries for each level. +#' @param color.vec Vector. A vector indicating the colors of the boundaries of +#' the tessellations at each level. +#' @param pch1 Numeric. Symbol type of the centroids of the tessellations +#' (parent levels). Refer \code{\link{points}}. (default = 21) +#' @param centroid.size Numeric. Size of centroids of first level +#' tessellations. (default = 3) +#' @param title String. Set a title for the plot. (default = NULL) +#' @param maxDepth Numeric. An integer indicating the number of levels. (default = NULL) +#' @author Shubhra Prakash , Sangeet Moy Das +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @examples +#' +#' data("USArrests",package="datasets") +#' +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#' +#' @export plotHVT + +library(ggplot2) +plotHVT <- + function(hvt.results, + line.width, + color.vec, + pch1 = 21, + centroid.size = 1.5, + title = NULL, + maxDepth=NULL) { + # browser() + + hvt_list <- hvt.results + + maxDepth = min(maxDepth,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) + + + min_x = 1e9 + min_y = 1e9 + max_x = -1e9 + max_y = -1e9 + depthVal = c() + clusterVal = c() + childVal = c() + value = c() + x_pos = c() + y_pos = c() + x_cor = c() + y_cor = c() + depthPos = c() + clusterPos = c() + childPos = c() + levelCluster = c() + for (clusterNo in 1:length(hvt_list[[2]][[1]][[1]])) { + bp_x = hvt_list[[2]][[1]][[1]][[clusterNo]][["x"]] + bp_y = hvt_list[[2]][[1]][[1]][[clusterNo]][["y"]] + + + if (min(bp_x) < min_x) + min_x = min(bp_x) + if (max(bp_x) > max_x) + max_x = max(bp_x) + if (min(bp_y) < min_y) + min_y = min(bp_y) + if (max(bp_y) > max_y) + max_y = max(bp_y) + + } + + + for (depth in 1:maxDepth) { + for (clusterNo in 1:length(hvt_list[[2]][[depth]])) { + for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { + current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] + + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + x_cor = c(x_cor, as.numeric(current_cluster[["pt"]][["x"]])) + y_cor = c(y_cor, as.numeric(current_cluster[["pt"]][["y"]])) + depthVal = c(depthVal, depth) + clusterVal = c(clusterVal, clusterNo) + childVal = c(childVal, childNo) + depthPos = c(depthPos, rep(depth, length(x))) + clusterPos = c(clusterPos, rep(clusterNo, length(x))) + childPos = c(childPos, rep(childNo, length(x))) + x_pos = c(x_pos, x) + y_pos = c(y_pos, y) + levelCluster = c(levelCluster, depth) + } + } + } + + valuesDataframe <- data.frame(depth = depthVal, + cluster = clusterVal, + child = childVal) + + + positionsDataframe <- data.frame( + depth = depthPos, + cluster = clusterPos, + child = childPos, + x = x_pos, + y = y_pos + ) + + + centroidDataframe <- + data.frame(x = x_cor, y = y_cor, lev = levelCluster) + + datapoly <- + merge(valuesDataframe, + positionsDataframe, + by = c("depth", "cluster", "child")) + + + p <- ggplot2::ggplot() + + for (i in maxDepth:1) { + p <- + p + ggplot2::geom_polygon( + data = datapoly[which(datapoly$depth == i), ], + ggplot2::aes( + x = x, + y = y, + color = factor(depth), + size = factor(depth), + group = interaction(depth, cluster, child), + + ), + fill = NA + ) + + ggplot2::scale_colour_manual(values = color.vec) + + ggplot2::scale_size_manual(values = line.width, guide = "none") + + ggplot2::labs(color = "Level") + } + + + for (depth in 1:maxDepth) { + p <- p + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + pch = 21, + fill = color.vec[depth], + color = color.vec[depth] ) + + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + pch = 21, + fill = color.vec[depth], + color = color.vec[depth] ) + } + + p <- p + + ggplot2::scale_color_manual(name = "Level", + values = color.vec) + + ggplot2::theme_bw() + ggplot2::theme( + plot.background = ggplot2::element_blank() + , + plot.title = element_text( + size = 20, + hjust = 0.5, + margin = margin(0, 0, 20, 0) + ) + , + panel.grid = ggplot2::element_blank() + , + panel.border = ggplot2::element_blank() + , + axis.ticks = element_blank() + , + axis.text = element_blank() + , + axis.title = element_blank() + , + panel.background = element_blank() + ) + ggplot2::theme(plot.title = element_text(hjust = 0.5)) + + ggplot2::scale_x_continuous(expand = c(0, 0)) + + ggplot2::scale_y_continuous(expand = c(0, 0)) + + ggplot2::geom_label(label = centroidDataframe$outlier_cell, + nudge_x=0.45, nudge_y=0.1, + check_overlap=T, + label.padding=unit(0.55, "lines"), + label.size=0.4, + color="white", + fill="#038225" ) + + + return(suppressMessages(p)) + + + } diff --git a/muHVT_3.0.1/muHVT/R/predictHVT.R b/muHVT_3.0.1/muHVT/R/predictHVT.R new file mode 100644 index 0000000..8976a3e --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/predictHVT.R @@ -0,0 +1,436 @@ +#' @name predictHVT +#' +#' @title Predict which cell and what level each point in the test dataset belongs to +#' +#' +#' @param data List. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from +#' this dataset can also be used to overlay as heatmap +#' @param hvt.results.model A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data +#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) +#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation +#' @param line.width Vector. A line width vector +#' @param color.vec Vector. A color vector +#' @param normalize Logical. A logical value indicating if the columns in your +#' dataset should be normalized. Default value is TRUE. +#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param yVar character. Name of the dependent variable(s) +#' @param ... color.vec and line.width can be passed from here +#' @author Shubhra Prakash , Sangeet Moy Das +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @keywords predict +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' #Split in train and test +#' +#' train <- USArrests[1:40,] +#' test <- USArrests[41:50,] +#' +#' hvt.results <- list() +#' hvt.results <- HVT(train, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' +#' predictions <- predictHVT(test,hvt.results, child.level=2,mad.threshold = 0.2) +#' print(predictions$scoredPredictedData) +#' @export predictHVT + + +predictHVT <- function(data, + hvt.results.model, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + normalize = T, + distance_metric="L1_Norm", + error_metric="max", + yVar= NULL, + ...){ + # browser() + + set.seed(300) + requireNamespace("dplyr") + requireNamespace("purrr") + # require("plotly") + # requireNamespace("rjson") + + # browser() + if(!('Cell.ID' %in% colnames(hvt.results.model[[3]]$summary))){ + hvt.results.model[[3]]$summary <- get_cell_id(hvt.results=hvt.results.model) + } + hvt.results.model[[3]]$summary = cbind(hvt.results.model[[3]]$summary,centroidRadius=unlist( hvt.results.model[[3]]$max_QE)) + + options(warn = -1) + + # distance_metric <- + # ifelse(distance_metric == "L1_Norm", "manhattan", "euclidean") + + summary_list <- hvt.results.model[[3]] + # n_cells <- n_cells.hmap + + train_colnames <- names(summary_list[["nodes.clust"]][[1]][[1]]) + + if (!all(train_colnames %in% colnames(data))) { + stop('Not all training columns are part of test dataset') + } + + if (!all(is.na(summary_list$scale_summary)) && normalize == T) { + scaled_test_data <- scale( + data[, train_colnames], + center = summary_list$scale_summary$mean_data[train_colnames], + scale = summary_list$scale_summary$std_data[train_colnames]) + } else { + scaled_test_data <- data[, train_colnames] + } + + colnames(scaled_test_data) <- train_colnames + # level <- length(summary_list$nodes.clust) + level <- child.level + + # keep_col <- names(summary_list$summary) + # subsetting df based on multiple dep variables + if(!is.null(yVar)){ + yVardf <- data[,yVar] + if(length(yVar) != 1){ + colnames(yVardf) <- paste0("Scored.", yVar) + } + } + + # dfWithMapping <- summary_list$summary + + + find_path <- function(data_vec, centroid_data) { + # centroidDist <- which.min(sqrt(colSums((centroid_data - data_vec) ^ 2))) + if (distance_metric == "L1_Norm") { + centroidDist <- which.min(colSums(abs(centroid_data - data_vec), na.rm = TRUE)) + Quant.Error <- (colSums(abs(centroid_data - data_vec), na.rm = TRUE))[centroidDist] + } else { + centroidDist <- which.min(sqrt(colSums((centroid_data - data_vec) ^ 2, na.rm = TRUE))) + Quant.Error <- sqrt(colSums((centroid_data - data_vec) ^ 2, na.rm = TRUE))[centroidDist] + } + return(data.frame("Index" = centroidDist, "Quant.Error" = Quant.Error / length(train_colnames))) + } + + ## Get a df with Segment level, parent, child info joined with max QE value + # centroidRadius <- unlist(summary_list$max_QE) + newdfMapping <- summary_list$summary + + innermostCells2 <- newdfMapping %>% + dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < mad.threshold | n <= 3))) + + transposedCells <- innermostCells2 %>% + select(all_of(train_colnames)) %>% t() + + cent_dist_df2 <- apply(data.frame(scaled_test_data), 1, find_path, transposedCells) %>% + bind_rows() + + groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child")), yVar) + if ("Cell.ID" %in% names(innermostCells2)) groupCols2 <- c(groupCols2, "Cell.ID", "centroidRadius") + + predict_test_data2 <- + cbind(data.frame(scaled_test_data, "n" = 1), cent_dist_df2) %>% + dplyr::left_join(innermostCells2 %>% + select(all_of(groupCols2)) %>% + cbind(Index = as.integer(row.names(.))), + by = "Index") %>% select(-Index) %>% + select(names(newdfMapping)) + + # Considering margin of error + predict_test_data3 <- predict_test_data2 %>% mutate(diff = centroidRadius- Quant.Error) + predict_test_data3 <- predict_test_data3 %>% mutate(anomalyFlag = ifelse(Quant.Error < (mad.threshold), 0, 1)) + + # Renaming fitted yVar with prefix Fitted + if(!is.null(yVar)){ + if(length(yVar) == 3){ + for(i in 1:length(yVar)){ + indexScored <- which(colnames(predict_test_data2) == yVar[i]) + colnames(predict_test_data2)[indexScored] <- paste0("Fitted.", yVar[i]) + } + } else { + indexScored <- which(colnames(predict_test_data2) == yVar) + colnames(predict_test_data2)[indexScored] <- paste0("Fitted.", yVar) + } + } + + + # Adding dep Variables back to scored data + if(!is.null(yVar)){ + predict_test_data2 <- merge(predict_test_data2, yVardf, by = 0) %>% select(-"Row.names") + if(length(yVar) == 1){ + indexFitted <- which(colnames(predict_test_data2) == "y") + colnames(predict_test_data2)[indexFitted] <- paste0("Scored.", yVar) + } + } + + groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child")), "anomalyFlag") + # Calculating mean for scored data for each centroid + groupCols3 <- c(paste0("Segment.", c("Level", "Parent", "Child"))) + # filter anomalous values for test dataset + + if(error_metric == "mean") { + predictQE2 <- predict_test_data3 %>% + group_by_at(groupCols2) %>% + dplyr::summarise( + n = sum(n), + Quant.Error = mean(Quant.Error)) + predictQE3 <- predict_test_data3 %>% + group_by_at(groupCols3) %>% + dplyr::summarise( + n = sum(n), + Quant.Error = mean(Quant.Error)) + } else { + predictQE2 <- predict_test_data3 %>% # with anamoly flags + group_by_at(groupCols2) %>% + dplyr::summarise( + n = sum(n), + Quant.Error = max(Quant.Error)) + predictQE3 <- predict_test_data3 %>% # wo anamoly flags + group_by_at(groupCols3) %>% + dplyr::summarise( + n = sum(n), + Quant.Error = max(Quant.Error)) + } + + # Calculating mean for scored data for each centroid + groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child"))) + newdfMapping <- newdfMapping %>% mutate(sumOriginal = Quant.Error*n) + df_temp <- inner_join(predictQE2, + newdfMapping %>% select(c(groupCols2, Quant.Error, sumOriginal,n)), + by = groupCols2) + df_temp2 <- inner_join(predictQE3, + newdfMapping %>% select(c(groupCols2, Quant.Error, sumOriginal,n)), + by = groupCols2) + + + if(error_metric == "mean"){ + df_temp <- df_temp %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) # sum original is wrong + df_temp2 <- df_temp2 %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) + } else { + df_temp <- df_temp %>% mutate(Scored.Quant.Error = max(Quant.Error.x, Quant.Error.y)) + df_temp2 <- df_temp2 %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) # should be maxScored + } + + QECompareDf2 <- df_temp %>% mutate( + Quant.Error.Diff = abs(Scored.Quant.Error - Quant.Error.y), + `Quant.Error.Diff (%)` = abs(Scored.Quant.Error - Quant.Error.y) / Quant.Error.y * 100) %>% + dplyr::rename(Fitted.Quant.Error = Quant.Error.y, n = n.x) %>% + select(-c("Quant.Error.x", "sumOriginal" ,"n.y")) + + plotList <- hvt.results.model[[2]] %>% + unlist(., recursive = F) %>% unlist(., recursive = F) + + boundaryCoords2 <- + lapply(plotList, function(x) { + data.frame( + "Segment.Level" = x[["Segment.Level"]], + "Segment.Parent" = x[["Segment.Parent"]], + "Segment.Child" = x[["Segment.Child"]], + "x" = x$pt["x"], + "y" = x$pt["y"], + "bp.x" = I(x$x), + "bp.y" = I(x$y)) + }) %>% + bind_rows(.) %>% + right_join(., + QECompareDf2 %>% dplyr::filter(anomalyFlag == 1), + by = paste0("Segment.", c("Level", "Parent", "Child"))) + + + predictPlot <- plotHVT( + hvt.results.model, + line.width = line.width, + color.vec = color.vec, + centroid.size = 1.5, + title = paste0( + "Hierarchical Voronoi Tessellation With Depth = ", + child.level + ), + maxDepth = child.level + + ) + ggtitle(paste( + "Hierarchical Voronoi Tessellation for Level", + child.level + )) + + theme( + plot.title = element_text( + size = 18, + hjust = 0.5, + margin = margin(0, 0, 20, 0) + ), + # legend.title = element_blank(), + panel.grid.major = element_blank(), + panel.grid.minor = element_blank(), + panel.background = element_blank(), + axis.text.x = element_blank(), + axis.ticks.x = element_blank(), + axis.title.x = element_blank(), + axis.text.y = element_blank(), + axis.ticks.y = element_blank(), + axis.title.y = element_blank(), + legend.position = "bottom" + ) + + scale_x_continuous(expand = c(0, 0)) + + scale_y_continuous(expand = c(0, 0)) + + + colour_scheme <- c("#6E40AA", "#6B44B2", "#6849BA", "#644FC1", "#6054C8", "#5C5ACE" ,"#5761D3" ,"#5268D8", "#4C6EDB", "#4776DE", "#417DE0", "#3C84E1" ,"#368CE1", + "#3194E0", "#2C9CDF", "#27A3DC", "#23ABD8","#20B2D4", "#1DBACE", "#1BC1C9", "#1AC7C2" ,"#19CEBB", "#1AD4B3" ,"#1BD9AB", "#1DDFA3", "#21E39B", + "#25E892", "#2AEB8A" ,"#30EF82", "#38F17B" ,"#40F373", "#49F56D", "#52F667", "#5DF662", "#67F75E", "#73F65A", "#7FF658", "#8BF457", "#97F357", "#A3F258") + + if (nrow(boundaryCoords2) != 0) { + hoverText <- paste( + " Cell ID:", + boundaryCoords2$Cell.ID, + "
", + "Segment.Level:", + boundaryCoords2$Segment.Level, + "
", + "Segment.Parent:", + boundaryCoords2$Segment.Parent, + "
", + "Segment.Child:", + boundaryCoords2$Segment.Child, + "
", + "Number of observations:", + boundaryCoords2$n, + "
" + ) + } else { hoverText <- NULL} + # browser() + predictPlot <- predictPlot + geom_polygon( + data = boundaryCoords2, + aes( + x = bp.x, + y = bp.y, + group = interaction(Segment.Level, Segment.Parent, Segment.Child), + fill = n, + text = hoverText + ), + color = "red", + size = 1 + ) + + geom_point(data = boundaryCoords2 %>% distinct(x, y), aes(x = x, y = y), size = 1.5) + + scale_fill_gradientn(colours = colour_scheme)+ + guides(colour = "none") + + plotlyPredict <- plotly::ggplotly(predictPlot, tooltip = "text") + + hoverText <- lapply(plotlyPredict$x$data, function(x) { + if (!is.null(x$text)) + return(x$text) + }) %>% unlist() + + checkCell <- substr(hoverText, 1, 5) %in% " Cell" + trace_vec <- seq_along(checkCell)[!checkCell] + + plotlyPredict <- plotlyPredict %>% + plotly::layout(hoverlabel = list(bgcolor = 'rgba(255,255,0,0.2)'), + legend = list( + title = list(text = "Level"), + itemdoubleclick = F, + itemclick = "toggleothers", + traceorder = "reversed" + ) + ) %>% + plotly::style(plotlyPredict, hoverinfo = "none", traces = trace_vec) %>% + plotly::config(displayModeBar = F) + + predict_test_data3 <- predict_test_data3 %>% mutate_if(is.numeric, round, digits = 4) # Rounding decimal columns using dplyr function + predict_test_dataRaw <- predict_test_data3 + predict_test_dataRaw[, train_colnames] <- data[, train_colnames] + + ################################################# Changes ################# + + + + predicted_result <- hvt.results.model[[3]]$summary + current_predicted <- colnames(predicted_result) + new_names <- paste0("pred_", current_predicted) + colnames(predicted_result) <- new_names + Cell.ID <- data.frame(predicted_result$pred_Cell.ID) + predicted_result <- predicted_result %>% select(-c("pred_Segment.Level","pred_Segment.Parent","pred_Segment.Child","pred_n","pred_Cell.ID", "pred_Quant.Error", "pred_centroidRadius")) + predicted_result <- cbind(Cell.ID,predicted_result) + predicted_result <- data.table::setnames(predicted_result, "predicted_result.pred_Cell.ID", "Cell.ID") + + + + actuals <- predict_test_data3 + current_actual <- colnames(actuals) + new_names <- paste0("act_", current_actual) + colnames(actuals) <- new_names + + actuals$Row.No <- row.names(data) + data_with_row <- data.frame(actuals$Row.No) + data_with_cell <- data.frame(actuals$act_Cell.ID) + actuals <- actuals %>% select(-c("act_Segment.Level","act_Segment.Parent","act_Segment.Child","act_n","act_Cell.ID", "act_Quant.Error", "act_centroidRadius","act_diff","act_anomalyFlag","Row.No")) + actuals_data <- cbind(data_with_row,actuals,data_with_cell) + actuals_data <- data.table::setnames(actuals_data, "actuals.act_Cell.ID", "Cell.ID") + actuals_data <- data.table::setnames(actuals_data, "actuals.Row.No", "Row.No") + + + + merged_df <- merge(actuals_data, predicted_result, by="Cell.ID") + merged_result <-merged_df %>% arrange(as.numeric(merged_df$Row.No)) + + subtract_predicted_actual <- function(data, actual_prefix = "act_", predicted_prefix = "pred_") { + actual_cols <- grep(paste0("^", actual_prefix), names(data), value = TRUE) + df_new <- data.frame(matrix(ncol = 1, nrow = nrow(data))) + temp0 <<- data.frame(matrix(nrow = nrow(data))) + for (col in actual_cols) { + predicted_col <- gsub(actual_prefix, predicted_prefix, col) + + if (predicted_col %in% names(data)) { + temp0[[predicted_col]] <<- abs(data[[col]] - data[[predicted_col]]) + + } + } + temp0 <- temp0 %>% purrr::discard(~all(is.na(.) | . =="")) + df_new[,1] <- rowMeans(temp0) + return(df_new) + } + + + + diff <- subtract_predicted_actual(merged_result) + merged_result$diff <- diff$matrix.ncol...1..nrow...nrow.data.. + merged_result <- rename(merged_result, c("diff"="diff")) + + + # Define the desired column order + desired_order <- c("Row.No", grep("^act_", colnames(merged_result), value = TRUE), "Cell.ID", grep("^pred_", colnames(merged_result), value = TRUE),"diff") + + # Reorder the columns in the data frame + df_reordered <- merged_result[, desired_order] + + + + ################################################# + + prediction_list = list( + scoredPredictedData = predict_test_data3, + actual_predictedTable = df_reordered, + QECompareDf = QECompareDf2, + predictPlot = plotlyPredict, + predictInput = c("depth"= child.level, "quant.err"=mad.threshold), + model_mad_plots=list(), + model_info = list(type="hvt_prediction") + + ) + model_mad_plots=NA + # browser() + if(!all(is.na(hvt.results.model[[4]]))){ + mtrain=hvt.results.model[[4]]$mad_plot_train+ggtitle("Mean Absolute Deviation Plot: Calibration on Train Data") + } + if(!all(is.na(hvt.results.model[[5]]))){ + mtest=hvt.results.model[[5]][["mad_plot"]]+ggtitle("Mean Absolute Deviation Plot:Validation") + } + + if(!all(is.na(hvt.results.model[[4]])) &!all(is.na(hvt.results.model[[5]]) )) { model_mad_plots=list(mtrain=mtrain,mtest=mtest)} + + + prediction_list$model_mad_plots=model_mad_plots + return(prediction_list) +} diff --git a/muHVT_3.0.1/muHVT/R/predictLayerHVT.R b/muHVT_3.0.1/muHVT/R/predictLayerHVT.R new file mode 100644 index 0000000..92559c6 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/predictLayerHVT.R @@ -0,0 +1,260 @@ +#' @name predictLayerHVT +#' +#' @title Predict which cell and what level each point in the test dataset belongs to +#' +#' +#' @param data Data Frame. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from +#' this dataset can also be used to overlay as heatmap +#' @param hvt_mapA A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data +#' @param hvt_mapB A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data with novelty(s) +#' @param hvt_mapC A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data without novelty(s) +#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) +#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation +#' @param line.width Vector. A line width vector +#' @param color.vec Vector. A color vector +#' @param normalize Logical. A logical value indicating if the columns in your +#' dataset should be normalized. Default value is TRUE. +#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param yVar character. Name of the dependent variable(s) +#' @param ... color.vec and line.width can be passed from here +#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya ,Somya Shambhawi +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' +#' #Split in train and test +#' train <- USArrests[1:40,] +#' test <- USArrests[41:50,] +#' +#' hvt_mapA <- list() +#' hvt_mapA <- HVT(train, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' +#' +#' identified_outlier_cells <<- c(2, 10) +#' output_list <- removeNovelty(identified_outlier_cells, hvt_mapA) +#' +#' data_with_novelty <- output_list[[1]] +#' +#' hvt_mapB <- HVT(data_with_novelty ,n_cells = 3, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' +#' dataset_without_novelty <- output_list[[2]] +#' +#' +#' mapA_scale_summary = hvt_mapA[[3]]$scale_summary +#' hvt_mapC <- list() +#' hvt_mapC <- HVT(dataset_without_novelty, n_cells = 15, +#' depth = 2, quant.err = 0.2, distance_metric = "L1_Norm", +#' error_metric = "max", quant_method = "kmeans", +#' projection.scale = 10, normalize = FALSE, scale_summary = mapA_scale_summary) +#' +#' predictions <- list() +#' predictions <- predictLayerHVT(test, hvt_mapA, hvt_mapB, hvt_mapC) +#' +#' @keywords predictLayer +#' @export predictLayerHVT + +predictLayerHVT <- function(data, + hvt_mapA, + hvt_mapB, + hvt_mapC, + mad.threshold = 0.2, + normalize = T, + distance_metric="L1_Norm", + error_metric="max", + child.level = 1, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + yVar= NULL, + ...){ + #browser() + + set.seed(300) + requireNamespace("dplyr") + requireNamespace("purrr") + +# Predictions from Map A + + mapA_predictions <- predictHVT(data, + hvt_mapA, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6), + color.vec = c("#141B41"), + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapA_scoredPredictedData <- as.data.frame(mapA_predictions$scoredPredictedData) + mapA_scoredPredictedData$row_number <- row.names(mapA_scoredPredictedData) + + # Predictions from map B + mapB_predictions <- predictHVT(data, + hvt_mapB, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6), + color.vec = c("#141B41"), + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapB_scoredPredictedData <- as.data.frame(mapB_predictions$scoredPredictedData) + mapB_scoredPredictedData$row_number <- row.names(mapB_scoredPredictedData) + + # Predictions from map C + + mapC_predictions <- predictHVT(data, + hvt_mapC, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6), + color.vec = c("#141B41"), + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapC_scoredPredictedData <- as.data.frame(mapC_predictions$scoredPredictedData) + mapC_scoredPredictedData$row_number <- row.names(mapC_scoredPredictedData) + mapC_scoredPredictedData$mapC_cell_path <- paste0(mapC_scoredPredictedData$Segment.Level,"-",mapC_scoredPredictedData$Segment.Parent,"-",mapC_scoredPredictedData$Segment.Child) + + # Merged map A, map B, map C predictions value. + + predictions_set <-merge(merge(mapA_scoredPredictedData,mapB_scoredPredictedData, by = "row_number"), mapC_scoredPredictedData, by = "row_number") + + predictions_table <- predictions_set %>% select(row_number, Segment.Level.x, Segment.Parent.x, Segment.Child.x,Cell.ID.x, + Segment.Level.y, Segment.Parent.y, Segment.Child.y ,Cell.ID.y,mapC_cell_path,Segment.Level,Segment.Parent,Segment.Child,Cell.ID) + + + colnames(predictions_table) <- c('Row.Number','MapA.Segment.Level','MapA.Segment.Parent','MapA.Segment.Child','MapA.Cell.ID', + 'MapB.Segment.Level','MapB.Segment.Parent','MapB.Segment.Child','MapB.Cell.ID','Map.Cell.Path','MapC.Segment.Level','MapC.Segment.Parent','MapC.Segment.Child','MapC.Cell.ID') + + + #removed_outlier_cells <- as.vector(unique(map_B$Cell.Number)) + + predictions_table$MapB.Cell.ID_original <- ifelse( + (predictions_table$MapA.Segment.Child %in% identified_Novelty_cells), + paste0(predictions_table$MapB.Cell.ID), # if condition is met + NA # else put NA + ) + + predictions_table$MapC.Cell.ID <- ifelse( + (is.na(predictions_table$MapB.Cell.ID_original)), + paste0(predictions_table$MapC.Cell.ID), # if condition is met + NA # else put NA + ) + + predictions_table$Row.Number <- as.integer(predictions_table$Row.Number) + predictions_table <- predictions_table[order(predictions_table$Row.Number, decreasing = FALSE),] + + scoredPredictionsData_CellID <- predictions_table %>% select(c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapB.Cell.ID_original','MapC.Cell.ID')) + scoredPredictionsData_CellID <- lapply(scoredPredictionsData_CellID, as.numeric) + + scoredPredictionsData_CellID <- as.data.frame(scoredPredictionsData_CellID) + scoredPredictionsData_CellID$MapB.Cell.ID_original <- unlist(scoredPredictionsData_CellID$MapB.Cell.ID_original) + + scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% dplyr::select("Row.Number","MapA.Cell.ID","MapB.Cell.ID_original","MapC.Cell.ID") + + scoredPredictionsData_CellID$MapA.Cell.ID <- ifelse(is.na(scoredPredictionsData_CellID$MapA.Cell.ID), NA, paste0("A",scoredPredictionsData_CellID$MapA.Cell.ID)) + scoredPredictionsData_CellID$MapB.Cell.ID_original <- ifelse(is.na(scoredPredictionsData_CellID$MapB.Cell.ID_original), NA, paste0("B",scoredPredictionsData_CellID$MapB.Cell.ID_original)) + scoredPredictionsData_CellID$MapC.Cell.ID <- ifelse(is.na(scoredPredictionsData_CellID$MapC.Cell.ID), NA, paste0("C",scoredPredictionsData_CellID$MapC.Cell.ID)) + + scoredPredictionsData_CellID$Combined.Cell.ID <- coalesce(scoredPredictionsData_CellID$MapB.Cell.ID_original,scoredPredictionsData_CellID$MapC.Cell.ID) + scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% dplyr::select("Row.Number","MapA.Cell.ID","Combined.Cell.ID") + colnames(scoredPredictionsData_CellID) <- c("Row.Number","Layer1.Cell.ID","Layer2.Cell.ID") + + ##################### Changes ############### + new_predict <- scoredPredictionsData_CellID + scaled_test_data <- mapA_predictions[["scoredPredictedData"]] + current_actual <- colnames(scaled_test_data) + new_names <- paste0("act_", current_actual) + colnames(scaled_test_data) <- new_names + merge <- cbind(new_predict,scaled_test_data) %>% select(-c("act_Segment.Level","act_Segment.Parent","act_Segment.Child","act_n", "act_centroidRadius","act_diff", "act_anomalyFlag","act_Cell.ID")) + + data <- merge + combined <- data %>% + mutate(Cell.ID = gsub("[C]", "", Layer2.Cell.ID)) %>% + merge(hvt_mapC[[3]]$summary, by = "Cell.ID", all.x = TRUE) %>% + arrange(as.numeric(Row.Number)) + + data1 <- combined + combined <- data1 %>% + mutate(Cell.ID = gsub("[B]", "", Layer2.Cell.ID)) %>% + merge(hvt_mapB[[3]]$summary, by = "Cell.ID", all.x = TRUE) %>% + arrange(as.numeric(Row.Number)) %>% select(-c(Cell.ID)) + + + combined <- combined %>% select(-c("act_Quant.Error","Segment.Level.x" ,"Segment.Parent.x","Segment.Child.x","n.x","Quant.Error.x","Segment.Level.y" ,"Segment.Parent.y","Segment.Child.y", "n.y","Quant.Error.y" )) + + requireNamespace("dplyr") + + df_data <- combined %>% + select(matches("^act_|Row.Number|Layer1.Cell.ID|Layer2.Cell.ID")) + + df <- combined %>% + select(-c(Row.Number, Layer1.Cell.ID, Layer2.Cell.ID)) %>% + select(-starts_with("act_")) + + create_predictions <- function(df) { + pred_cols <- unique(sub("\\..*", "", names(df))) # Extract unique column names + pred_values <- vector("list", length(pred_cols)) + + for (i in seq_along(pred_cols)) { + col_x <- paste0(pred_cols[i], ".x") + col_y <- paste0(pred_cols[i], ".y") + pred_values[[i]] <- coalesce(df[[col_x]], df[[col_y]]) + } + + df1 <- as.data.frame(pred_values) + names(df1) <- paste0("pred_", pred_cols) + return(df1) + } + + df1 <- create_predictions(df) + combined_data <- cbind(df_data,df1) + + subtract_predicted_actual <- function(data, actual_prefix = "act_", predicted_prefix = "pred_") { + actual_cols <- grep(paste0("^", actual_prefix), names(data), value = TRUE) + df_new <- data.frame(matrix(ncol = 1, nrow = nrow(data))) + temp0 <<- data.frame(matrix(nrow = nrow(data))) + for (col in actual_cols) { + predicted_col <- gsub(actual_prefix, predicted_prefix, col) + + if (predicted_col %in% names(data)) { + temp0[[predicted_col]] <<- abs(data[[col]] - data[[predicted_col]]) + + } + } + temp0 <- temp0 %>% discard(~all(is.na(.) | . =="")) + df_new[,1] <- rowMeans(temp0) + return(df_new) + } + + diff <- subtract_predicted_actual(combined_data) + combined_data$diff <- diff$matrix.ncol...1..nrow...nrow.data.. + desired_order <- c("Row.Number", grep("^act_", colnames(combined_data), value = TRUE), "Layer1.Cell.ID","Layer2.Cell.ID", grep("^pred_", colnames(combined_data), value = TRUE),"diff") + df_reordered <- combined_data[, desired_order] + + #################### + + prediction_list = list( + predictLayer_Output = scoredPredictionsData_CellID, + actual_predictedTable = df_reordered + ) + + return(prediction_list) + + +} + + \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/qeHistPlot.R b/muHVT_3.0.1/muHVT/R/qeHistPlot.R new file mode 100644 index 0000000..744b16b --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/qeHistPlot.R @@ -0,0 +1,44 @@ +#' @title plotDiag +#' +#' Make the diagnostic plots for hierarchical voronoi tessellations model. +#' +#' @param hvt.results List. A list of hvt.results obtained from the HVT +#' function. +#' @param hvt.predictions List. A list of hvt.predictions obtained from the Predict +#' function. +#' @author Shubhra Prakash +#' @seealso \code{\link{plotHVT}} +#' @keywords diagnostics +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @export qeHistPlot + + +qeHistPlot=function(hvt.results,hvt.predictions){ + # require(patchwork) + val=hvt.results[[3]][["max_QE"]]%>%unlist()%>%as.numeric() + p1=ggplot2::ggplot() + + ggplot2::aes(x = val) + + ggplot2::geom_histogram(fill = "midnightblue",colour="white",alpha=0.75) + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = mean(val[val>0.00000001]),linetype="dashed")+ + ggplot2::geom_vline(xintercept = mean(val),colour="red",linetype="dashed")+ ggplot2::ggtitle("1.Max QE Distribution: Train ")+ + ggplot2::xlab("Max QE values for cells: Train Data") + # + + # ggtitle("Max QE Distribution (Train)") + + + + pred_val=hvt.predictions[["scoredPredictedData"]] + p2=ggplot2::ggplot() + + ggplot2::aes(x = pred_val$Quant.Error) + + ggplot2::geom_histogram(fill = "midnightblue",colour="white",alpha=0.75) + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = mean(pred_val$Quant.Error), colour="red",linetype="dashed")+ + ggplot2::ggtitle("2.Max QE Distribution: Test ")+ + ggplot2::xlab("Max QE values for cells: Test Data") + + plot_output= p1/p2 + return(plot_output) + +} \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/removeNovelty.R b/muHVT_3.0.1/muHVT/R/removeNovelty.R new file mode 100644 index 0000000..db84716 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/removeNovelty.R @@ -0,0 +1,104 @@ +#' removeNovelty +#' +#' Remove identified outlier cell(s) from the dataset +#' +#' This function is used to remove the identified outlier cell(s) from the dataset. +#' It is recommended to run the \code{HVT} function before running this function. It takes input in the form +#' of cell number of the outlier cell(s) identified using the output of the \code{HVT} function and +#' the compressed map (hvt_mapA) generated using the \code{HVT} function. The output of this function is +#' a list of two items: a new map having the data of removed outlier cell(s) and the subset of dataset without outliers. +#' +#' @param outlier_cells Vector. A vector with the cell number of the identified outliers +#' @param hvt_results List. A list having the results of the compressed map i.e. output of \code{HVT} function +#' +#' @return A list of two items: a map having the data of removed outlier cells and the subset of the dataset without outlier(s) which +#' has to be passed as input argument to \code{HVT} function to generate another map +#' \item{[[1]] }{Dataframe. Information about the removed outlier cell(s)} +#' \item{[[2]] }{Dataframe. Subset of dataset without the outlier cell(s)} +#' +#' @author Shantanu Vaidya +#' @seealso \code{\link{HVT}} \cr \code{\link{predictLayerHVT}} +#' @importFrom magrittr %>% +#' @importFrom plyr rbind.fill +#' @examples +#' data(USArrests) +#' hvt_mapA <- list() +#' hvt_mapA <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' plotHVT(hvt_mapA, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#' +#' identified_Novelty_cells <<- c(2, 10) +#' output_list <- removeNovelty(identified_Novelty_cells, hvt_mapA) +#' hvt_mapB <- output_list[[1]] +#' dataset_without_novelty <- output_list[[2]] +#' +#' @export removeNovelty + + +removeNovelty <- + function (outlier_cells, hvt_results) + { + #browser() + remove_outlier_cells <- as.vector(outlier_cells) + + if (length(remove_outlier_cells) == 0){ + print("No outlier cells were removed from the dataset.") + + hvt_results_cells <- hvt_results[[3]]$clusters + scaled_data <- data.frame() + temp_df <- data.frame() + + for(i in 1:length(hvt_results_cells)){ + temp_df <- as.data.frame(hvt_results_cells[[i]]) + temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) + scaled_data <- rbind.fill(scaled_data, temp_df) + } + row.names(scaled_data) <- scaled_data$Row.Number + scaled_data <- select(scaled_data, -c(Row.Number)) + + return(list( + hvt_mapB = NA, + dataset_without_outliers = scaled_data + )) + + }else{ + + hvt_results_cells <- hvt_results[[3]]$clusters + scaled_data <- data.frame() + temp_df <- data.frame() + + for(i in 1:length(hvt_results_cells)){ + temp_df <- as.data.frame(hvt_results_cells[[i]]) + temp_df$Cell.Number <- i + temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) + scaled_data <- rbind.fill(scaled_data, temp_df) + } + row.names(scaled_data) <- scaled_data$Row.Number + + Cell.ID.mapping <- hvt_results[[3]]$summary[, c("Segment.Child", "Cell.ID")] + + scaled_data <- merge(x = scaled_data, y = Cell.ID.mapping, by.x = c("Cell.Number"), by.y = c("Segment.Child")) + + outlier_rows_df <- scaled_data %>% dplyr::filter(Cell.Number %in% identified_Novelty_cells) + removed_outlier_rows <- as.vector(outlier_rows_df$Row.Number) + outliers_data_scaled <- select(outlier_rows_df, -c(Row.Number)) + outliers_data_scaled <- outliers_data_scaled[,c(ncol(outliers_data_scaled),1:(ncol(outliers_data_scaled)-1))] + + `%notin%` <- Negate(`%in%`) + dataset_without_outliers_scaled <- scaled_data %>% dplyr::filter(Cell.Number %notin% remove_outlier_cells) + row.names(dataset_without_outliers_scaled) <- dataset_without_outliers_scaled$Row.Number + dataset_without_outliers_scaled <- select(dataset_without_outliers_scaled, -c(Row.Number, Cell.Number, Cell.ID)) + dataset_without_outliers_scaled <- dataset_without_outliers_scaled[ order(as.numeric(row.names(dataset_without_outliers_scaled))), ] + + print(paste0(c("The following cell(s) have been removed as novelties from the dataset: ", remove_outlier_cells), collapse = " ")) + + + return(list( + hvt_mapB = outliers_data_scaled, + dataset_without_outliers = dataset_without_outliers_scaled + )) + } +} diff --git a/muHVT_3.0.1/muHVT/R/removeOutliers.R b/muHVT_3.0.1/muHVT/R/removeOutliers.R new file mode 100644 index 0000000..2767a3c --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/removeOutliers.R @@ -0,0 +1,104 @@ +#' removeOutliers +#' +#' Remove identified outlier cell(s) from the dataset +#' +#' This function is used to remove the identified outlier cell(s) from the dataset. +#' It is recommended to run the \code{HVT} function before running this function. It takes input in the form +#' of cell number of the outlier cell(s) identified using the output of the \code{HVT} function and +#' the compressed map (hvt_mapA) generated using the \code{HVT} function. The output of this function is +#' a list of two items: a new map having the data of removed outlier cell(s) and the subset of dataset without outliers. +#' +#' @param outlier_cells Vector. A vector with the cell number of the identified outliers +#' @param hvt_results List. A list having the results of the compressed map i.e. output of \code{HVT} function +#' +#' @return A list of two items: a map having the data of removed outlier cells and the subset of the dataset without outlier(s) which +#' has to be passed as input argument to \code{HVT} function to generate another map +#' \item{[[1]] }{Dataframe. Information about the removed outlier cell(s)} +#' \item{[[2]] }{Dataframe. Subset of dataset without the outlier cell(s)} +#' +#' @author Shantanu Vaidya +#' @seealso \code{\link{HVT}} \cr \code{\link{mlayerHVT}} +#' @importFrom magrittr %>% +#' @importFrom plyr rbind.fill +#' @examples +#' data(USArrests) +#' hvt_mapA <- list() +#' hvt_mapA <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' plotHVT(hvt_mapA, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#' +#' identified_outlier_cells <- c(2, 10) +#' output_list <- removeOutliers(identified_outlier_cells, hvt_mapA) +#' hvt_mapB <- output_list[[1]] +#' dataset_without_outliers <- output_list[[2]] +#' +#' @export removeOutliers + + +removeOutliers <- + function (outlier_cells, hvt_results) + { + + remove_outlier_cells <- as.vector(outlier_cells) + + if (length(remove_outlier_cells) == 0){ + print("No outlier cells were removed from the dataset.") + + hvt_results_cells <- hvt_results[[3]]$clusters + scaled_data <- data.frame() + temp_df <- data.frame() + + for(i in 1:length(hvt_results_cells)){ + temp_df <- as.data.frame(hvt_results_cells[[i]]) + temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) + scaled_data <- rbind.fill(scaled_data, temp_df) + } + row.names(scaled_data) <- scaled_data$Row.Number + scaled_data <- select(scaled_data, -c(Row.Number)) + + return(list( + hvt_mapB = NA, + dataset_without_outliers = scaled_data + )) + + }else{ + + hvt_results_cells <- hvt_results[[3]]$clusters + scaled_data <- data.frame() + temp_df <- data.frame() + + for(i in 1:length(hvt_results_cells)){ + temp_df <- as.data.frame(hvt_results_cells[[i]]) + temp_df$Cell.Number <- i + temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) + scaled_data <- rbind.fill(scaled_data, temp_df) + } + row.names(scaled_data) <- scaled_data$Row.Number + + Cell.ID.mapping <- hvt_results[[3]]$summary[, c("Segment.Child", "Cell.ID")] + + scaled_data <- merge(x = scaled_data, y = Cell.ID.mapping, by.x = c("Cell.Number"), by.y = c("Segment.Child")) + + outlier_rows_df <- scaled_data %>% dplyr::filter(Cell.Number %in% remove_outlier_cells) + removed_outlier_rows <- as.vector(outlier_rows_df$Row.Number) + outliers_data_scaled <- select(outlier_rows_df, -c(Row.Number)) + outliers_data_scaled <- outliers_data_scaled[,c(ncol(outliers_data_scaled),1:(ncol(outliers_data_scaled)-1))] + + `%notin%` <- Negate(`%in%`) + dataset_without_outliers_scaled <- scaled_data %>% dplyr::filter(Cell.Number %notin% remove_outlier_cells) + row.names(dataset_without_outliers_scaled) <- dataset_without_outliers_scaled$Row.Number + dataset_without_outliers_scaled <- select(dataset_without_outliers_scaled, -c(Row.Number, Cell.Number, Cell.ID)) + dataset_without_outliers_scaled <- dataset_without_outliers_scaled[ order(as.numeric(row.names(dataset_without_outliers_scaled))), ] + + print(paste0(c("The following cell(s) have been removed as outliers from the dataset: ", remove_outlier_cells), collapse = " ")) + + + return(list( + hvt_mapB = outliers_data_scaled, + dataset_without_outliers = dataset_without_outliers_scaled + )) + } +} diff --git a/muHVT_3.0.1/muHVT/R/sammonsProjection.R b/muHVT_3.0.1/muHVT/R/sammonsProjection.R new file mode 100644 index 0000000..a332f0c --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/sammonsProjection.R @@ -0,0 +1,48 @@ +#' sammonsProjection +#' +#' This is a wrapper for the sammon function of the MASS package for non-metric +#' multidimensional scaling +#' +#' This chooses a two-dimensional configuration to minimize the stress, the sum +#' of squared differences between the input distances and those of the +#' configuration, weighted by the distances, the whole sum being divided by the +#' sum of input distances to make the stress scale-free. +#' +#' An iterative algorithm is used, which will usually converge in around 50 +#' iterations. As this is necessarily an O(n^2) calculation, it is slow for +#' large datasets. Further, since the configuration is only determined up to +#' rotations and reflections (by convention the centroid is at the origin), the +#' result can vary considerably from machine to machine. In this release the +#' algorithm has been modified by adding a step-length search (magic) to ensure +#' that it always goes downhill. +#' +#' @param d distance structure of the form returned by dist, or a full, +#' symmetric matrix. Data are assumed to be dissimilarities or relative +#' distances, but must be positive except for self-distance. This can contain +#' missing values. +#' @param y An initial configuration. If none is supplied, cmdscale is used to +#' provide the classical solution. (If there are missing values in d, an +#' initial configuration must be provided.) This must not have duplicates. +#' @param k The dimension of the configuration. +#' @param niter The maximum number of iterations. +#' @param trace Logical for tracing optimization. Default TRUE. +#' @param magic initial value of the step size constant in diagonal Newton +#' method. +#' @param tol Tolerance for stopping, in units of stress. +#' @return \item{points}{ A two-column vector of the fitted configuration. } +#' \item{stress}{ The final stress achieved. } +#' @examples +#' +#' require(MASS) +#' swiss.x <- as.matrix(swiss[, -1]) +#' swiss.sam <- sammonsProjection(dist(swiss.x)) +#' +#' @export sammonsProjection +#' @keywords internal +#' +sammonsProjection <- function(d, y = stats::cmdscale(d, k), k = 2, niter = 100, trace = TRUE, + magic = 0.2, tol = 1e-4){ + + return(MASS::sammon(d, y = stats::cmdscale(d, k), k = 2, niter = 100, trace = TRUE, + magic = 0.2, tol = 1e-4)) +} diff --git a/muHVT_3.0.1/muHVT/README.md b/muHVT_3.0.1/muHVT/README.md new file mode 100644 index 0000000..3f867e1 --- /dev/null +++ b/muHVT_3.0.1/muHVT/README.md @@ -0,0 +1,127 @@ +# muHVT: Collection of functions used to build hierarchical topology preserving maps + +#### Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya Shambhawi + +#### 2023-10-11 + +

+ +* [1 Abstract](#abstract) +* [2 Version History](#version-history) + * [2.1 muHVT (v23.10.11) | What’s New?](#muhvt-(v23.10.11)-whats-new) + * [2.2 muHVT (v22.12.06)](#muhvt-(v22.12.06)) +* [3 Installation of muHVT (v23.10.11)](#installation-of-muhvt-(v23.10.11)) +* [4 Vignettes](#vignettes) + * [4.1 muHVT Vignette](#muhvt-vignette) + * [4.2 muHVT Model Diagnostics Vignette](#muhvt-model-diagnostics-vignette) + * [4.3 muHVT : Predicting Cells with Layers using predictLayerHVT ](#muhvt---predicting-cells-with-layers-using-predictLayerHVT) + +
+ +
+ +# 1 Abstract + +The muHVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high%2Ddimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 2D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: + +1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. + +2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. + +3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. + +4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. + + +The muHVT package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. Below is an image depicting a captivating tessellation of a torus, see [vignette](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) for more details. + + +

+Figure 1: The Voronoi tessellation for layer 1 and number of cells 900 with the heat map overlaid for variable z. +

+ + +
+ +
+ +# 2 Version History + +
+ +## 2.1 muHVT (v23.10.11) | What’s New? + +10th October, 2023 + +In this version of muHVT package, the following new features have been introduced: + +This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. +
+ +
+ +## 2.2 muHVT (v22.12.06) + +06th December, 2022 + +This package provides functionality to predict based on a sequence of maps. + +The creation of a predictive set of maps involves three steps - + +1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). +2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). +3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). + + +Let us try to understand the steps with the help of the diagram below - + + +

+Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT() +

+ + + +
+ +# 3 Installation of muHVT (v23.10.11) + +
+ + library(devtools) + devtools::install_github(repo = "Mu-Sigma/muHVT") + +
+ +
+ + +
+ +
+ +# 4 Vignettes + +Following are the links to the vignettes for the muHVT package: + +
+ +## 4.1 muHVT Vignette + +[**muHVT Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. + +
+ +
+ +## 4.2 muHVT Model Diagnostics Vignette + +[**muHVT Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for muHVT model. + +
+ +
+ +## 4.3 muHVT - Predicting Cells with Layers using predictLayerHVT + +[**muHVT : Predicting Cells with Layers using predictLayerHVT :**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html) Contains descriptions of the functions used for predicting cells with layers based on a sequence of maps using predictLayerHVT. diff --git a/muHVT_3.0.1/muHVT/build/vignette.rds b/muHVT_3.0.1/muHVT/build/vignette.rds new file mode 100644 index 0000000000000000000000000000000000000000..6f0b605a3acb9d820620b0209c7be093b8779e86 GIT binary patch literal 280 zcmV+z0q6c7iwFP!0000018q^uN&_(z%{;8mfFSe-f*&v+;MP(EH&TkYy(AeXkV!O; zmb!A|Z(DEXQEX};$xY5Vch1SY)r63olto7J0?T5F%L3;e&Wx0#!oBLl)9bd`^gIE+ z2jGD|8l?pD(r9X0+6Fz;js_<8iCm2;(U8KeQ_iy>O{^CEkVR z@%ra~eRfPFH_zg*H+I&XaTXJ&TuUY9?{1|(9g3ILdMdL`>fxgQng7a~eKTjcjsN!x emm`ieC{y6lpmluQrnRV#zJCF;vyEsW0ssJ@0g1f; literal 0 HcmV?d00001 diff --git a/muHVT_3.0.1/muHVT/inst/doc/muHVT.R b/muHVT_3.0.1/muHVT/inst/doc/muHVT.R new file mode 100644 index 0000000..ee4806a --- /dev/null +++ b/muHVT_3.0.1/muHVT/inst/doc/muHVT.R @@ -0,0 +1,20 @@ +## ----setup, warning = FALSE, include = FALSE---------------------------------- +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>", + out.width = "672px", + out.height = "480px", + fig.width = 7, + fig.height = 5, + fig.align = "center", + fig.retina = 1, + dpi = 150 +) + +## ----predictlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 1: Heatmap Visualization of a Torus with 900 Cells'---- +knitr::include_graphics('./torus2.png') + +## ----mlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT()'---- +#knitr::include_graphics('./mlayer1.png') +knitr::include_graphics('./predictLayerHVT_function.png') + diff --git a/muHVT_3.0.1/muHVT/inst/doc/muHVT.Rmd b/muHVT_3.0.1/muHVT/inst/doc/muHVT.Rmd new file mode 100644 index 0000000..7d27438 --- /dev/null +++ b/muHVT_3.0.1/muHVT/inst/doc/muHVT.Rmd @@ -0,0 +1,135 @@ +--- +title: "muHVT: Collection of functions used to build hierarchical topology preserving maps" +author: "Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya Shambhawi " +date: "`r Sys.Date()`" +fig.height: 4 +fig.width: 15 +output: + rmarkdown::html_vignette: + number_sections: true + toc: true + toc_depth : 3 +vignette: > + %\VignetteIndexEntry{muHVT: Collection of functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis"} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + + +```{css, echo=FALSE} +/* CSS for floating TOC on the left side */ +#TOC { + /* float: left; */ + position: fixed; + margin-left: -22vw; + width: 18vw; + height: fit-content; + overflow-y: auto; + padding-top: 20px; + padding-bottom: 20px; + background-color: #f9f9f9; + border-right: 1px solid #ddd; + margin-top: -18em; +} + +.main-container { + margin-left: 220px; /* Adjust this value to match the width of the TOC + some margin */ +} + +li { + padding-bottom: 5px; +} + +``` + +```{r setup, warning = FALSE, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>", + out.width = "672px", + out.height = "480px", + fig.width = 7, + fig.height = 5, + fig.align = "center", + fig.retina = 1, + dpi = 150 +) +``` + +# Abstract + +The muHVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high-dimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 3D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: + +1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. + +2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. + +3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. + +4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. + +The muHVT package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. below is an image depicting a captivating tessellation of a torus- + + +```{r predictlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 1: Heatmap Visualization of a Torus with 900 Cells'} +knitr::include_graphics('./torus2.png') +``` + + +# Version History + +## muHVT (v23.10.11) | What's New? + +10th October, 2023 + +In this version of muHVT package, the following new features have been introduced: + +This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. + + +## muHVT (v22.12.06) + +06th December, 2022 + +This package provides functionality to predict based on a set of maps to monitor entities over time. + +The creation of a predictive set of maps involves three steps - + +1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). +2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). +3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). + + +Let us try to understand the steps with the help of the diagram below- + +```{r mlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT()'} +#knitr::include_graphics('./mlayer1.png') +knitr::include_graphics('./predictLayerHVT_function.png') +``` + + + +# Installation of muHVT (v23.10.11) + +``` r +library(devtools) +devtools::install_github(repo = "Mu-Sigma/muHVT") +``` + + + +# Vignettes + +Following are the links to the vignettes for the muHVT package: + + +1. [**muHVT Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. + +2. [**muHVT Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for muHVT model. + +3. [**muHVT : Predicting Cells with Layers using predictLayerHVT:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html) Contains descriptions of the functions used for predicting cells with layers based on a sequence of maps using predictLayerHVT. + + + + + diff --git a/muHVT_3.0.1/muHVT/inst/doc/muHVT.html b/muHVT_3.0.1/muHVT/inst/doc/muHVT.html new file mode 100644 index 0000000..b898a92 --- /dev/null +++ b/muHVT_3.0.1/muHVT/inst/doc/muHVT.html @@ -0,0 +1,504 @@ + + + + + + + + + + + + + + + + +muHVT: Collection of functions used to build hierarchical topology preserving maps + + + + + + + + + + + + + + + + + + + + + + + + + + +

muHVT: Collection of functions used to +build hierarchical topology preserving maps

+

Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, +Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya +Shambhawi

+

2023-10-11

+ + +
+ + +
+

1 Abstract

+

The muHVT package is a collection of R functions to facilitate +building topology +preserving maps for rich multivariate data analysis, see +Figure 1 as an example of a 3D torus map generated from the +package. Tending towards a big data preponderance, a large number of +rows. A collection of R functions for this typical workflow is organized +below:

+
    +
  1. Data Compression: Vector quantization (VQ), HVQ +(hierarchical vector quantization) using means or medians. This step +compresses the rows (long data frame) using a compression +objective.

  2. +
  3. Data Projection: Dimension projection of the +compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. +This step creates topology preserving map (also called an embedding) +coordinates into the desired output dimension.

  4. +
  5. Tessellation: Create cells required for object +visualization using the Voronoi Tessellation method, package includes +heatmap plots for hierarchical Voronoi tessellations (HVT). This step +enables data insights, visualization, and interaction with the topology +preserving map useful for semi-supervised tasks.

  6. +
  7. Prediction: Scoring new data sets and recording +their assignment using the map objects from the above steps, in a +sequence of maps if required.

  8. +
+

The muHVT package allows creation of visually stunning tessellations, +showcasing the power of topology preserving maps. below is an image +depicting a captivating tessellation of a torus-

+
+Figure 1:  Heatmap Visualization of a Torus with 900 Cells +

+Figure 1: Heatmap Visualization of a Torus with 900 Cells +

+
+
+
+

2 Version History

+
+

2.1 muHVT (v23.10.11) | +What’s New?

+

10th October, 2023

+

In this version of muHVT package, the following new features have +been introduced:

+

This package provides functionality to predict cells with layers +based on a sequence of maps using predictLayerHVT.

+
+
+

2.2 muHVT +(v22.12.06)

+

06th December, 2022

+

This package provides functionality to predict based on a set of maps +to monitor entities over time.

+

The creation of a predictive set of maps involves three steps -

+
    +
  1. Compress: Compress the dataset using a percentage +compression rate and a quantization threshold using the HVT() function +(Map A).
  2. +
  3. Remove novelty cells: Manually identify and remove +the novelty cells from the dataset using the removeNovelty() function +(Map B).
  4. +
  5. Compress the dataset without novelty: Again, +compress the dataset without novelty using n_cells, depth and a +quantization threshold using the HVT() function (Map C).
  6. +
+

Let us try to understand the steps with the help of the diagram +below-

+
+Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT() +

+Figure 2: Flow diagram for predicting based on a sequence of maps using +predictLayerHVT() +

+
+
+
+
+

3 Installation of muHVT +(v23.10.11)

+
library(devtools)
+devtools::install_github(repo = "Mu-Sigma/muHVT")
+
+
+

4 Vignettes

+

Following are the links to the vignettes for the muHVT package:

+
    +
  1. muHVT +Vignette: Contains descriptions of the functions used for +vector quantization and construction of hierarchical voronoi +tessellations for data analysis.

  2. +
  3. muHVT +Model Diagnostics Vignette: Contains descriptions of +functions used to perform model diagnostics and validation for muHVT +model.

  4. +
  5. muHVT +: Predicting Cells with Layers using predictLayerHVT: +Contains descriptions of the functions used for predicting cells with +layers based on a sequence of maps using predictLayerHVT.

  6. +
+
+ + + + + + + + + + + diff --git a/muHVT_3.0.1/muHVT/tests/testthat.R b/muHVT_3.0.1/muHVT/tests/testthat.R new file mode 100644 index 0000000..45d7ea8 --- /dev/null +++ b/muHVT_3.0.1/muHVT/tests/testthat.R @@ -0,0 +1,6 @@ + +library(testthat) +library(muHVT) + +test_check("muHVT") + diff --git a/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R b/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R new file mode 100644 index 0000000..99cb9e0 --- /dev/null +++ b/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R @@ -0,0 +1,63 @@ +context("hvq package") +# require(plotly) + +## Load data + +USArrests <- datasets::USArrests +USArrests <- scale(USArrests,center = T,scale = T) +set.seed(420) + +test_that("getCentroids give correct results for L1_Norm and mean",{ + skip_on_cran() + + set.seed(420) + hvt.results <- muHVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L1_Norm",error_metric = "mean", quant_method = "kmeans") + + expect_equal(length(hvt.results),6) + + expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.5265759, 0.4197644, 0.4843762),1e-5) + + expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) + +}) + +test_that("getCentroids give correct results for L2_Norm and mean",{ + skip_on_cran() + + set.seed(420) + + hvt.results <- muHVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L2_Norm",error_metric = "mean", quant_method = "kmeans") + + expect_equal(length(hvt.results),6) + + expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.3141953, 0.2407124, 0.2885561),1e-5) + + expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) +}) + +test_that("getCentroids give correct results for L1_Norm and max",{ + skip_on_cran() + + set.seed(420) + + hvt.results <- muHVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L1_Norm",error_metric = "max", quant_method = "kmeans") + + expect_equal(length(hvt.results),6) + + expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(1.0147530, 0.6268437, 0.8490633),1e-5) + + expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) +}) + +test_that("getCentroids give correct results for L2_Norm and max",{ + skip_on_cran() + + set.seed(420) + hvt.results <- muHVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L2_Norm",error_metric = "max", quant_method = "kmeans") + + expect_equal(length(hvt.results),6) + + expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.6168272, 0.3525659, 0.5722204),1e-5) + + expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) +}) diff --git a/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd b/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd new file mode 100644 index 0000000..7d27438 --- /dev/null +++ b/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd @@ -0,0 +1,135 @@ +--- +title: "muHVT: Collection of functions used to build hierarchical topology preserving maps" +author: "Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya Shambhawi " +date: "`r Sys.Date()`" +fig.height: 4 +fig.width: 15 +output: + rmarkdown::html_vignette: + number_sections: true + toc: true + toc_depth : 3 +vignette: > + %\VignetteIndexEntry{muHVT: Collection of functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis"} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + + +```{css, echo=FALSE} +/* CSS for floating TOC on the left side */ +#TOC { + /* float: left; */ + position: fixed; + margin-left: -22vw; + width: 18vw; + height: fit-content; + overflow-y: auto; + padding-top: 20px; + padding-bottom: 20px; + background-color: #f9f9f9; + border-right: 1px solid #ddd; + margin-top: -18em; +} + +.main-container { + margin-left: 220px; /* Adjust this value to match the width of the TOC + some margin */ +} + +li { + padding-bottom: 5px; +} + +``` + +```{r setup, warning = FALSE, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>", + out.width = "672px", + out.height = "480px", + fig.width = 7, + fig.height = 5, + fig.align = "center", + fig.retina = 1, + dpi = 150 +) +``` + +# Abstract + +The muHVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high-dimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 3D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: + +1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. + +2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. + +3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. + +4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. + +The muHVT package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. below is an image depicting a captivating tessellation of a torus- + + +```{r predictlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 1: Heatmap Visualization of a Torus with 900 Cells'} +knitr::include_graphics('./torus2.png') +``` + + +# Version History + +## muHVT (v23.10.11) | What's New? + +10th October, 2023 + +In this version of muHVT package, the following new features have been introduced: + +This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. + + +## muHVT (v22.12.06) + +06th December, 2022 + +This package provides functionality to predict based on a set of maps to monitor entities over time. + +The creation of a predictive set of maps involves three steps - + +1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). +2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). +3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). + + +Let us try to understand the steps with the help of the diagram below- + +```{r mlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT()'} +#knitr::include_graphics('./mlayer1.png') +knitr::include_graphics('./predictLayerHVT_function.png') +``` + + + +# Installation of muHVT (v23.10.11) + +``` r +library(devtools) +devtools::install_github(repo = "Mu-Sigma/muHVT") +``` + + + +# Vignettes + +Following are the links to the vignettes for the muHVT package: + + +1. [**muHVT Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. + +2. [**muHVT Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for muHVT model. + +3. 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muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R | 410 ----------- muHVT_3.0.1/muHVT/R/diagPlot.R | 230 ------ muHVT_3.0.1/muHVT/R/diagSuggestion.R | 65 -- muHVT_3.0.1/muHVT/R/exploded_hmap.R | 307 -------- muHVT_3.0.1/muHVT/R/getCentroids.R | 100 --- muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R | 26 - muHVT_3.0.1/muHVT/R/getOptimalCentroids.R | 154 ---- muHVT_3.0.1/muHVT/R/get_cell_id.R | 47 -- muHVT_3.0.1/muHVT/R/global.R | 14 - muHVT_3.0.1/muHVT/R/hvq.R | 425 ----------- muHVT_3.0.1/muHVT/R/hvtHmap.R | 361 ---------- muHVT_3.0.1/muHVT/R/madPlot.R | 145 ---- muHVT_3.0.1/muHVT/R/mlayerHVT.R | 162 ----- muHVT_3.0.1/muHVT/R/multiNormalDist.R | 35 - muHVT_3.0.1/muHVT/R/plotCells.R | 220 ------ muHVT_3.0.1/muHVT/R/plotDiag.R | 52 -- muHVT_3.0.1/muHVT/R/plotHVT.R | 208 ------ muHVT_3.0.1/muHVT/R/predictHVT.R | 436 ------------ muHVT_3.0.1/muHVT/R/predictLayerHVT.R | 260 ------- muHVT_3.0.1/muHVT/R/qeHistPlot.R | 44 -- muHVT_3.0.1/muHVT/R/removeNovelty.R | 104 --- muHVT_3.0.1/muHVT/R/removeOutliers.R 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100644 index e1c187f..0000000 --- a/muHVT_3.0.1/muHVT/DESCRIPTION +++ /dev/null @@ -1,45 +0,0 @@ -Package: muHVT -Type: Package -Date: 2023-10-11 -Title: Constructing Hierarchical Voronoi Tessellations and Overlay - Heatmap for Data Analysis -Version: 3.0.1 -Authors@R: c( - person("Zubin", "Dowlaty", email = "zubin.dowlaty@mu-sigma.com", role = "aut"), - person("Shubhra", "Prakash", email = "shubhraprakash@live.com", role = "ctb"), - person("Sangeet Moy", "Das", email = "dassangeet768@gmail.com", role = "ctb"), - person("Sunuganty Achyut", "Raj", email = "achyut.raj92@gmail.com", role = "ctb"), - person("Shantanu", "Vaidya", email = "snv.shantanu@gmail.com", role = "ctb"), - person("Somya", "Shambhawi", email = "shambhawisomya@gmail.com", role = "ctb"), - person("Praditi", "Shah", email = "shahpraditi@gmail.com", role = "ctb"), - person("Avinash", "Joshi", email = "avinash.joshi@mu-sigma.com", role = "ctb"), - person("Meet", "Dave", email = "meetdave06@gmail.com", role = "ctb"), - person("Mu Sigma, Inc.", email = "ird.experiencelab@mu-sigma.com", role = "cre")) -Description: The muHVT package is a collection of R functions to facilitate building topology preserving maps for rich multivariate data.See for more information. Credits to Mu Sigma for their continuous support throughout the development of the package. -License: Apache License 2.0 -Encoding: UTF-8 -Imports: MASS, deldir, grDevices, splancs, sp, conf.design, Hmisc, - stats, dplyr, purrr, magrittr, polyclip, ggplot2, tidyr, - scales, cluster, reshape2, plyr -Depends: R (>= 3.6.0) -BugReports: https://github.com/Mu-Sigma/muHVT/issues -URL: https://github.com/Mu-Sigma/muHVT -RoxygenNote: 7.1.2 -Suggests: knitr, rmarkdown, testthat, geozoo, kableExtra, plotly, - data.table -VignetteBuilder: knitr -NeedsCompilation: no -Packaged: 2023-10-11 06:27:00 UTC; anureka -Author: Zubin Dowlaty [aut], - Shubhra Prakash [ctb], - Sangeet Moy Das [ctb], - Sunuganty Achyut Raj [ctb], - Shantanu Vaidya [ctb], - Praditi Shah [ctb], - Avinash Joshi [ctb], - Somya Shambhawi [ctb], - Meet Dave [ctb], - Mu Sigma, Inc. [cre] -Maintainer: "Mu Sigma, Inc." -Repository: CRAN -Date/Publication: 2023-10-11 20:10:03 UTC diff --git a/muHVT_3.0.1/muHVT/NAMESPACE b/muHVT_3.0.1/muHVT/NAMESPACE deleted file mode 100644 index 8014f02..0000000 --- a/muHVT_3.0.1/muHVT/NAMESPACE +++ /dev/null @@ -1,26 +0,0 @@ -# Generated by roxygen2: do not edit by hand - -export(HVT) -export(VQ_codebookSplit) -export(diagPlot) -export(exploded_hmap) -export(get_cell_id) -export(hvq) -export(hvtHmap) -export(madPlot) -export(mlayerHVT) -export(multiNormalDist) -export(plotCells) -export(plotDiag) -export(plotHVT) -export(predictHVT) -export(qeHistPlot) -export(removeOutliers) -export(sammonsProjection) -import(dplyr) -import(ggplot2) -import(tidyr) -import(utils) -importFrom(magrittr,"%>%") -importFrom(plyr,rbind.fill) -importFrom(stats,complete.cases) diff --git a/muHVT_3.0.1/muHVT/R/Add_boundary_points.R b/muHVT_3.0.1/muHVT/R/Add_boundary_points.R deleted file mode 100644 index 6fae075..0000000 --- a/muHVT_3.0.1/muHVT/R/Add_boundary_points.R +++ /dev/null @@ -1,30 +0,0 @@ -Add_boundary_points <- -function (tile.child, tile.parent, data.points) { - desired_index <- c() - dist_to_tile_endpoints <- list() - #for all the vertices in the parent tile - for (m in 1: length(tile.parent$x)) { - #for all the centroids of the child tile. - for (n in 1: length(data.points[, 1])) { - #find out the distance of each vertex from the all the centroids of the child tile - dist_to_tile_endpoints[[n]] <- sum(((tile.parent$x[m] - data.points[n, 1]) ^ 2), - ((tile.parent$y[m] - data.points[n, 2]) ^ 2)) - } - # index of the child tile to which the vertex of the parent tile belongs is the one to which - # the vertex of the parent tile is closest - desired_index <- which(dist_to_tile_endpoints == min(as.numeric(dist_to_tile_endpoints))) - #if more than one centroid of the child is close to a given vertex then it should be - #added to all those child tiles. - for(i in 1: length(desired_index)){ - tile.x <- c(tile.child[[desired_index[i]]]$x, tile.parent$x[m]) - tile.y <- c(tile.child[[desired_index[i]]]$y, tile.parent$y[m]) - tile.bp <- c(tile.child[[desired_index[i]]]$bp, tile.parent$bp[m]) - #use only those points which form a convex hull - var1 <- grDevices::chull(tile.x,tile.y) - tile.child[[desired_index[i]]]$x <- tile.x[var1] - tile.child[[desired_index[i]]]$y <- tile.y[var1] - tile.child[[desired_index[i]]]$bp <- tile.bp[var1] - } - } - return (tile.child) -} diff --git a/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R b/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R deleted file mode 100644 index a3ceaf9..0000000 --- a/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R +++ /dev/null @@ -1,171 +0,0 @@ -Corrected_Tessellations <- -function(current_dirsgs, current_tile, current_polygon){ - - requireNamespace("splancs") #csr function - requireNamespace("sp") #point.in.polygon function - requireNamespace("polyclip") - - - initial_dirsgs <- current_dirsgs - #vert_outside1 and vert_outside2 check for the points which are outside the parent polygon - vert_outside1 <- which(sp::point.in.polygon(current_dirsgs[, "x1"], - current_dirsgs[, "y1"], - current_tile$x, - current_tile$y) == 0) - - vert_outside2 <- which(sp::point.in.polygon(current_dirsgs[, "x2"], - current_dirsgs[, "y2"], - current_tile$x, - current_tile$y) == 0) - - #if the same index is present in both vert_outside1 and vert_outside2, it means the line - #joining these points has both the end-points outside the parent polygon - vert_outside <- intersect(vert_outside1, vert_outside2) - - #if the line joining the points p1 and p2 is outside the parent polygon and - #p1 is boundary point and p2 is not, then make p2 the boundary point or vice versa - if (length(vert_outside) > 0 ) { - for (j in 1: length(vert_outside)) { - #obtain the index of the line for which the point is outside - x_coord_index1 <- which((current_dirsgs[vert_outside[j], "x1"] == current_dirsgs[, c("x1", "x2")]) == TRUE) - y_coord_index1 <- which((current_dirsgs[vert_outside[j], "y1"] == current_dirsgs[, c("y1", "y2")]) == TRUE) - x_coord_index2 <- which((current_dirsgs[vert_outside[j], "x2"] == current_dirsgs[, c("x1", "x2")]) == TRUE) - y_coord_index2 <- which((current_dirsgs[vert_outside[j], "y2"] == current_dirsgs[, c("y1", "y2")]) == TRUE) - x_coord_index <- c(x_coord_index1, x_coord_index2) - y_coord_index <- c(y_coord_index1, y_coord_index2) - xy_index <- intersect(x_coord_index, y_coord_index) - ind_len <- length(xy_index) - #change the boundary points of those indices to TRUE - for (i in 1: ind_len) { - if (xy_index[i] > nrow(current_dirsgs)) { - current_dirsgs[(xy_index[i] - nrow(current_dirsgs)), "bp2"] <- TRUE - } else { - current_dirsgs[xy_index[i], "bp1"] <- TRUE - } - } - } - } - - #boundary points in the first index - firstpt <- current_dirsgs[which(current_dirsgs[, "bp1"] == TRUE), ] - #boundary points in the second index - secondpt <- current_dirsgs[which(current_dirsgs[, "bp2"] == TRUE), ] - - #use all these points together and remove the common rows - pts <- rbind(firstpt, secondpt) - if(any(duplicated(pts) == TRUE)){ - ptsout <- pts[-which(duplicated(pts) == TRUE), ] - }else{ - ptsout <- pts - } - - #2 matrices, 'm' to store slope and 'c' to store constants of the lines in the polygon - m_parent <- c_parent <- matrix(ncol = 1, nrow = nrow(current_polygon)) - #mat1 is the current polygon - mat1 <- current_polygon - #closing the polygon by making the first and last points same - mat1 <- rbind(mat1, mat1[1, ]) - - # Polygon offset to check if points lie within this margin - A<-list(list(x=mat1[,1], y=mat1[,2])) - C <- polyclip::polylineoffset(A, 0.0001, jointype="square", endtype="opensquare") - offset_polygon<-cbind(C[[1]][["x"]],C[[1]][["y"]]) - - #slopes and intercepts for lines in the parent polygon - for (i in 1: (nrow(mat1) - 1)) { - m_parent[i] <- ((mat1[(i + 1), 2] - mat1[i, 2]) / - (mat1[(i + 1), 1] - mat1[i, 1])) - c_parent[i] <- mat1[i, 2] - (m_parent[i] * mat1[i, 1]) - } - - #polygon is too small to calculate child level tessellations - if(any(is.nan(m_parent) == TRUE)){ - #flog.warn("Projection is not scaled enough") - return("-1") - } - - #slopes and intercepts for lines with endpoints outside the polgyon - if(nrow (ptsout) != 0){ - m_ptsout <- c_ptsout <- matrix(ncol = 1, nrow = nrow(ptsout)) - #for all lines in the child tessellations for which the points are outside - # i<-3 - for (i in 1: nrow(ptsout)){ - m_ptsout[i] <- ((ptsout[i, "y2"] - ptsout[i, "y1"]) / - (ptsout[i, "x2"] - ptsout[i, "x1"])) - c_ptsout[i] <- ptsout[i, "y1"] - (m_ptsout[i] * ptsout[i, "x1"]) - - #for all lines in the child tessellation for which the points are outside,, - #calculate the point of intersection of each line - #with all the boundary lines of the parent polygon - x <- y <- c() - for (j in 1: (nrow(mat1) - 1)) { - if ((abs(m_parent[j]) == Inf) || (m_parent[j] == m_ptsout[i])) { - x[j] <- mat1[j, 1] - if((abs(m_ptsout[i]) == Inf) || (m_parent[j] == m_ptsout[i])){ - #both are vertical lines or both are parallel - y[j] <- 500 - }else{ - y[j] <- (m_ptsout[i] * x[j]) + c_ptsout[i] - } - } else { - if (abs(m_ptsout[i]) == Inf) { - x[j] <- ptsout[i, "x1"] - y[j] <- (m_parent[j] * x[j]) + c_parent[j] - } else { - x[j] <- (c_ptsout[i] - c_parent[j]) / (m_parent[j] - m_ptsout[i]) - y[j] <- (m_ptsout[i] * x[j]) + c_ptsout[i] - } - } - } - - #check which points among all the points of intersection lies on the boundary of parent polygon - pt_intersect <- matrix(NA, ncol = 2, nrow = (nrow(mat1) - 1)) - xy.poly <- splancs::as.points(mat1) - for(j in 1: (nrow(mat1) - 1)){ - # j<-2 - xy <- splancs::as.points(x[j], y[j]) - if( - # (nrow(splancs::pip(xy, xy.poly, out = F, bound = TRUE)) != 0) || obsolete code - (sp::point.in.polygon(x[j], y[j], offset_polygon[, 1], offset_polygon[, 2]) !=0) || - (sp::point.in.polygon(as.character(x[j]), as.character(y[j]), offset_polygon[, 1], offset_polygon[, 2]) != 0)){ - pt_intersect[j, ] <- xy - } - } - #discard the points which are not on the boundary. - rows_del <- NULL - for(k in 1: (nrow(mat1) - 1)){ - if(length(all(is.na(pt_intersect[k,])))){ - rows_del[k] <- all(is.na(pt_intersect[k,])) - } - } - - if(any(rows_del == TRUE)){ - pt_intersect <- pt_intersect[-which(rows_del == TRUE), , drop = FALSE] - } - - #calculate the distance between the boundary point of the second level tessellation with the - #points of intersection which are on the boundary of the parent tile. - if(nrow(pt_intersect) != 0){ - distmat <- matrix(0, ncol = 2, nrow = (nrow(pt_intersect) + 1)) - distmat[2: nrow(distmat), ] <- pt_intersect - #choose the point which is a boundary point - if(ptsout[i, "bp1"] == TRUE){ - distmat[1, ] <- as.matrix(ptsout[i, c("x1", "y1")]) - desired_pt <- distmat[which(stats::dist(distmat) == min(as.matrix(stats::dist(distmat))[2: nrow(distmat),1])) + 1,] # +1 to get the correct index from the output of dist function - ptsout[i, c("x1", "y1")] <- desired_pt - } - if(ptsout[i, "bp2"] == TRUE){ - distmat[1, ] <- as.matrix(ptsout[i, c("x2", "y2")]) - desired_pt <- distmat[which(stats::dist(distmat) == min(as.matrix(stats::dist(distmat))[2: nrow(distmat),1])) + 1,] # +1 to get the correct index from the output of dist function - ptsout[i, c("x2", "y2")] <- desired_pt - } - } - } - } - - #assign the new points to the output of the tessellation - current_dirsgs[rownames(ptsout), ] <- ptsout - - #return the result - return (current_dirsgs) -} diff --git a/muHVT_3.0.1/muHVT/R/DelaunayInfo.R b/muHVT_3.0.1/muHVT/R/DelaunayInfo.R deleted file mode 100644 index 9d811ea..0000000 --- a/muHVT_3.0.1/muHVT/R/DelaunayInfo.R +++ /dev/null @@ -1,225 +0,0 @@ -DelaunayInfo <- -function(gidata, poly_info, rawdeldati, n_cells){ - - requireNamespace("deldir") #deldir function - requireNamespace("grDevices") #chull function - requireNamespace("splancs") #csr function - requireNamespace("sp") #point.in.polygon function - requireNamespace("conf.design") #factorize function - - new_pt <- matrix(0, ncol = 2, nrow = 1) - #function to perform the transformation to get the new points which will be inside the parent polygon - New_Points <- function(scale_translate_info){ - mat_scale <- matrix(c(scale_translate_info[1], 0, 0, scale_translate_info[2]), ncol = 2) - mat_tran <- matrix(c(scale_translate_info[3], scale_translate_info[4]), ncol = 1) - new_pt[1, ] <- t((mat_scale %*% matrix(c(rawdeldati[[ind1]][j, 1], - rawdeldati[[ind1]][j, 2]), ncol = 1)) + mat_tran) - return(new_pt) - } - - #function to chop parent tile into smaller boxes - Parent_Tile_Boxes <- function(output_polygon){ - - xrange_parent_poly <- range(output_polygon[, 1]) - yrange_parent_poly <- range(output_polygon[, 2]) - #divide the range into segments - xseq_parent <- seq(xrange_parent_poly[1], xrange_parent_poly[2], length.out = 15) - yseq_parent <- seq(yrange_parent_poly[1], yrange_parent_poly[2], length.out = 15) - - Points_on_ylines <- Points_on_xlines <- y_points_inside_polygon <- x_points_inside_polygon <- list() - - for(i in 1: length(xseq_parent)){ - #points on line with constant 'y' - Points_on_ylines[[i]] <- matrix(c(xseq_parent, - rep(yseq_parent[i], length(xseq_parent))), - ncol = 2, byrow = FALSE) - #points on line with constant 'x' - Points_on_xlines[[i]] <- matrix(c(rep(xseq_parent[i], length(yseq_parent)), - yseq_parent), ncol = 2, byrow = FALSE) - } - - for(i in 1: length(xseq_parent)){ - #points on line with constant 'x' and those that are inside the polygon - x_points_inside_polygon[[i]] <- Points_on_xlines[[i]][c(which(sp::point.in.polygon(Points_on_xlines[[i]][, 1], - Points_on_xlines[[i]][, 2], - output_polygon[, 1], - output_polygon[, 2]) != 0)), ,drop = FALSE] - #lines(x_points_inside_polygon[[i]][, 1], x_points_inside_polygon[[i]][, 2]) - } - - #constructing smaller polygons inside parent polygon - smaller_polygons_within_parent <- list() - #npoly <-0 - no_of_small_poly <- 1 - for(i in 1: (length(x_points_inside_polygon) - 1)){ - - #if there are 2 or more points on a line - if(length(x_points_inside_polygon[[i]][, 1]) > 1){ - - for(j in 1: (length(x_points_inside_polygon[[i]][, 1]) - 1)){ - - #if the consecutive y co-ordinates are present in the next line - if(x_points_inside_polygon[[i]][j, 2] %in% x_points_inside_polygon[[(i + 1)]][, 2] && - x_points_inside_polygon[[i]][(j + 1), 2] %in% x_points_inside_polygon[[(i + 1)]][, 2]){ - - smaller_polygons_within_parent[[no_of_small_poly]] <- matrix(c(x_points_inside_polygon[[i]][j, ], - x_points_inside_polygon[[(i + 1)]][1, 1], - x_points_inside_polygon[[i]][j, 2], - x_points_inside_polygon[[(i + 1)]][1, 1], - x_points_inside_polygon[[i]][(j + 1), 2], - x_points_inside_polygon[[i]][j, 1], - x_points_inside_polygon[[i]][(j + 1), 2]), - ncol = 2, byrow = TRUE) - no_of_small_poly <- no_of_small_poly + 1 - } - } - } - } - return(smaller_polygons_within_parent) - } - - #function to chop sammon space into smaller boxes - Sammon_Space_Boxes <- function(input_polygon, nbox){ - - requireNamespace("grDevices") #chull function - requireNamespace("splancs") #csr function - requireNamespace("sp") #point.in.polygon function - requireNamespace("conf.design") #factorize function - - xrange_sammon_poly <- range(input_polygon[, 1]) - yrange_sammon_poly <- range(input_polygon[, 2]) - #create same number of boxes as that in parent polygon - nbox_factors <- conf.design::factorize(nbox) - if(length(nbox_factors) == 1){ - nbox <- nbox - 1 - nbox_factors <- conf.design::factorize(nbox) - } - xseq_sammon <- seq(xrange_sammon_poly[1], - xrange_sammon_poly[2], - length.out = nbox_factors[length(nbox_factors)] + 1) - yseq_sammon <- seq(yrange_sammon_poly[1], - yrange_sammon_poly[2], - length.out = nbox / nbox_factors[length(nbox_factors)] + 1) - - samPoints_on_ylines <- samPoints_on_xlines <- list() - - for(i in 1: length(xseq_sammon)){ - #points on line with constant 'x' - samPoints_on_xlines[[i]] <- matrix(c(rep(xseq_sammon[i], length(yseq_sammon)), - yseq_sammon), - ncol = 2, byrow = FALSE) - } - - #constructing polygons inside sammon polygon - smaller_polygons_within_sammon <- list() - #npoly <-0 - no_of_small_samPoly <- 1 - for(l in 1: (length(samPoints_on_xlines) - 1)){ - #if there are 2 or more points on a line - if(length(samPoints_on_xlines[[l]][, 1]) > 1){ - for(m in 1: (length(samPoints_on_xlines[[l]][, 1]) - 1)){ - #if the consecutive y co-ordinates are present in the next line - if(samPoints_on_xlines[[l]][m, 2] %in% samPoints_on_xlines[[(l + 1)]][, 2] && - samPoints_on_xlines[[l]][(m + 1), 2] %in% samPoints_on_xlines[[(l + 1)]][, 2]){ - - smaller_polygons_within_sammon[[no_of_small_samPoly]] <- matrix(c(samPoints_on_xlines[[l]][m, ], - samPoints_on_xlines[[(l + 1)]][1, 1], - samPoints_on_xlines[[l]][m, 2], - samPoints_on_xlines[[(l + 1)]][1, 1], - samPoints_on_xlines[[l]][(m + 1), 2], - samPoints_on_xlines[[l]][m, 1], - samPoints_on_xlines[[l]][(m + 1), 2]), - ncol = 2, byrow = TRUE) - no_of_small_samPoly <- no_of_small_samPoly + 1 - } - } - } - } - return(smaller_polygons_within_sammon) - } - - #construct the polygons in parent tile - par_tile_polygon <- list() - #variable storing appropriate parent tile index - lindex <- c() - #for constructing sammon space polygon - xrange <- yrange <- sammon_space_polygon <- list() - #to store the chopped rectangles in both parent tile and sammon space - boxes_in_sammon_space <- boxes_in_parent_tile <- list() - #to store the scale-factors and translate matrix information - transformation_matrices_info <- int_list <- list() - #for the indices of the smaller rectangles containing sammon points in the sammon space polygon - rect_indices_containing_points <- inter_indices <- list() - #to store the transformed points - new_rawdeldati <- list() - parentTiles <- unique(gidata[, "Segment.Parent"]) - - for(ind1 in 1: length(parentTiles)){ - if(((parentTiles[ind1]) %% n_cells)){ - lindex[ind1] <- (parentTiles[ind1] %% n_cells) - }else{ - lindex[ind1] <- n_cells - } - par_tile_polygon[[ind1]] <- matrix(c(poly_info[[lindex[ind1]]]$x, - poly_info[[lindex[ind1]]]$y), - ncol = 2, byrow = FALSE) - - #construct the sammon space polygon using xrange and yrange of sammon - xrange[[ind1]] <- range(rawdeldati[[ind1]][, 1]) - yrange[[ind1]] <- range(rawdeldati[[ind1]][, 2]) - sammon_space_polygon[[ind1]] <- matrix(c(xrange[[ind1]][1], yrange[[ind1]][1], - xrange[[ind1]][2], yrange[[ind1]][1], - xrange[[ind1]][2], yrange[[ind1]][2], - xrange[[ind1]][1], yrange[[ind1]][2]), - ncol = 2, byrow = TRUE) - - #represent each small box in the bigger polygon as a polygon - - boxes_in_parent_tile[[ind1]] <- Parent_Tile_Boxes(par_tile_polygon[[ind1]]) - nbox <- length(boxes_in_parent_tile[[ind1]]) - if(nbox == 0){ - return("-1") - } - boxes_in_sammon_space[[ind1]] <- Sammon_Space_Boxes(sammon_space_polygon[[ind1]], nbox) - - #transformation_matrices_info will have scale matrix and translate matrix values for each - #rectangle-rectangle transformation from sammon space to parent polygon - - #obtain the scale matrix - scaleMat <- ScaleMat(boxes_in_sammon_space[[ind1]][[1]], - boxes_in_parent_tile[[ind1]][[1]]) - for(j in 1: length(boxes_in_sammon_space[[ind1]])){ - #get the translate matrix values by giving scale matrix also as input - int_list[[j]] <- Transform_Coordinates(boxes_in_sammon_space[[ind1]][[j]], - boxes_in_parent_tile[[ind1]][[j]], - scaleMat) - } - transformation_matrices_info[[ind1]] <- int_list - int_list <- list() - - #find the indices of the smaller boxes in sammon space in which the input sammon points exist - - for(j in 1: length(rawdeldati[[ind1]][, 1])){ - for(k in 1: length(boxes_in_sammon_space[[ind1]])){ - if(sp::point.in.polygon(rawdeldati[[ind1]][j, 1], - rawdeldati[[ind1]][j, 2], - boxes_in_sammon_space[[ind1]][[k]][, 1], - boxes_in_sammon_space[[ind1]][[k]][, 2]) != 0){ - inter_indices[[j]] <- k - } - } - } - rect_indices_containing_points[[ind1]] <- inter_indices - - #using the indices obtained above and the scale and transzlate matrices to - #get the transformed coordinates for the input sammon datapoints - int_matrix <- matrix(0, ncol = 2, nrow = length(rawdeldati[[ind1]][, 1])) - row.names(int_matrix) <- row.names(rawdeldati[[ind1]]) - - for(j in 1: length(rawdeldati[[ind1]][, 1])){ - int_matrix[j, ] <- New_Points(transformation_matrices_info[[ind1]][[rect_indices_containing_points[[ind1]][[j]]]]) - } - new_rawdeldati[[ind1]] <- int_matrix - } - return(new_rawdeldati) -} diff --git a/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R b/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R deleted file mode 100644 index 575a5c1..0000000 --- a/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R +++ /dev/null @@ -1,28 +0,0 @@ -Delete_Outpoints <- -function(tile, check_dirsgs){ - check_dirsgs[, c("x1","x2","y1", "y2")]<-round(check_dirsgs[, c("x1","x2","y1", "y2")], 6) - tile$x <- round(tile$x,6) - tile$y <- round(tile$y,6) - tile_vert_info <- list() - for(tile_index in 1: length(tile$x)){ - #get the index of the vertices which are outside the parent tile; if a vertex is outside - #the parent tile then the coordinate of that vertex will not be present in dirsgs - if(length(intersect(which(check_dirsgs[, c("y1", "y2")] == tile$y[tile_index]), - which(check_dirsgs[, c("x1", "x2")] == tile$x[tile_index])))){ - tile_vert_info[[tile_index]] <- TRUE - }else{ - tile_vert_info[[tile_index]] <- FALSE - } - - # tile_vert_info[[tile_index]] <- is.na(which(round(check_dirsgs[, c("y1", "y2")], 6) == round(tile$y[tile_index], 6)) && - # which(round(check_dirsgs[, c("x1", "x2")], 6) == round(tile$x[tile_index], 6))) - } - #delete the vertices which are outside the parent tile - del_ind <- which(tile_vert_info == FALSE) - if(length(del_ind)){ - tile$x <- tile$x[-del_ind] - tile$y <- tile$y[-del_ind] - tile$bp <- tile$bp[-del_ind] - } - return(tile) -} diff --git a/muHVT_3.0.1/muHVT/R/HVT.R b/muHVT_3.0.1/muHVT/R/HVT.R deleted file mode 100644 index f66ed02..0000000 --- a/muHVT_3.0.1/muHVT/R/HVT.R +++ /dev/null @@ -1,673 +0,0 @@ -#' Constructing Hierarchical Voronoi Tessellations -#' -#' Main function to construct hierarchical voronoi tessellations. -#' -#' This is the main function to construct hierarchical voronoi tessellations. -#' The \code{hvq} function is called from this function. The output of the -#' \code{hvq} function is hierarchical clustered data which will be the input -#' for constructing tessellations. The data is then represented in 2d -#' coordinates and the tessellations are plotted using these coordinates as -#' centroids. For subsequent levels, transformation is performed on the 2d -#' coordinates to get all the points within its parent tile. Tessellations are -#' plotted using these transformed points as centroids. The lines in the -#' tessellations are chopped in places so that they do not protrude outside the -#' parent polygon. This is done for all the subsequent levels. -#' -#' @param dataset Data frame. A data frame with different columns is given as -#' input. -#' @param min_compression_perc Numeric. An integer indicating the minimum percent compression rate to -#' be achieved for the dataset -#' @param n_cells Numeric. An integer indicating the number of cells per -#' hierarchy (level) -#' @param depth Numeric. An integer indicating the number of levels. (1 = No -#' hierarchy, 2 = 2 levels, etc ...) -#' @param quant.err Numeric. A number indicating the quantization error -#' treshold. -#' @param projection.scale Numeric. A number indicating the scale factor for -#' the tesselations so as to visualize the sub-tesselations well enough. -#' @param normalize Logical. A logical value indicating if the columns in your -#' dataset should be normalized. Default value is TRUE. -#' @param scale_summary List. A list with mean and standard deviation values for all the features in the dataset. -#' Pass the scale summary when the input dataset is already scaled or normalize is set to False. -#' @param distance_metric character. The distance metric can be "L1_Norm" or "Manhattan". L1_Norm is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param quant_method character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default -#' @param diagnose Logical. A logical value indicating if the diagnose is required. Default value is TRUE. -#' @param hvt_validation Logical. A logical value indicating if the MAD values are to tested for validation set. Default value is FALSE. -#' @param train_validation_split_ratio Numeric. A numeric value indicating the train and validation split ratio. -#' @return A list that contains the hierarchical tesselation information. This -#' list has to be given as input argument to plot the tessellations. -#' \item{[[1]] }{List. Information about the tesselation co-ordinates - level -#' wise} \item{[[2]] }{List. Information about the polygon co-ordinates - level -#' wise} -#' \item{[[3]] }{List. Information about the hierarchical vector quantized data - level wise} -#' \item{[[4]] }{List. Information about the model diagnosis- selected level} -#' \item{[[5]] }{List. Information about the MAD values and percentage anomalies for validation dataset} -#' -#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya -#' @seealso \code{\link{plotHVT}} \cr \code{\link{hvtHmap}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#' -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 3, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' plotHVT(hvt.results, line.width = c(1.2,0.8,0.4), color.vec = c('#141B41','#0582CA','#8BA0B4'), -#' maxDepth = 3) -#' @export HVT - - -HVT <- - function(dataset, - min_compression_perc = NA, - n_cells = NA, - depth = 1, - quant.err = 0.2, - projection.scale = 10, - normalize = FALSE, - distance_metric = c("L1_Norm", "L2_Norm"), - error_metric = c("mean", "max"), - quant_method=c("kmeans","kmedoids"), - scale_summary = NA, - diagnose=FALSE, - hvt_validation=FALSE, - train_validation_split_ratio=0.8 - ) { - #browser() - requireNamespace("deldir") #deldir function - requireNamespace("Hmisc") #ceil function - requireNamespace("grDevices") #chull function - requireNamespace("splancs") #csr function - requireNamespace("sp") #point.in.polygon function - requireNamespace("conf.design") #factorize functionScreenshot from 2022-10-26 16-15-44 - -if(quant_method=="kmedoids"){message(' K-Medoids: Run time for vector quantization using K-Medoids is very high for large number of clusters.')} - # browser() - dataset <- as.data.frame(dataset) - # dataset <- as.data.frame(sapply(dataset[,1:length(dataset[1,])], as.numeric)) - dataset=data.frame( - lapply(dataset, as.numeric), - check.names = F, - row.names = rownames(dataset) - ) - - - ## Diagnose Function - if(hvt_validation){ - if(train_validation_split_ratio >1 | train_validation_split_ratio <0){stop("The train_validation_split_ratio should be in range 0-1 ")} - message(paste0("Check MAD parameter has been set to TRUE, the train data will be randomly split by the ratio of ",train_validation_split_ratio*100,":",(1-train_validation_split_ratio)*100)) - - set.seed(279) - smp_size <- floor(train_validation_split_ratio * nrow(dataset)) - train_ind <- sample(seq_len(nrow(dataset)), size = smp_size) - - validation_data <- dataset[-train_ind, ] - dataset <- dataset[train_ind, ] - - } - - - if (normalize) { - scaledata <- scale(dataset, scale = T, center = T) - rownames(scaledata) <- rownames(dataset) - - mean_data <- attr(scaledata, "scaled:center") - std_data <- attr(scaledata, "scaled:scale") - - scale_summary <- list(mean_data = mean_data, std_data = std_data) - - # flog.info("scaling is done") - } else { - scaledata <- as.matrix(dataset) - rownames(scaledata) <- rownames(dataset) - # flog.info("The data is not scaled as per the user requirement") - if(!all(is.na(scale_summary))){ - scale_summary = scale_summary - }else{ - scale_summary = NA - # stop("Please pass scale_summary to the function or set normalize parameter to TRUE") - } - - } - - polinfo <- hvqdata <- list() - # browser() - hvq_k <- - hvq( - scaledata, - min_compression_perc = min_compression_perc, - n_cells = n_cells, - depth = depth, - quant.err = quant.err, - distance_metric = distance_metric, - error_metric = error_metric, - quant_method=quant_method - ) - - if(!is.na(min_compression_perc)){ - n_cells <- hvq_k$compression_summary$noOfCells - depth <- 1 - } - - # flog.info("HVQ output is ready") - hvqoutput <- hvq_k$summary - - gdata <- hvqoutput #assign the output of hvq file to gdata - #cleaning the data by deleting the rows containing NA's - #gdata <- gdata[-which(is.na(gdata[, 5])), ] - gdata <- hvqoutput[stats::complete.cases(hvqoutput), ] - hvqdata <- gdata - # flog.info("NA's are removed from the HVQ output") - - #to store hvqdata according to each level - tessdata <- input.tessdata <- list() - #stores sammon co-ordinates and segregated according to each level - points2d <- list() - #sammon datapoints to be stored in hierarchy - rawdeldata <- list() - #rawdeldata is transformed to be within its parent tile and stored in new_rawdeldata - new_rawdeldata <- list() - #contains the vertices of the parent polygon - pol_info <- polygon_info <- list() - #number of levels - nlevel <- length(unique(gdata[, "Segment.Level"])) - #verify if the transformed points are correct - transpoints <- list() - - # New columns added to the dataset by the hvq function - newcols <- ncol(hvqoutput) - ncol(dataset) - # Variable to store information on mapping - par_map <- list() - - for (i in 1:nlevel) { - #hvqdata segregated according to different levels - tessdata[[i]] <- gdata[which(gdata[, "Segment.Level"]==i),] - # tessdata[[i]] <- tessdata[[i]] %>% mutate(across(where(is.double), round, 8)) - # tessdata[[i]] <- tessdata[[i]] %>% mutate_if(is.double, round, 8) - } - - # data to be used as input to sammon function - # input.tessdata[[i]] <- tessdata[[i]][, (newcols+1): ncol(hvqoutput)] - # d<-cmdscale() - # } - # } - # # tessdata[[i]] <- round(tessdata[[i]], digits = 8) - counter <- c(1:nlevel) - - sammon_par <- - function(x) { - 10 * (MASS::sammon( - # dist() function computes and returns the distance matrix computed by using the specified distance measure - #to compute the distances between the rows of a data matrix. - d = stats::dist(unique(tessdata[[x]][, (newcols + 1):ncol(hvqoutput)])), - # d = stats::dist(unique(round(tessdata[[x]], 8)[, (newcols + 1):ncol(hvqoutput)])), - niter = 10 ^ 5, - trace = FALSE - )$points) - } - - # sammon_par<-function(x){10 * (MASS::sammon(d=stats::dist(unique(tessdata[[x]][, (newcols+1): ncol(hvqoutput)])), y =jitter(cmdscale(dist(unique(tessdata[[x]][, (newcols+1): ncol(hvqoutput)])),2)), niter = 10^5,trace=FALSE)$points)} - points2d <- lapply(counter, sammon_par) - - - for (i in 1:nlevel) { - # #hvqdata segregated according to different levels - # tessdata[[i]] <- gdata[which(gdata[, "Segment.Level"] == i), ] - # - # #data to be used as input to sammon function - # input.tessdata[[i]] <- tessdata[[i]][, (newcols+1): ncol(hvqoutput)] - # - # #sammon function output is 2d coordinates which are saved level-wise - # points2d[[i]] <- projection.scale * (MASS::sammon(stats::dist(unique(input.tessdata[[i]])),niter = 10^5,trace=FALSE)$points) - # - # #sammon datapoints grouped according to the hierarchy - intermediate.rawdata <- list() - rn = row.names(points2d[[i]]) - vec = as.integer(rn) - sum(n_cells ^ (0:(i - 1))) + 1 - - # for(j in 1: length(unique(tessdata[[i]][, "Segment.Parent"]))) { - index = 1 - for (j in unique(tessdata[[i]][, "Segment.Parent"])) { - # print(((n_cells * (j - 1)) + 1): (j * n_cells)) - # intermediate.rawdata[[j]] <- cbind(points2d[[i]][((n_cells * (j - 1)) + 1): (j * n_cells), 1], - # points2d[[i]][((n_cells * (j - 1)) + 1): (j * n_cells), 2]) - if (any(dplyr::between(j - vec / n_cells, 0, 0.9999))) { - intermediate.rawdata[[index]] <- - cbind(points2d[[i]][rn[dplyr::between(j - vec / n_cells, 0, 0.9999)], 1], - points2d[[i]][rn[dplyr::between(j - vec / - n_cells, 0, 0.9999)], 2]) - index = index + 1 - } - } - rawdeldata[[i]] <- intermediate.rawdata - - } - rm(intermediate.rawdata) - # flog.info("Sammon points for all the levels have been calculated") - - #new_rawdeldata contains the transformed points of rawdeldata - new_rawdeldata[[1]] <- rawdeldata[[1]] - - #deldat1 is the output of the deldir::deldir function and contains the tessellation information - deldat1 <- deldat2 <- list() - #deldir function of deldir package gives the tessellations output - deldat2[[1]] <- deldir::deldir(new_rawdeldata[[1]][[1]][, 1], - new_rawdeldata[[1]][[1]][, 2]) - deldat1[[1]] <- deldat2 - rm(deldat2) - # flog.info("Tessellations are calculated for the first level") - #plotting the tessellation - #plot(deldat1[[1]][[1]], wlines = "tess", lty = 1, lwd = 4) - - #polygon_info stores parent tile vertices information - #polygon_info is the modified tile.list output except for first level. - pol_info[[1]] <- deldir::tile.list(deldat1[[1]][[1]]) - - #loop throught the polygon and add the row name as id variable - # row names of info in rawdeldata is preserved from the hvqoutput and this row name ties the rawdeldata back to the hierarchy - # in the hvqoutput dataset - pol_info[[1]] <- mapply(function(info, id) { - info$id = as.numeric(id) - info <- - append(info, as.list(gdata[row.names(gdata) == id, c('Segment.Level', 'Segment.Parent', 'Segment.Child')])) - return(info) - }, pol_info[[1]], as.list(row.names(new_rawdeldata[[1]][[1]])), SIMPLIFY = FALSE) - - polygon_info[[1]] <- pol_info - rm(pol_info) - par_tile_indices <- n_par_tile <- list() - par_tile_indices[[1]] <- - unique(tessdata[[1]][, "Segment.Parent"]) - n_par_tile[[1]] <- - length(unique(tessdata[[1]][, "Segment.Parent"])) - if (nlevel < 2) { - polinfo <- polygon_info - - fin_out <- list() - - fin_out[[1]] <- deldat1 - fin_out[[2]] <- polinfo - fin_out[[3]] <- hvq_k - fin_out[[3]][['scale_summary']] <- scale_summary - level = 1 - level_names <- list() - level_names[[level]] <- fin_out[[2]][[level]] %>% purrr::map(~ { - this <- . - element <- this[[1]] - return(element$Segment.Parent) - }) %>% unlist() - - names(fin_out[[2]][[level]]) <- level_names[[level]] - - ####### Adding Code for Diagnosis Plot - diag_Suggestion=NA - fin_out[[4]] = NA - fin_out[[5]] <- NA - if(diagnose){ - # fin_out[[4]] = NA - diag_list = diagPlot(hvt.results = fin_out, - data = dataset, - level = depth, - quant.err = quant.err, - distance_metric=distance_metric, - error_metric=error_metric - ) - diag_Suggestion = diagSuggestion(hvt.results = fin_out, - data = dataset, - level = depth, - quant.err = quant.err, - distance_metric=distance_metric, - error_metric=error_metric - ) - fin_out[[4]] = diag_list - - } - - ####### Adding Code for MAD Plot -# browser() - if(hvt_validation){ - ####### MAD Plot ################ - - predictions_validation = list() - predictions_validation <- predictHVT( - data = validation_data, - hvt.results.model=fin_out, - child.level = depth, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - mad.threshold = quant.err, - distance_metric = distance_metric, - error_metric = error_metric - ) - - mad_plot=madPlot(predictions_validation) - fin_out[[5]] <- list() - fin_out[[5]][["mad_plot"]] <- mad_plot - } - ### Model Info - - model_train_date=Sys.time() - input_parameters = list( - n_cells = n_cells, - depth = depth, - quant.err = quant.err, - projection.scale = projection.scale, - normalize = normalize, - distance_metric = distance_metric[1], - error_metric = error_metric[1], - quant_method = quant_method[1], - diagnose = diagnose, - hvt_validation = hvt_validation, - train_validation_split_ratio = train_validation_split_ratio - ) - - validation_result=diag_Suggestion - fin_out[["model_info"]]=list(model_train_date=model_train_date, - type="hvt_model", - input_parameters=input_parameters, - validation_result=validation_result - - ) - - # generating cell ID using get_cell_id - fin_out[[3]]$summary <- get_cell_id(hvt.results=fin_out) - fin_out[[3]]$summary <- fin_out[[3]]$summary %>% select(Segment.Level, Segment.Parent, Segment.Child, n, Cell.ID, Quant.Error, colnames(dataset)) - - return(fin_out) - - } else { - for (i in 2:nlevel) { - new_rawdeldata[[i]] <- list() - par_tile_indices[[i]] <- - unique(tessdata[[i]][, "Segment.Parent"]) - n_par_tile[[i]] <- - length(unique(tessdata[[i]][, "Segment.Parent"])) - par_map[[i - 1]] <- list() - - for (tileIndex in 1:n_par_tile[[(i - 1)]]) { - # print(tileIndex) - #a chunk of hvqdata which contains the rows corresponding to a particular parent tile - gi_par_tiles <- - par_tile_indices[[i]][intersect(which((par_tile_indices[[i]] / n_cells) <= par_tile_indices[[(i - 1)]][tileIndex]), - which((par_tile_indices[[(i - 1)]][tileIndex] - 1) < (par_tile_indices[[i]] / n_cells)))] - gidata <- - tessdata[[i]][which(tessdata[[i]][, "Segment.Parent"] %in% gi_par_tiles),] - par_map[[i - 1]][[par_tile_indices[[(i - 1)]][tileIndex]]] <- - gi_par_tiles - - #datapoints corresponding to a particular parent tile - rawdeldati <- - rawdeldata[[i]][intersect(which((par_tile_indices[[i]] / n_cells) <= par_tile_indices[[(i - 1)]][tileIndex]), - which((par_tile_indices[[(i - 1)]][tileIndex] - 1) < (par_tile_indices[[i]] / n_cells)))] - if (nrow(gidata) != 0) { - #transformation of rawdeldata such that they are inside the parent tile and output is stored in new_rawdeldata - transpoints <- - DelaunayInfo(gidata, polygon_info[[(i - 1)]][[tileIndex]], rawdeldati, n_cells) - if (all(transpoints != "-1")) { - new_rawdeldata[[i]] <- append(new_rawdeldata[[i]], transpoints) - } else{ - deldat1[i] <- 0 - polinfo <<- polygon_info - #flog.warn("Projection is not scaled enough and the polygon is very small to perform transformation") - return(deldat1) - #return("Projection is not scaled enough and the polygon is very small to perform transformation") - } - - } - } - # flog.info("Sammon points of level %s are transformed", i) - - deldat2 <- list() - par_tile_polygon <- list() - #? - for (tileNo in 1:n_par_tile[[i]]) { - # print(tileNo) - #modulus operation for the last index in polygon_info - if (((par_tile_indices[[i]][tileNo]) %% n_cells)) { - last_index <- (par_tile_indices[[i]][tileNo] %% n_cells) - } else{ - last_index <- n_cells - } - - #divide to get the parent tile - sec_index <- - Hmisc::ceil(par_tile_indices[[i]][tileNo] / n_cells) - - deldat2[[tileNo]] <- - deldir::deldir(new_rawdeldata[[i]][[tileNo]][, 1], - new_rawdeldata[[i]][[tileNo]][, 2], - rw = c( - range(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$x) - c(0.5,-0.5), - range(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$y) - c(0.5,-0.5) - )) - - #CORRECT ROW NAMES - deldat2[[tileNo]]$rownames.orig <- - as.numeric(row.names(new_rawdeldata[[i]][[tileNo]])) - - #constructing parent polygons - par_tile_polygon[[tileNo]] <- - matrix( - c(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$x, - polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$y), - ncol = 2, - byrow = FALSE - ) - #correct the tessellations - cur_dirsgs <- deldat2[[tileNo]]$dirsgs - cur_tile <- - polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]] - cur_polygon <- par_tile_polygon[[tileNo]] - verify_dirsgs <- Corrected_Tessellations(cur_dirsgs, - cur_tile, - cur_polygon) - - #polygon is sufficient to calculate next level tessellations inside this - if (all(verify_dirsgs[, 1:8] != "-1")) { - deldat2[[tileNo]]$dirsgs <- verify_dirsgs - # flog.info("Tessellations for level %s is calculated", i) - } else{ - deldat1[[i]] <- 0 - #flog.warn("Projection is not scaled enough and the polygon is very small to perform transformation") - polinfo <<- polygon_info - return(deldat1) - #return("Projection is not scaled enough to perform tessellations for the next level") - } - - #delete lines with both the points identical - new_dirsgs <- deldat2[[tileNo]]$dirsgs - del_rows <- 0 - for (j in 1:nrow(new_dirsgs)) { - if (round(new_dirsgs[j, "x1"], 6) == round(new_dirsgs[j, "x2"], 6) && - round(new_dirsgs[j, "y1"], 6) == round(new_dirsgs[j, "y2"], 6)) { - del_rows <- c(del_rows, j) - } - } - if (length(del_rows) > 1) { - new_dirsgs <- new_dirsgs[-del_rows, ] - } - deldat2[[tileNo]]$dirsgs <- new_dirsgs - # flog.info("Line with same endpoints are deleted") - } - - deldat1[[i]] <- deldat2 - - polygon_info[[i]] <- list() - #polygon information to correct the polygons - for (parentIndex in 1:n_par_tile[[i]]) { - polygon_info[[i]][[parentIndex]] <- - suppressMessages(deldir::tile.list(deldat1[[i]][[parentIndex]])) - # Add id corresponding to each segment from rownames.orig information - polygon_info[[i]][[parentIndex]] <- - mapply(function(info, id) { - info$id = as.numeric(id) - info <- - append(info, as.list(gdata[row.names(gdata) == id, c('Segment.Level', 'Segment.Parent', 'Segment.Child')])) - return(info) - }, - polygon_info[[i]][[parentIndex]], - as.list(deldat1[[i]][[parentIndex]]$rownames.orig), - SIMPLIFY = FALSE) - } - - #to delete the points which are outside the parent tile - - for (parentIndex in 1:length(polygon_info[[i]])) { - for (tileIndex in 1:length(polygon_info[[i]][[parentIndex]])) { - tile <- polygon_info[[i]][[parentIndex]][[tileIndex]] - check_dirsgs <- deldat1[[i]][[parentIndex]]$dirsgs - if (nrow(check_dirsgs) != 0 && length(tile$x) != 0) { - polygon_info[[i]][[parentIndex]][[tileIndex]] <- - Delete_Outpoints (tile, check_dirsgs) - } - } - } - # flog.info("Endpoints of tessellation lines which are outside parent polygon are deleted") - - for (parentIndex in 1:n_par_tile[[i]]) { - #modulo operation to obtain the last index - if (((par_tile_indices[[i]][parentIndex]) %% n_cells)) { - last_index <- (par_tile_indices[[i]][parentIndex] %% n_cells) - } else{ - last_index <- n_cells - } - #divide to get second index - sec_index <- - Hmisc::ceil(par_tile_indices[[i]] / n_cells)[parentIndex] - - polygon_info[[i]][[parentIndex]] <- - Add_boundary_points(polygon_info[[i]][[parentIndex]], - polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]], - new_rawdeldata[[i]][[parentIndex]]) - } - # flog.info("Vertices of parent tile are added to appropriate child tile") - } - - polinfo <- polygon_info - - # par_map <- reshape2::melt(par_map) - # colnames(par_map) <- c('Child','Parent','Level') - # par_map <- par_map %>% mutate(ChildNo = (Parent-1)*n_cells+Child) - - fin_out <- list() - - fin_out[[1]] <- deldat1 - fin_out[[2]] <- polinfo - fin_out[[3]] <- hvq_k - fin_out[[3]][['scale_summary']] <- scale_summary - # fin_out[[4]] <- par_map - level_names <- list() - - for (level in 1:nlevel) { - level_names[[level]] <- fin_out[[2]][[level]] %>% purrr::map(~ { - this <- . - element <- this[[1]] - return(element$Segment.Parent) - }) %>% unlist() - - names(fin_out[[2]][[level]]) <- level_names[[level]] - } - - # fin_out <- correctedBoundaries(fin_out,nlevel) - - emptyParents <- depth - length(fin_out[[2]]) - for (i in 1:emptyParents) { - fin_out[[2]][[length(fin_out[[2]]) + 1]] <- list() - } - - ###### Adding Code for Diagnosis Plot - diag_Suggestion =NA - fin_out[[4]] = NA - fin_out[[5]] <- NA - - if(diagnose){ - fin_out[[4]] = NA - diag_list = diagPlot(hvt.results = fin_out, - data = dataset, - level = depth, - quant.err = quant.err, - distance_metric=distance_metric, - error_metric=error_metric - ) - - diag_Suggestion = diagSuggestion(hvt.results = fin_out, - data = dataset, - level = depth, - quant.err = quant.err, - distance_metric=distance_metric, - error_metric=error_metric - ) - fin_out[[4]] = diag_list - - } - - # fin_out[[5]] <- NA - - ####### Adding Code for MAD Plot - if(hvt_validation){ - # browser() - - ####### MAD Plot ################ - predictions_validation = list() - predictions_validation <- predictHVT( - data = validation_data, - hvt.results.model=fin_out, - child.level = depth, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - mad.threshold = quant.err, - distance_metric = distance_metric, - error_metric = error_metric - ) - - mad_plot=madPlot(predictions_validation) - fin_out[[5]] <- list() - fin_out[[5]][["mad_plot"]] <- mad_plot - } - - #### Model info - - ### Model Info - - model_train_date=Sys.time() - input_parameters = list( - n_cells = n_cells, - depth = depth, - quant.err = quant.err, - projection.scale = projection.scale, - normalize = normalize, - distance_metric = distance_metric[1], - error_metric = error_metric[1], - quant_method = quant_method[1], - diagnose = diagnose, - hvt_validation = hvt_validation, - train_validation_split_ratio = train_validation_split_ratio - ) - - validation_result=diag_Suggestion - fin_out[["model_info"]]=list(model_train_date=model_train_date, - type="hvt_model", - input_parameters=input_parameters, - validation_result=validation_result - ) - - # generating cell ID using get_cell_id - fin_out[[3]]$summary <- get_cell_id(hvt.results=fin_out) - fin_out[[3]]$summary <- fin_out[[3]]$summary %>% select(Segment.Level, Segment.Parent, Segment.Child, n, Cell.ID, Quant.Error, colnames(dataset)) - - return(fin_out) - - } - - } diff --git a/muHVT_3.0.1/muHVT/R/ScaleMat.R b/muHVT_3.0.1/muHVT/R/ScaleMat.R deleted file mode 100644 index 9f56e42..0000000 --- a/muHVT_3.0.1/muHVT/R/ScaleMat.R +++ /dev/null @@ -1,21 +0,0 @@ -ScaleMat <- -function(samRectangle, parRectangle){ - - xrange_sam <- range(samRectangle[, 1]) - yrange_sam <- range(samRectangle[, 2]) - - xrange_par <- range(parRectangle[, 1]) - yrange_par <- range(parRectangle[, 2]) - - xlength_sam <- xrange_sam[2] - xrange_sam[1] - ylength_sam <- yrange_sam[2] - yrange_sam[1] - - xlength_par <- xrange_par[2] - xrange_par[1] - ylength_par <- yrange_par[2] - yrange_par[1] - - x_scalefactor <- xlength_par / xlength_sam - y_scalefactor <- ylength_par / ylength_sam - - scale_mat <- matrix(c(x_scalefactor, 0, 0, y_scalefactor), ncol = 2) - return(scale_mat) -} diff --git a/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R b/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R deleted file mode 100644 index 96cb5cd..0000000 --- a/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R +++ /dev/null @@ -1,31 +0,0 @@ -Transform_Coordinates <- -function(sam_rectangle, par_rectangle, scale_mat){ - - xrange_sam <- range(sam_rectangle[, 1]) - yrange_sam <- range(sam_rectangle[, 2]) - - xrange_par <- range(par_rectangle[, 1]) - yrange_par <- range(par_rectangle[, 2]) - - xlength_sam <- xrange_sam[2] - xrange_sam[1] - ylength_sam <- yrange_sam[2] - yrange_sam[1] - - xlength_par <- xrange_par[2] - xrange_par[1] - ylength_par <- yrange_par[2] - yrange_par[1] - - transformed_coord_int <- matrix(0, ncol = 2, nrow = 4) - for(i in 1: 4){ - transformed_coord_int[i, ] <- t((scale_mat %*% matrix(c(sam_rectangle[i, 1], - sam_rectangle[i, 2]), - ncol = 1))) - } - - translate_mat <- matrix(c(((sum(xrange_par) / 2) - (sum(range(transformed_coord_int[, 1])) / 2)), - ((sum(yrange_par) / 2) - (sum(range(transformed_coord_int[, 2])) / 2))), - ncol = 1) - - transformed_data <- c(scale_mat[1, 1], scale_mat[2, 2], translate_mat[1], translate_mat[2]) - - return(transformed_data) - -} diff --git a/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R b/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R deleted file mode 100644 index 58e6cb6..0000000 --- a/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R +++ /dev/null @@ -1,410 +0,0 @@ - - -requireNamespace("deldir") - -#====================================================================================== -# Global variables -#====================================================================================== - -#quant.err <- 80 -errorCode <- 0 - -#______________________________________________________________________________________ -# Splitting the codebooks -#______________________________________________________________________________________ - -split_codevec = function(codeVec,epsilon){ - #errorValue=errorValue/100 - codeVec <- plyr::llply(codeVec, .fun= function(X) return(list((1+epsilon)*X, (1-epsilon)*X))) - return(codeVec) -} - -#_____________________________________________________________________________________ -# Checks if the MAPE for a given cluster and its codebook is lesser/greater -# than the specified treshold -#_____________________________________________________________________________________ - -findMape <- function(cluster, centroid){ - mape <- 1/nrow(cluster) * sum(apply(cluster, MARGIN = 1, FUN= function(X){ return(abs(sum((X-centroid), na.rm=TRUE)/length(X)))})) - return(mape) -} - -mapeTest = function(cluster, centroid,errorValue){ - - if(is.null(dim(cluster))){ - return(TRUE) - } - - mape <- findMape(cluster, centroid) - #print(paste("Quantization error:", mape)) - - if(mape < errorValue){ - return(TRUE) - } else { - return(FALSE) - } -} - -#_____________________________________________________________________________________ -# allocate members to their centroids -#_____________________________________________________________________________________ -findMembers <- function(dataset, centroid){ - - # compute the distance of every point in the data from a centroid - #err <- lapply(centroid, FUN = function(X){ return(apply(dataset, MARGIN=1, FUN= function(Y)sqrt(sum((Y-X)^2))))}) - err = lapply(centroid, FUN=function(x) sqrt(colSums((t(dataset) - x)^2))) - err <- do.call(rbind, err) - - # Allocate the membership of a datum to its closest centroid - clust.list <- apply(err, MARGIN=2, FUN = function(X) { return(which(X==min(X), arr.ind=T))}) - - return(clust.list) -} - -#_____________________________________________________________________________________ -# Function to assign cluster membership of data points -#_____________________________________________________________________________________ - -findSeque <- function(dataset, clusters){ - - tryCatch({ - rownames(dataset) <- NULL - clusters <- lapply(clusters, unname) - clusters <- lapply(clusters, as.matrix) - clusters <- lapply(clusters , function(X){colnames(X)<- colnames(dataset); return(X)}) - oneRowIndices <- which(lapply(lapply(clusters, dim), function(X)return(X[2]))==1) - clusters[oneRowIndices] <- lapply(clusters[oneRowIndices], t) - pointPos <- lapply(clusters, FUN=function(X)rownames(plyr::match_df(dataset, as.data.frame(X)))) - pointPos <- lapply(pointPos, as.numeric) - sequeDf <- as.data.frame(1:nrow(dataset)) - lapply(1:length(pointPos), FUN=function(X){sequeDf[pointPos[[X]],]<<- X}) - clust.list <- sequeDf[,1] - }, - error=function(err){print(err)}, - finally={}) - - return(clust.list) -} - -#_____________________________________________________________________________________ -# allocate members to their centroids -#_____________________________________________________________________________________ - -allocateMembers <- function(dataset, centroid){ - - clust.list <- findMembers(dataset, centroid) - - return(lapply(unique(clust.list), FUN=function(X)which(clust.list==X))) -} - -#_____________________________________________________________________________________ -# Nearest neighbour condition - LBGVQ function -#_____________________________________________________________________________________ - -lbgVQ = function(dataset,quant.err,epsilon){ - - # mean of the entire data set - cnew <- list(apply(dataset, MARGIN = 2, FUN= function(X)mean(X, na.rm=TRUE))) - cFin <- c() - finalClusters <- c() - - # Set the quantization error - mape <- 1/nrow(dataset) * sum(apply(dataset, MARGIN = 1, FUN= function(X){ return(abs(sum((X-unlist(cnew)), na.rm=TRUE))/length(X))})) - if(mape != 0){ - errorValue <- mape*quant.err - } else { - errorValue <- quant.err - } - - # clust.list is the indices of the members of a cluster - clust.list <- list(1:nrow(dataset)) - - while(T){ - - # cluster is the actual data points in the cluster - cluster <- lapply(clust.list, FUN=function(Y) { dataset[Y,] }) - - # codesToSplit is the codebooks which have q error greater than the treshold - tryCatch({codesToSplit <- cnew[which(!unlist(lapply(1:length(cluster), FUN= function(i){mapeTest(cluster[[i]], cnew[[i]],errorValue)})))]}, - error=function(err){print(err)}, - finally={}) - - # split the codebooks - tryCatch({cSplit <- unlist(split_codevec(codesToSplit,epsilon), recursive=F)}, - error=function(err){print(err)}, - finally={}) - - # remove the final codebook from the list whose q error is lesser than the treshold - doneFlags <- !(cnew %in% codesToSplit) - cFin <- c(cFin, cnew[doneFlags]) - if(length(which(doneFlags))!=0){ - - # Update the finalClusters - finalClusters <- c(finalClusters, cluster[which(!cnew %in% codesToSplit)]) - cluster[which(!cnew %in% codesToSplit)] <- NULL - - - # Remove the clustered data from the original dataset - dataset <- dataset[-unlist(clust.list[which(doneFlags)]),] - - # Start afresh - cnew <- list(apply(dataset, MARGIN = 2, FUN= mean)) - clust.list <- list(1:nrow(dataset)) - - if(length(codesToSplit) == 0){ - break - } - next - } - - # update the clust.list with the new split codebooks and re-compute the mean codebook - tryCatch({clust.list <- allocateMembers(dataset, cSplit)}, - error=function(err){print(err)}, - finally={}) - - cnew <- lapply(clust.list, - FUN = function(X) - if(length(X)==1){ return(dataset[X,]) - } else { return(apply(dataset[unlist(X),], MARGIN=2, FUN=mean))} ) - } - - cFin <- lapply(cFin, FUN = as.numeric) - - return(list(clusters = finalClusters, codebooks = cFin,errorValue=errorValue)) -} - -#_____________________________________________________________________________________ -# Functions to merge the clusters that satisfy the quantization treshold -#_____________________________________________________________________________________ - -euDistance <- function(index, codebooks){ - return((codebooks[[index[1]]] - codebooks[[index[2]]])^2) -} - -#_____________________________________________________________________________________ -# Function checks if the clusters should be merged based on the quantization error -#_____________________________________________________________________________________ - -shouldMergeClusters <- function(X, clusters,errorValue){ - - # merge the two clusters and compute the new mean - newCluster <- do.call(rbind, list(clusters[[X[1]]], clusters[[X[2]]])) - meanCb <- apply(newCluster, MARGIN = 2, FUN= mean) - - # check for the quantization error - tryCatch({mapeFlag <- mapeTest(newCluster, meanCb,errorValue)}, - error=function(err){print(err)}, - finally={}) - - return(mapeFlag) -} - - -mergeClusters <- function(codebooks, clusters,errorValue){ - - # find the index of the centroids that are closest (X) - pairs <- t(utils::combn(length(codebooks),2)) - - tryCatch({euD <- sqrt(colSums(apply(pairs, MARGIN=1, FUN=function(X){euDistance(X, codebooks)})))}, - error=function(err){print(err)}, - finally={}) - - X<- pairs[which(euD==min(euD)),] - - - if(shouldMergeClusters(X, clusters,errorValue)){ - # merge the two clusters and compute the new mean - newCluster <- do.call(rbind, list(clusters[[X[1]]], clusters[[X[2]]])) - meanCb <- list(apply(newCluster, MARGIN = 2, FUN= mean)) - - # Update the codebooks and the clusters - clusters[[X[1]]] <- newCluster - clusters[[X[2]]] <- NULL - codebooks[[X[1]]] <- meanCb[[1]] - codebooks[[X[2]]] <- NULL - - # recurse to find the next merge-able codebook pair - mergeClusters(codebooks, clusters,errorValue) - } else { - return(list(clusters =clusters, codebooks = codebooks,errorValue=errorValue)) - } - -} - -#_______________________________________________________________________________________ -# Main Function to quantize -#______________________________________________________________________________________ - -vectorQuantize <- function(dataset,quant.err,epsilon){ - - tryCatch({lbgvq <- lbgVQ(dataset,quant.err,epsilon)}, - error=function(err){print(err)}, - finally={}) - - if(length(lbgvq$codebooks) > 1){ - - tryCatch({model <- mergeClusters(lbgvq$codebooks, lbgvq$clusters,lbgvq$errorValue)}, - error=function(err){print(err)}, - finally={}) - - - return(model) - - } else { - return(lbgvq) - } - -} - -#================================================================== -# Function to Trilaterate -# Input : a distance matrix or a 'dist' object -# Output : a set of trilaterated points -#================================================================== - -# trilaterate <- function(d){ -# if(class(d)=='dist'){ -# d <- as.matrix(d) -# } - -trilaterate <- function(d){ - # if(is(d, "dist")){ - if(inherits(d, "dist")){ - d <- as.matrix(d) - } - - - # p1, p2, p3 are the initial triangulation points - p1 <- c(0,0) - p2 <- c(0, d[1,2]) - - if(dim(d)[1]==3){ # If there are only 3 points to trilaterate - - p3y <- (d[1,3]^2 + d[1,2]^2 - d[2,3]^2)/(2*d[1,2]) - p3x <- sqrt(d[1,3]^2 - p3y^2) - p3 <- c(p3x,p3y) - pdash <- rbind(p1,p2,p3) - colnames(pdash) = c('x', 'y') - return(pdash) - - } else if(dim(d)[1] > 3){ # If there are more than 3 points to trilaterate - - p3y <- (d[1,3]^2 + d[1,2]^2 - d[2,3]^2)/(2*d[1,2]) - p3x <- sqrt(d[1,3]^2 - p3y^2) - p3 <- c(p3x,p3y) - - # iterator - i <- 4:dim(d)[1] - # compute the remaining points - pdash <- lapply(i, FUN= function(ind) { - y <- (d[1,ind]^2 + d[1,2]^2 - d[2,ind]^2)/(2*d[1,2]) - x <- (d[1,ind]^2 + d[1,3]^2 - d[3,ind]^2 - 2*y*p3[2])/(2*p3[1]) - return(c(x, y)) - }) - - pdash<- do.call(rbind, pdash) - pdash <- rbind(p1,p2, p3,pdash) - colnames(pdash) = c('x', 'y') - return(pdash) - } else { # If there are one or 2 points to trilaterate - pdash <- rbind(p1,p2) - colnames(pdash) = c('x', 'y') - return(pdash) - } -} - - - -#=========================================================================== -# Main function to call -#=========================================================================== - - - - - - - -#' VQ_codebookSplit -#' -#' Vector Quantization by codebook split method -#' -#' Performs Vector Quantization by codebook split method. Initially, the entire -#' dataset is considered to be one cluster where the codebook is the mean of -#' the cluster. The quantization criteria is checked and the codebook is split -#' such that the new codebooks are (codebook+epsilon) and (codebook-epsilon). -#' The observations are reassigned to these new codebooks based on the nearest -#' neighbour condition and the means recomputed for the new clusters. This is -#' done iteratively until all the clusters meet the quantization criteria. -#' -#' @param dataset Matrix. A matrix of multivariate data. Each row corresponds -#' to an observation, and each column corresponds to a variable. Missing values -#' are not accepted. -#' @param quant.err Numeric. The quantization error for the algorithm. -#' @param epsilon Numeric. The value to offset the codebooks during the -#' codebook split. Default is NULL, in which case the value is set to quant.err -#' parameter. -#' @return \item{clusters}{ List. A list showing each ID assigned to a cluster. -#' } \item{nodes.clust}{ List. A list corresponding to nodes' details. } -#' \item{idnodes}{ List. A list of ID and segments similar to -#' \code{nodes.clust} with additional columns for nodes ID. } -#' \item{error.quant}{ List. A list of quantization error for all levels and -#' nodes. } \item{plt.clust}{ List. A list of logical values indicating if the -#' quantization error was met. } \item{summary}{ Summary. Output table with -#' summary. } -#' @author Sangeet Moy Das -#' @seealso \code{\link{hvtHmap}} -#' @examples -#' -#' -#' data("iris",package="datasets") -#' iris <- iris[,1:2] -#' -#' vqOutput = VQ_codebookSplit(iris, quant.err = 0.5) -#' -#' @export VQ_codebookSplit -#' @keywords internal -VQ_codebookSplit <- function(dataset,quant.err=0.5,epsilon=NULL){ - - model <- list() - - if(is.null(epsilon)){ - epsilon = quant.err - } - - if(!is.null(dataset)){ - # Run VQ - tryCatch({system.time(model <- vectorQuantize(dataset,quant.err,epsilon))}, - error=function(err){print(err)}, - finally={}) - - } else { - #flog.error("Data is missing", name=logNS) - } - - if(exists('model')){ - - # Reduce the dimensionality of the codebooks to 2 - codebooks <- do.call(rbind, model$codebooks) - distances <- stats::dist(codebooks) - if(length(distances) != 0){ - tryCatch({twoDCodebooks <- trilaterate(distances)}, error=function(err){print(err)}, finally={}) - } else { - twoDCodebooks <- model$codebooks[[1]][1:2] - } - mapes <- lapply(1:length(model$clusters), FUN=function(i){findMape(model$clusters[[i]],model$codebooks[[i]])}) - - ztab <- data.frame('Segment.Level' = rep(1, length(model$clusters)), 'segment.Parent' = rep(1, length(model$clusters)), 'Segment.Child'= 1:length(model$clusters), 'n'= unlist(lapply(model$clusters, nrow)),'Quant.Error'= unlist(mapes)) - ztab <- cbind(ztab, do.call(rbind, model$codebooks)) - - idnodes <- lapply(model$clusters, rownames) - idnodes <- list(lapply(1:length(idnodes), FUN=function(i){data.frame('tet..k..'=idnodes[[i]], 'X1'=rep(1, length(idnodes[[i]])), 'X1.1'=rep(1, length(idnodes[[i]])), 'k'= i)})) - - return(list('clusters'=model$clusters, 'nodes.clust'= list(model$clusters), 'idnodes'= idnodes, 'error.quant'= list(mapes), plt.clust= list(mapes -#' @seealso \code{\link{predictHVT}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @import dplyr -#' @examples -#' data(USArrests) -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#'diagPlot(hvt.results = hvt.results, -#'data = USArrests, -#'level = 1, -#'quant.err = 0.2) -#' -#' @export diagPlot -#' @keywords internal - -diagPlot <- function(hvt.results, - data, - level, - quant.err, - distance_metric="L1_Norm", - error_metric="max", - ...){ - # browser() - - requireNamespace("reshape2") - requireNamespace("ggplot2") - requireNamespace("dplyr") - - ##### Min Inter-Centroid distance plot - # browser() - newdfMapping <- hvt.results[[3]][["summary"]] - - x <- newdfMapping %>% - dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < quant.err | n <= 3))) - x <- x[x%>%complete.cases(),] - - singleton_count=sum(x$Quant.Error< 0.0001) - num_cells=length(x$Quant.Error) - - # x <- hvt.results[[3]][["summary"]] - d <- stats::dist(x,method = "manhattan") - df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) - df <- df[df$value!=0,] - df$value <- df$value/ncol(x) - df_cent <- df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) - - - # p_cent <- ggplot() + - # aes(x = df_cent$min_dist) + - # geom_histogram(fill = "#112446") + - # theme_minimal()+ - # geom_vline(xintercept = mean(df_cent$min_dist), colour="red",linetype="dashed")+ - # ggtitle("Minimum Intra-Centroid Distance Plot")+ - # ggplot2::xlab("Distance between Centroids")+ - # ggplot2::ylab("Number of Occurrences")+ - # annotate("text",x = mean(df_cent$min_dist), - # y = Inf,vjust=1,hjust=-0.5, - # label = mean(df_cent$min_dist)%>%round(2),fontface = "bold") - - p_cent <- ggplot2::ggplot(df_cent,aes(x = min_dist)) + - ggplot2::geom_histogram(ggplot2::aes(y = stat(density)),fill = "midnightblue",colour="white",alpha=0.75) + - - ggplot2::stat_function(ggplot2::aes(color = "Normal"), fun = stats::dnorm,args = list(mean = mean(df_cent$min_dist),sd = stats::sd(df_cent$min_dist))) + - ggplot2::stat_density(ggplot2::aes(color = "Density"), geom = "line", linetype = "dashed") + - ggplot2::scale_colour_manual("", values = c("dodgerblue", "#EE7600")) + - ggplot2::scale_linetype_manual("", values = c("Normal" = 2, "Density" = 1)) + - - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = mean(df_cent$min_dist), colour="#EE7600",linetype="dashed")+ - ggplot2::ggtitle("Minimum Intra-Centroid Distance Plot")+ - ggplot2::xlab("Distance between Centroids")+ - ggplot2::ylab("Density")+ - ggplot2::annotate("text",x = mean(df_cent$min_dist), - y = Inf,vjust=1,hjust=-0.5, - label = mean(df_cent$min_dist)%>%round(2),fontface = "bold") - - - ##### Min Inter-Point distance plot - - # browser() - # x=data - d = stats::dist(data,method = "manhattan") - - df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) - df=df[df$value!=0,] - df$value=df$value/ncol(data) - df_data = df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) - - # p_datapoint = ggplot() + - # aes(x = df_data$min_dist) + - # geom_histogram(fill = "#112446") + - # theme_minimal()+ - # geom_vline(xintercept = mean(df_data$min_dist), colour="red",linetype="dashed")+ - # ggtitle("Minimum Intra-DataPoint Distance Plot")+ - # ggplot2::xlab("Distance between DataPoints")+ - # ggplot2::ylab("Number of Occurrences")+ - # annotate("text",x = mean(df_data$min_dist), - # y = Inf,vjust=1,hjust=-0.5, - # label = mean(df_data$min_dist)%>%round(2),fontface = "bold") - # - - - p_datapoint = ggplot2::ggplot(df_data,aes(x = min_dist)) + - - ggplot2::geom_histogram(ggplot2::aes(y = stat(density)),fill = "midnightblue",colour="white",alpha=0.75) + - - ggplot2::stat_function(ggplot2::aes(color = "Normal"), fun = stats::dnorm,args = list(mean = mean(df_data$min_dist),sd = stats::sd(df_data$min_dist))) + - ggplot2::stat_density(ggplot2::aes(color = "Density"), geom = "line", linetype = "dashed") + - ggplot2::scale_colour_manual("", values = c("dodgerblue", "#EE7600")) + - ggplot2::scale_linetype_manual("", values = c("Normal" = 2, "Density" = 1)) + - - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = mean(df_data$min_dist), colour="#EE7600",linetype="dashed")+ - ggtitle("Minimum Intra-DataPoint Distance Plot")+ - ggplot2::xlab("Distance between DataPoints")+ - ggplot2::ylab("Density")+ - ggplot2::annotate("text",x = mean(df_data$min_dist), - y = Inf,vjust=1,hjust=-0.5, - label = mean(df_data$min_dist)%>%round(2),fontface = "bold") - - # p_datapoint - - ####### Number of datapoints - - n_cells=x%>% dplyr::select("n") %>% unlist() - p_obs=ggplot2::ggplot() + - ggplot2::aes(x = n_cells) + - ggplot2::geom_histogram(fill = "midnightblue") + - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = round(mean(n_cells),0), colour="red",linetype="dashed")+ - ggplot2::ggtitle("Distribution of number of observation in cells")+ - ggplot2::xlab("Number of Observation in Cells")+ - ggplot2::ylab("Number of Occurrences")+ - ggplot2::annotate("text",x =round(mean(n_cells),0), - y = Inf,vjust=1,hjust=-0.5, - label = round(mean(n_cells),0),fontface = "bold") - - # MAD Calibration - # browser() - ####### MAD Plot ################ - predictions_train = list() - predictions_train <- predictHVT( - data = data, - hvt.results.model=hvt.results, - child.level = level, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - mad.threshold = quant.err, - distance_metric = distance_metric, - error_metric = error_metric - ) - - mad_plot_train=madPlot(predictions_train) - - df_sing=data.frame( - "Centroid_Type"=c("Singletons","Non-Singletons"), - n=c(singleton_count,(num_cells-singleton_count)) - )%>% - dplyr::mutate(perc = `n` / sum(`n`)) %>% - dplyr::arrange(perc) %>% - dplyr::mutate(labels = scales::percent(perc)) - - - sing_pie=ggplot2::ggplot(df_sing, aes(x = "", y = perc, fill = Centroid_Type)) + - ggplot2::geom_col(color = "white") + - ggplot2::geom_label(aes(label = labels), - position = position_stack(vjust = 0.5), - show.legend = FALSE,colour="white",fontface = "bold") + - ggplot2::guides(fill = guide_legend(title = "Centroid_Type")) + - # scale_fill_viridis_d() + - ggplot2::coord_polar(theta = "y") + - ggplot2::scale_fill_manual(values=c("#2C83B5","#EE6A42"))+ - ggplot2::theme_void()+ggplot2::labs(title = "Singletons Pie Chart: HVT Model | Train Data", - caption = paste("Total number of centroids:",num_cells,",Singletons:",singleton_count,",Non-Singletons:",(num_cells-singleton_count))) - sing_pie - - - plot_list=list( - cent_plot = p_cent, - datapoint_plot = p_datapoint, - number_plot = p_obs, - mad_plot_train=mad_plot_train, - singleton_piechart=sing_pie, - singleton_count=list(singleton_count=singleton_count, - num_cells=num_cells, - singleton_count_percentage=(singleton_count/num_cells)*100) - - - ) - return(plot_list) - -} - - - - - - - - - - - diff --git a/muHVT_3.0.1/muHVT/R/diagSuggestion.R b/muHVT_3.0.1/muHVT/R/diagSuggestion.R deleted file mode 100644 index 85e12de..0000000 --- a/muHVT_3.0.1/muHVT/R/diagSuggestion.R +++ /dev/null @@ -1,65 +0,0 @@ - - -diagSuggestion <- function(hvt.results, - data, - level, - quant.err, - distance_metric="L1_Norm", - error_metric="max", - ...){ - - requireNamespace("reshape2") - requireNamespace("dplyr") - - ##### Min Inter-Centroid distance plot - # browser() - newdfMapping <- hvt.results[[3]][["summary"]] - - x <- newdfMapping %>% - dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < quant.err | n <= 3))) - x <- x[x%>%complete.cases(),] - - singleton_count=sum(x$Quant.Error< 0.0001) - num_cells=length(x$Quant.Error) - - # x <- hvt.results[[3]][["summary"]] - d <- stats::dist(x,method = "manhattan") - df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) - df <- df[df$value!=0,] - df$value <- df$value/ncol(x) - df_cent <- df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) - - - mean_cent_train=mean(df_cent$min_dist) - - ##### Min Inter-Point distance plot - - # browser() - # x=data - d = stats::dist(data,method = "manhattan") - df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) - df=df[df$value!=0,] - df$value=df$value/ncol(data) - df_data = df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) - - mean_dist_train=mean(df_data$min_dist) - - - diag_list=list( - mean_centroid_train = mean_cent_train, - mean_distance_train = mean_dist_train - ) - return(diag_list) - -} - - - - - - - - - - - diff --git a/muHVT_3.0.1/muHVT/R/exploded_hmap.R b/muHVT_3.0.1/muHVT/R/exploded_hmap.R deleted file mode 100644 index 365cf1e..0000000 --- a/muHVT_3.0.1/muHVT/R/exploded_hmap.R +++ /dev/null @@ -1,307 +0,0 @@ -#' @name exploded_hmap -#' -#' @title Function to construct an interactive 3D heatmap overlay for each HVT Level -#' -#' @param hvt.results List. A list of hvt.results obtained from the HVT -#' function. -#' @param child.level Numeric. Indicating the level for which the heat map is -#' to be plotted. -#' @param hmap.cols Numeric or Character. The column number of column name from -#' the dataset indicating the variables for which the heat map is to be -#' plotted. -#' @param n_cells.hmap Numeric. An integer indicating the number of clusters per -#' hierarchy (level) -#' @param sepration_width Numeric. An integer indicating the width between two Levels -#' @param layer_opacity Numeric. A vector indicating the opacity of each layer/ level -#' @param dim_size Numeric. An integer indicating the dimension size used to create the matrix for the plot -#' @param ... color.vec and line.width can be passed from here -#' @author Shubhra Prakash -#' @export exploded_hmap -#' -#' -exploded_hmap <- - function (hvt.results, - child.level=NULL, # Numeric - hmap.cols= NULL, # Character - n_cells.hmap = NULL, # Numeric - sepration_width=7, - layer_opacity=c(0.5,0.75,0.99), - dim_size=1000, - ...){ - - # library(tidyverse) - # library(plotly) - maxDepth <- min(child.level,max(hvt.results[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) - summaryDF = hvt.results[[3]][["summary"]] - valuesDataframe <- data.frame( - depth = 0, - cluster = 0, - child = 0, - qe=0, - n_cluster=0, - value = 0, - cellID = 0 - ) - positionsDataframe <- data.frame( - depth = 0, - cluster = 0, - child = 0, - x = 0, - y = 0 - ) - - centroidDataframe <- data.frame(x = 0, y = 0, lev = 0) - - for (depth in 1:maxDepth) { - if (depth < 3){ - - for (clusterNo in names(hvt.results[[2]][[depth]])) { - for (childNo in 1:length(hvt.results[[2]][[depth]][[clusterNo]])) { - if (!is.null(hvt.results[[2]][[depth]][[clusterNo]])) { - summaryFilteredDF <- - summaryDF %>% dplyr::filter( - Segment.Level == depth, - Segment.Parent == clusterNo, - Segment.Child == childNo - ) - - current_cluster = hvt.results[[2]][[depth]][[clusterNo]][[childNo]] - - - val = summaryFilteredDF[, hmap.cols] - qe = summaryFilteredDF[, "Quant.Error"] - ncluster = summaryFilteredDF[, "n"] - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - if("Cell.ID" %in% colnames(summaryFilteredDF)){ - cell_ID = summaryFilteredDF[, "Cell.ID"] - } else{ - cell_ID = 0 - } - valuesDataframe <- - rbind( - valuesDataframe, - data.frame( - depth = depth, - cluster = clusterNo, - child = childNo, - qe=qe, - n_cluster=ncluster, - value = val, - cellID = cell_ID - ) - ) - positionsDataframe <- - rbind( - positionsDataframe, - data.frame( - depth = rep(depth, length(x)), - cluster = rep(clusterNo, length(x)), - child = rep(childNo, length(x)), - x = x, - y = y - ) - ) - - centroidDataframe <- - rbind(centroidDataframe, - data.frame( - x = as.numeric(current_cluster[["pt"]][["x"]]), - y = as.numeric(current_cluster[["pt"]][["y"]]), - lev = depth - )) - - - - } - - } - } - - }else{ - for (clusterNo in 1:n_cells.hmap^(child.level-1)) { - for (childNo in 1:length(hvt.results[[2]][[depth]][[as.character(clusterNo)]])) { - if (!is.null(hvt.results[[2]][[depth]][[as.character(clusterNo)]])) { - summaryFilteredDF <- - summaryDF %>% dplyr::filter( - Segment.Level == depth, - Segment.Parent == clusterNo, - Segment.Child == childNo - ) - - current_cluster = hvt.results[[2]][[depth]][[as.character(clusterNo)]][[childNo]] - - - val = summaryFilteredDF[, hmap.cols] - qe = summaryFilteredDF[, "Quant.Error"] - - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - if("Cell.ID" %in% colnames(summaryFilteredDF)){ - cell_ID = summaryFilteredDF[, "Cell.ID"] - } else{ - cell_ID = 0 - } - valuesDataframe <- - rbind( - valuesDataframe, - data.frame( - depth = depth, - cluster = clusterNo, - child = childNo, - qe=qe, - n_cluster=ncluster, - value = val, - cellID = cell_ID - ) - ) - positionsDataframe <- - rbind( - positionsDataframe, - data.frame( - depth = rep(depth, length(x)), - cluster = rep(clusterNo, length(x)), - child = rep(childNo, length(x)), - x = x, - y = y - ) - ) - - centroidDataframe <- - rbind( - centroidDataframe, - data.frame( - x = as.numeric(current_cluster[["pt"]][["x"]]), - y = as.numeric(current_cluster[["pt"]][["y"]]), - lev = depth - ) - ) - } - } - } - } - } - valuesDataframe <- valuesDataframe[2:nrow(valuesDataframe), ] - - positionsDataframe <- - positionsDataframe[2:nrow(positionsDataframe), ] - - centroidDataframe <- - centroidDataframe[2:nrow(centroidDataframe), ] - - - datapoly <- - merge(valuesDataframe, - positionsDataframe, - by = c("depth", "cluster", "child")) - - - - Level_list = lapply(1:maxDepth, function(x) { - temp_df=datapoly[datapoly$depth==x,] - min_x=min(datapoly$x) - max_x=max(datapoly$x) - min_y=min(datapoly$y) - max_y=max(datapoly$y) - temp_df = temp_df %>% mutate(name=paste0("Segment",cluster,"-",child)) - # segments_number=unique() - returnList=split(temp_df, f =temp_df$name ) - return(list(returnList, - min_x, - max_x, - min_y, - max_y)) - }) - - - -# Level_1_data= data %>% dplyr::filter(depth) - ##################################################################################### - depth_wise_surface =function(finalList - # , - # hmap.cols, - # dim_size - ){ - # browser() - column <- hmap.cols - min_x = unlist(finalList[[2]]) - max_x = unlist(finalList[[3]]) - min_y = unlist(finalList[[4]]) - max_y = unlist(finalList[[5]]) - - # dim_size = 10000 - y <- rep(1:dim_size, times = dim_size) - x <- rep(1:dim_size, each = dim_size) - hvtVolcanoMatrix <- rep(0, each = dim_size^2) - for (k in names(finalList[[1]])) { - eval(parse( - text = paste0( - 'polygon_x <- round(scales::rescale(finalList[[1]]$`', - k, - '`$x, to=c(0, ', dim_size,'), from = c(min_x,max_x)))' - ) - )) - eval(parse( - text = paste0( - 'polygon_y <- round(scales::rescale(finalList[[1]]$`', - k, - '`$y, to=c(0, ', dim_size,'), from = c(min_y,max_y)))' - ) - )) - present <- sp::point.in.polygon(x, y, polygon_x, polygon_y) - eval(parse( - text = paste0( - 'quantError <- finalList[[1]]$`', - k, - '`$value[1]' - ) - )) - hvtVolcanoMatrix[which(present != 0)] <- quantError - } - - hvtVolcanoMatrix <- matrix(hvtVolcanoMatrix, nrow = dim_size) - return(hvtVolcanoMatrix) - } - - ##################################################################################### - - temp_hvtVolcanoMatrix= lapply(Level_list, depth_wise_surface) - number_of_layers = length(temp_hvtVolcanoMatrix) - p = plotly::plot_ly(showscale=F) - - temp=lapply(1: number_of_layers, function(i){ - hvtVolcanoMatrix=temp_hvtVolcanoMatrix[[i]] - ((i-1) * sepration_width) - p <<- p %>% - plotly::add_surface(z = ~ hvtVolcanoMatrix,opacity = layer_opacity[i] ,name=paste("Layer_",i), showlegend = T) - }) - - p<-p %>% - plotly::config( displaylogo = F) %>% - plotly::layout( - zaxis = list(title = hmap.cols), - title = paste( - "Hierarchical Voronoi Tessellation 3D Surface plot with", - hmap.cols, - "Heatmap Overlay" - ), - scene = list(zaxis = list(title = hmap.cols)) - ) - - - - return(suppressMessages(p)) - - } - - - - - - - - - - - - - diff --git a/muHVT_3.0.1/muHVT/R/getCentroids.R b/muHVT_3.0.1/muHVT/R/getCentroids.R deleted file mode 100644 index ba180b8..0000000 --- a/muHVT_3.0.1/muHVT/R/getCentroids.R +++ /dev/null @@ -1,100 +0,0 @@ -#' @importFrom magrittr %>% - -# The function should take dataframe having m rows and n dimension as input. It should return distance from the center for each row or should return 0 if nrow(df) < 1 -# distance_metric=c("L1_Norm","L2_Norm") -# quant_method=c("kmeans","kmedoids") - -getCentroids <- - function (x, - kout, - n_cells, - function_to_calculate_distance_metric, - function_to_calculate_error_metric, - distance_metric = "L1_Norm", - quant_method=c("kmeans","kmedoids"), - ...) { - # browser() - if (quant_method == "kmeans") { - centl <- nout <- outl <- list() - options(warn = -1) - x <- data.frame(x) - # calculate_error <- x %>% dplyr::group_by(kout$cluster) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) - calculate_error <- - x %>% - group_by(kout$cluster) %>% - tidyr::nest() %>% - # calculate the distance for each datapoint for each cluster wrt to its centroid as per L1 or L2 norm - dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% - # arrange the dataframe by cluster number - dplyr::arrange(`kout$cluster`) %>% - dplyr::rename(err = data) - - # calcuate the quant error for each cluster as per error_metric = "mean" or "max" - calculate_error_for_each_cluster <- - lapply(calculate_error$err, function_to_calculate_error_metric) - maxQE_each_cluster <- lapply(calculate_error$err, "max") - meanQE_each_cluster <- lapply(calculate_error$err, "mean") - centl <- calculate_error_for_each_cluster - outl <- - c(1:n_cells) %>% purrr::map( ~ x[kout$cluster == .x, ]) - nout <- as.list(kout$size) - #return centroids, datapoints and size of each cluster - return( - list( - centers = centl, - maxQE = maxQE_each_cluster, - values = outl, - nsize = nout, - meanQE = meanQE_each_cluster - ) - ) - - ############################## Medoid implementation ############################################### - - } else if (quant_method == "kmedoids") { - if (distance_metric == "L1_Norm") { - distance_metric = "manhattan" - } else if (distance_metric == "L2_Norm") { - distance_metric = "euclidean" - } - - - kmedoids_model <- - cluster::pam( - x = cluster::daisy(x, metric = distance_metric), - k = n_cells, - diss = TRUE, - keep.data = F - ) - - centl <- nout <- outl <- list() - options(warn = -1) - x <- data.frame(x) - # calculate_error <- x %>% dplyr::group_by(kout$cluster) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) - calculate_error <- - x %>% dplyr::group_by(kmedoids_model[["clustering"]]) %>% tidyr::nest() %>% dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% arrange(`kmedoids_model[["clustering"]]`) %>% dplyr::rename(err = - data) - calculate_error_for_each_cluster <- - lapply(calculate_error$err, function_to_calculate_error_metric) - maxQE_each_cluster <- lapply(calculate_error$err, "max") - meanQE_each_cluster <- lapply(calculate_error$err, "mean") - centl <- calculate_error_for_each_cluster - outl <- - c(1:n_cells) %>% purrr::map(~ x[kmedoids_model[["clustering"]] == .x,]) - nout <- - as.list(as.numeric(table(kmedoids_model[["clustering"]]))) - - sum_val = as.data.frame(x[kmedoids_model[["medoids"]],]) - #return centroids, datapoints and size of each cluster - return( - list( - centers = centl, - maxQE = maxQE_each_cluster, - values = outl, - nsize = nout, - meanQE = meanQE_each_cluster, - sum_val = sum_val - ) - ) - } - } diff --git a/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R b/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R deleted file mode 100644 index b183a77..0000000 --- a/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R +++ /dev/null @@ -1,26 +0,0 @@ -#' @importFrom magrittr %>% -#' @import dplyr -#' @import tidyr - -getCentroids_for_opti <- function (x, kout, n_cells,function_to_calculate_distance_metric,function_to_calculate_error_metric){ - requireNamespace("dplyr") - requireNamespace("tidyr") - requireNamespace("magrittr") - # browser() - calculate_error<- centl <- list() - # calculate_error <- x %>% dplyr::group_by(kout$clust) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) - calculate_error <- - x %>% - dplyr::group_by(kout$cluster) %>% - tidyr::nest() %>% - dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% - dplyr::arrange(`kout$cluster`) %>% - dplyr::rename(err = data) - - centl <-lapply(calculate_error$err,function_to_calculate_error_metric) - maxQE<- lapply(calculate_error$err, "max") - meanQE<- lapply(calculate_error$err, "mean") - - return(list(centl,maxQE,meanQE)) - -} \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R b/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R deleted file mode 100644 index 1c660f3..0000000 --- a/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R +++ /dev/null @@ -1,154 +0,0 @@ -#' getOptimalCentroids -#' -#' Get Optimal Centroids -#' -#' The raw data is first scaled and this scaled data is supplied as input to -#' the vector quantization algorithm. Vector quantization technique uses a -#' parameter called quantization error. This parameter acts as a threshold and -#' determines the number of levels in the hierarchy. It means that, if there -#' are 'n' number of levels in the hierarchy, then all the clusters formed till -#' this level will have quantization error equal or greater than the threshold -#' quantization error. The user can define the number of clusters in the first -#' level of hierarchy and then each cluster in first level is sub-divided into -#' the same number of clusters as there are in the first level. This process -#' continues and each group is divided into smaller clusters as long as the -#' threshold quantization error is met. The output of this technique will be -#' hierarchically arranged vector quantized data. -#' -#' @param x Data Frame. A dataframe of multivariate data. Each row corresponds to an -#' observation, and each column corresponds to a variable. Missing values are -#' not accepted. -#' @param n_cells Numeric. Indicating the number of nodes per hierarchy. -#' @param depth Numeric. Indicating the hierarchy depth (or) the depth of the -#' tree (1 = no hierarchy, 2 = 2 levels, etc..) -#' @param quant.err Numeric. The quantization error for the algorithm. -#' @param algorithm String. The type of algorithm used for quantization. -#' Available algorithms are Hartigan and Wong, "Lloyd", "Forgy", "MacQueen". -#' (default is "Hartigan-Wong") -#' @param distance_metric Character. The distance metric to calculate inter point distance. It can be 'L1_Norm" or "L2_Norm". L1_Norm is selected by default. -#' @param function_to_calculate_distance_metric Function. The function is to find 'L1_Norm" or "L2_Norm" distances. L1_Norm is selected by default. -#' @param function_to_calculate_error_metric Character. The error metric can be "mean" or "max". mean is selected by default -#' @param quant_method Character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default -#' @return \item{values}{ List. A list showing observations assigned to a cluster.} -#' \item{maxQE}{ List. A list corresponding to maximum QE values for each cell. } -#' \item{meanQE}{ List. A list corresponding to mean QE values for each cell. } -#' \item{centers}{ List. A list of quantization error for all levels and nodes. } -#' \item{nsize}{ List. A list corresponding to number of observations in respective groups. } -#' @author Shubhra Prakash , Sangeet Moy Das -#' @keywords internal - -getOptimalCentroids <- - function (x, - iter.max, - algorithm, - n_cells, - function_to_calculate_distance_metric, - function_to_calculate_error_metric=c("mean","max"), - quant.err, - distance_metric = "L1_Norm", - quant_method=c("kmeans","kmedoids"),... - ){ - # browser() - if(quant_method == "kmeans"){ - - options(warn = -1) - # Start with splitting data into three clusters - nclust_iter <- 3 - outkinit <- list(centers = numeric(),maxQE = numeric(),meanQE = numeric(), values = logical() , nsize = numeric()) - quantok <- rep(T, n_cells) - - # Check if 3 <= No of clusters AND No of cells in a cluster > 3 AND flag to check QE for all clusters - while(nclust_iter <= n_cells & nrow(x) > nclust_iter & (sum(quantok,na.rm = T) > 0)) { - resplt <- list() - #outkinit will have centroids and datapoints and size of the cluster - set.seed(100) - kout<-stats::kmeans(x, nclust_iter, iter.max=10^5, algorithm=algorithm) - result <- getCentroids_for_opti(x,kout, nclust_iter,function_to_calculate_distance_metric,function_to_calculate_error_metric) - - outkinit[[1]] <- result[[1]] - outkinit[[2]] <- result[[2]] - outkinit[[3]] <- result[[3]] - #flag to check for quantization error - resplt <- unlist(outkinit$centers) > quant.err - quantok <- unlist(resplt) - nclust_iter <- nclust_iter + 1 - } - clusts <- nclust_iter-1 - outkinit[[4]] <- c(1:clusts) %>% purrr::map(~x[kout$cluster==.x,]) - outkinit[[5]] <- as.list(kout$size) - outkinit[["centroid_val"]] <- kout$centers - - dummy_iter = n_cells - nclust_iter + 1 - - if(dummy_iter !=0){ - outkinit[["centers"]] <- c(outkinit[["centers"]],as.list(rep(NA,dummy_iter))) - outkinit[["maxQE"]] <- c(outkinit[["maxQE"]],as.list(rep(NA,dummy_iter))) - outkinit[["meanQE"]] <- c(outkinit[["meanQE"]],as.list(rep(NA,dummy_iter))) - outkinit[["values"]] <- c(outkinit[["values"]],as.list(rep(NA,dummy_iter))) - outkinit[["nsize"]] <- c(outkinit[["nsize"]],as.list(rep(0,dummy_iter))) - temprow <- matrix(c(rep.int(NA,length(outkinit[["centroid_val"]][1,]))),nrow=length(nclust_iter:n_cells),ncol=length(outkinit[["centroid_val"]][1,])) - outkinit[["centroid_val"]] <- rbind(outkinit[["centroid_val"]],temprow) - } - # return centroids, datapoints and size of each cluster - return(outkinit) - }else if(quant_method == "kmedoids"){ - options(warn = -1) - # Start with splitting data into three clusters - # browser() - nclust_iter <- 3 - outkinit <- list(centers = numeric(),maxQE = numeric(),meanQE = numeric(), values = logical() , nsize = numeric()) - quantok <- rep(T, n_cells) - if(distance_metric == "L1_Norm") { - distance_metric = "manhattan" - }else if(distance_metric == "L2_Norm") { - distance_metric = "euclidean" - } - kout=list() - while(nclust_iter <= n_cells & nrow(x) > nclust_iter & (sum(quantok,na.rm = T) > 0)) { - resplt <- list() - #outkinit will have centroids and datapoints and size of the cluster - set.seed(100) - - kmedoids_model <- - cluster::pam( - x = cluster::daisy(x, metric = distance_metric), - k = nclust_iter, - diss = TRUE, - keep.data = F - ) - kout$cluster=kmedoids_model[["clustering"]] - result<- getCentroids_for_opti(x,kout, nclust_iter,function_to_calculate_distance_metric,function_to_calculate_error_metric) - outkinit[[1]] <-result[[1]] - outkinit[[2]]<- result[[2]] - outkinit[[3]]<- result[[3]] - - - #flag to check for quantization error - resplt <- unlist(outkinit$centers) > quant.err - quantok <- unlist(resplt) - nclust_iter <- nclust_iter + 1 - } - kout$size=as.numeric(table(kmedoids_model[["clustering"]])) - kout$centers=as.matrix(x[kmedoids_model[["medoids"]],]) - clusts <- nclust_iter-1 - outkinit[[4]] <- c(1:clusts) %>% purrr::map(~x[kout$cluster==.x,]) - outkinit[[5]] <- as.list(kout$size) - outkinit[["centroid_val"]] <- kout$centers - - dummy_iter = n_cells - nclust_iter + 1 - - if(dummy_iter !=0){ - outkinit[["centers"]] <- c(outkinit[["centers"]],as.list(rep(NA,dummy_iter))) - outkinit[["maxQE"]] <- c(outkinit[["maxQE"]],as.list(rep(NA,dummy_iter))) - outkinit[["meanQE"]] <- c(outkinit[["meanQE"]],as.list(rep(NA,dummy_iter))) - outkinit[["values"]] <- c(outkinit[["values"]],as.list(rep(NA,dummy_iter))) - outkinit[["nsize"]] <- c(outkinit[["nsize"]],as.list(rep(0,dummy_iter))) - temprow <- matrix(c(rep.int(NA,length(outkinit[["centroid_val"]][1,]))),nrow=length(nclust_iter:n_cells),ncol=length(outkinit[["centroid_val"]][1,])) - outkinit[["centroid_val"]] <- rbind(outkinit[["centroid_val"]],temprow) - - } - # return centroids, datapoints and size of each cluster - return(outkinit) - } - - } diff --git a/muHVT_3.0.1/muHVT/R/get_cell_id.R b/muHVT_3.0.1/muHVT/R/get_cell_id.R deleted file mode 100644 index d1b7815..0000000 --- a/muHVT_3.0.1/muHVT/R/get_cell_id.R +++ /dev/null @@ -1,47 +0,0 @@ -#' Cell ID -#' -#' @title Function to generate cell ID based on 1D sammons projection -#' -#' @description To generate cell id for the multivariate data, the data is being projected from n-dimensions to 1-dimension -#' and the cell id is being assigned by ordering these values and finding the corresponding indexes. The output CellID gets -#' appended to the HVT model. -#' -#' @param hvt.results List. A list of hvt.results obtained from the HVT -#' function. -#' @author Shubhra Prakash -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#'get_cell_id (hvt.results) -#' @export get_cell_id - - -get_cell_id <- function (hvt.results){ -# browser() - generic_col=c("Segment.Level","Segment.Parent","Segment.Child","n","Quant.Error") - temp_summary=hvt.results[[3]][["summary"]] %>% dplyr::select(!generic_col) %>% dplyr::mutate(id=row_number()) - cent_val= temp_summary %>% subset(.,complete.cases(.)) - set.seed(123) - sammon_1d_cord <- MASS::sammon( - d = stats::dist(cent_val %>% dplyr::select(!id),method = "manhattan"), - niter = 10 ^ 5, - trace = FALSE, - k=1 - )$points - temp_df=data.frame(sammon_1d_cord,id=cent_val$id)%>%dplyr::arrange(sammon_1d_cord) %>% dplyr::mutate(Cell.ID=row_number()) %>% dplyr::select(!sammon_1d_cord) - temp_summary = dplyr::left_join(temp_summary,temp_df,by="id") %>% select(!"id") - hvt.results[[3]][["summary"]]$Cell.ID=temp_summary$Cell.ID - - return(hvt.results[[3]][["summary"]]) - } - - - - diff --git a/muHVT_3.0.1/muHVT/R/global.R b/muHVT_3.0.1/muHVT/R/global.R deleted file mode 100644 index 9875a6a..0000000 --- a/muHVT_3.0.1/muHVT/R/global.R +++ /dev/null @@ -1,14 +0,0 @@ -#' @import utils -#' - -utils::globalVariables(c(".","k","Segment.Level","Segment.Child","Quant.Error", - "noOfCellsBelowQuantizationError","noOfCells","index", - "Segment.Parent","cluster","child","value", - "min_dist", "perc", "Centroid_Type", "polygon_x", "polygon_y", - "quantError", "kout$cluster", 'kmedoids_model[["clustering"]]', - "cellID", "Mean_Absolute_Deviation", "Percentage_of_Anomalous_Points", - "hvt.results", "Index", "centroidRadius", "sumOriginal", "Quant.Error.x", - "n.x", "n.y", "Quant.Error.y", "Scored.Quant.Error", "anomalyFlag", - "bp.x", "bp.y", "x", "y", "density","Cell.ID","Cell.Number","MapA.Cell.ID","MapA.Segment.Child","MapA.Segment.Level" - ,"MapA.Segment.Parent","MapC.Cell.ID","MapC.Cell.Path","MapC.Segment.Child","MapC.Segment.Level","MapC.Segment.Parent", - "Row.Number","identified_outlier_cells", "Cell.ID.x", "Cell.ID.y", "Layer1.Cell.ID", "Layer2.Cell.ID", "Segment.Child.x", "Segment.Child.y", "Segment.Level.x", "Segment.Level.y", "Segment.Parent.x", "Segment.Parent.y", "discard", "identified_Novelty_cells", "mapC_cell_path", "setnames")) \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/hvq.R b/muHVT_3.0.1/muHVT/R/hvq.R deleted file mode 100644 index 3178c2c..0000000 --- a/muHVT_3.0.1/muHVT/R/hvq.R +++ /dev/null @@ -1,425 +0,0 @@ -#' hvq -#' -#' Hierarchical Vector Quantization -#' -#' The raw data is first scaled and this scaled data is supplied as input to -#' the vector quantization algorithm. Vector quantization technique uses a -#' parameter called quantization error. This parameter acts as a threshold and -#' determines the number of levels in the hierarchy. It means that, if there -#' are 'n' number of levels in the hierarchy, then all the clusters formed till -#' this level will have quantization error equal or greater than the threshold -#' quantization error. The user can define the number of clusters in the first -#' level of hierarchy and then each cluster in first level is sub-divided into -#' the same number of clusters as there are in the first level. This process -#' continues and each group is divided into smaller clusters as long as the -#' threshold quantization error is met. The output of this technique will be -#' hierarchically arranged vector quantized data. -#' -#' @param x Data Frame. A dataframe of multivariate data. Each row corresponds to an -#' observation, and each column corresponds to a variable. Missing values are -#' not accepted. -#' @param min_compression_perc Numeric. An integer indicating the minimum percent compression rate to -#' be achieved for the dataset -#' @param n_cells Numeric. Indicating the number of nodes per hierarchy. -#' @param depth Numeric. Indicating the hierarchy depth (or) the depth of the -#' tree (1 = no hierarchy, 2 = 2 levels, etc..) -#' @param quant.err Numeric. The quantization error for the algorithm. -#' @param algorithm String. The type of algorithm used for quantization. -#' Available algorithms are Hartigan and Wong, "Lloyd", "Forgy", "MacQueen". -#' (default is "Hartigan-Wong") -#' @param distance_metric character. The distance metric can be 'L1_Norm" or "L2_Norm". L1_Norm is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param quant_method character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default -#' @return \item{clusters}{ List. A list showing each ID assigned to a cluster. -#' } \item{nodes.clust}{ List. A list corresponding to nodes' details. } -#' \item{idnodes}{ List. A list of ID and segments similar to -#' \code{nodes.clust} with additional columns for nodes ID. } -#' \item{error.quant}{ List. A list of quantization error for all levels and -#' nodes. } \item{plt.clust}{ List. A list of logical values indicating if the -#' quantization error was met. } \item{summary}{ Summary. Output table with -#' summary. } -#' @author Shubhra Prakash , Sangeet Moy Das -#' @seealso \code{\link{hvtHmap}} -#' @importFrom magrittr %>% -#' @importFrom stats complete.cases -#' @examples -#' -#' data("USArrests",package="datasets") -#' hvqOutput = hvq(USArrests, n_cells = 5, depth = 2, quant.err = 0.2, -#' distance_metric='L1_Norm',error_metric='mean',quant_method="kmeans") -#' -#' @export hvq -#' @keywords internal - -hvq <- - function (x, - min_compression_perc = NA, - n_cells = NA, - depth = 3, - quant.err = 10, - algorithm = "Hartigan-Wong", - distance_metric = c("L1_Norm", "L2_Norm"), - error_metric = c("mean", "max"), - quant_method=c("kmeans","kmedoids") - ) { - - requireNamespace("dplyr") - # browser() - - rescl <- list() - resid <- list() - resm <- list() - maxqe <- list() - meanqe <- list() - resplt <- list() - ztab3up <- list() - ztab1 <- ztab2 <- ztabn <- NULL - ztab11 <- ztab12 <- ztab13 <- NULL - zdepth <- depth - if(!is.na(n_cells)){ - quantinit <- rep(F, n_cells) - ztab3upc<-matrix(0, nrow = ncol(x), n_cells) - std<-matrix(0, nrow = ncol(x), n_cells) - } - - set.seed(300) - # flog.info("Parameters are initialized") - #outkinit will have centroids and datapoints and size of the cluster - # outkinit <- getOptimalCentroids(x, iter.max=100, algorithm=algorithm, n_cells,distance_metric=distance_metric,error_metric=error_metric,quant.err=quant.err) - - colSd <- function (x, na.rm=FALSE) apply(X=x, MARGIN=2, FUN=stats::sd, na.rm=na.rm) - - calculate_euclidean_distance_for_each_cluster <- function(x){ - sqrt(rowSums(scale(x,center = T,scale = F)^2))/ncol(x) - } - - calculate_manhattan_distance_for_each_cluster <- function(x){ - rowSums(abs(scale(x,center = T,scale = F)))/ncol(x) - } - - - ## for distance metrics i.e; manhattan or eucleadian - if(distance_metric == "L1_Norm"){ - function_to_calculate_distance_metric <- calculate_manhattan_distance_for_each_cluster - } else if(distance_metric == "L2_Norm"){ - function_to_calculate_distance_metric <- calculate_euclidean_distance_for_each_cluster - } else{ - stop('distance_metric must be L1_Norm (Manhattan), L2_Norm (Euclidean) or a custom distance function') - } - - ## for error metric i.e; mean or max - if(error_metric %in% c("mean","max")){ - function_to_calculate_error_metric <- error_metric - } else{ - stop('error_metric must be max,mean or custom function') - } - - if(!is.na(min_compression_perc)){ - depth <- 1 - compress_percent <- 0 - n_cells_compress_perc = 2 - num_data_points <- rep(F, n_cells_compress_perc) - n_cells_quant_err_list <- list() - n_cells = NA - - while(n_cells_compress_perc < nrow(x) & compress_percent <= min_compression_perc){ - quantinit <- rep(F, n_cells_compress_perc) - ztab3upc<-matrix(0, nrow = ncol(x), n_cells_compress_perc) - std<-matrix(0, nrow = ncol(x), n_cells_compress_perc) - # print(n_cells_compress_perc) - outkinit <- getCentroids(x=x, - kout = stats::kmeans(x, n_cells_compress_perc, iter.max=10^5, algorithm=algorithm), - n_cells=n_cells_compress_perc, - function_to_calculate_distance_metric=function_to_calculate_distance_metric, - function_to_calculate_error_metric=function_to_calculate_error_metric, - distance_metric=distance_metric, - quant_method = quant_method) - - n_cells_quant_err_list <- unlist(outkinit$cent) - noOfCells = sum(!is.na(n_cells_quant_err_list)) - noOfCellsBelowQuantizationError = sum(n_cells_quant_err_list < quant.err,na.rm = TRUE) - compress_percent = round((noOfCellsBelowQuantizationError/noOfCells) * 100, 2) #percentOfCellsBelowQuantizationErrorThreshold - n_cells_compress_perc <- n_cells_compress_perc + 1 - } - n_cells_optimal <- n_cells_compress_perc - 1 - print(paste0("For the given dataset ",min_compression_perc,"% compression rate is achieved at n_cells : ", n_cells_optimal)) - - }else{ - - outkinit <- getCentroids(x=x, - kout = stats::kmeans(x, n_cells, iter.max=10^5, algorithm=algorithm), - n_cells=n_cells, - function_to_calculate_distance_metric=function_to_calculate_distance_metric, - function_to_calculate_error_metric=function_to_calculate_error_metric, - distance_metric=distance_metric, - quant_method = quant_method) - - n_cells_optimal <- n_cells - } - - # names(outkinit$val) <- seq_along(outkinit$val) - rescl[[1]] <- outkinit$val - tet <- lapply(outkinit$val, row.names) - - # tet <- lapply(1:length(tet),function(k){ - # data.frame(tet[[as.character(k)]], 1, 1, k) - # }) - # tet <- lapply(1:length(tet),function(k){ - # k<- as.character(k) - # if(length(tet[[k]])!=0) - # data.frame(tet[[as.character(k)]], 1, 1, k) - # else data.frame(`tet..as.character.k...`=character(0), `1`=numeric(0),'1'=numeric(0), k=integer(0)) - # }) - - #length(tet) = no of clusters - for (k in 1:length(tet)){ - #print(k) - tet[[k]] <- data.frame(tet[[k]], 1, 1, k) - #print(head(tet[[k]])) - } - - names(tet) <- paste(1:length(tet)) - # names(tet) <- seq_along(tet) - # for (k in 1: length(tet)) - # tet[[as.character(k)]] <- data.frame(tet[[as.character(k)]], 1, 1, k) - #ID for each datapoint - resid[[1]] <- tet - #centroids of each cluster - # names(outkinit$cent) <- seq_along(outkinit$cent) - resm[[1]] <- outkinit$cent - maxqe[[1]] <- outkinit$maxQE - meanqe[[1]] <- outkinit$meanQE - #flag to check for quantization error - resplt[[1]] <- unlist(outkinit$cent) > quant.err - #initial values for next level k-means - # names(outkinit$values)<-seq_along(outkinit$values) - initclust <- outkinit$values - - - if (depth > 1) { - # flog.info("HVQ calculation started") - i <- 1 - while (i < depth) { - ijclust <- NULL - #stores values of datapoints - ijrescl <- list() - #ids of the datapoints - ijresid <- list() - #to store the centroids - ijresm <- list() - # to store max qe as radius for anomalies - ijmaxqe <- list() - ijmeanqe <- list() - #flag to check the quantization error - ijresplt <- list() - #number of datapoints in a cluster - ijresnsize <- list() - ijztab3up <- list() - #flag which checks quantization error - quantok <- unlist(resplt[[i]]) - j <- 1 - - ## Intervention 1 - while (j < (n_cells^i) + 1) { - - #if datapoint exceeds quantization error and number of datapoints in that cluster is greater than n_cells - if (quantok[j] & NROW(initclust[[j]]) > 3) { - #k-means on the initclust to obtain the next level clustering(sub-clusters) - z = data.frame(initclust[[j]]) - # try( - # outk <- getOptimalCentroids_new(z, iter.max = 10^5, algorithm = algorithm, n_cells, n_min_points, function_to_calculate_distance_metric, function_to_calculate_error_metric, quant.err = quant.err, distance_metric = distance_metric, quant_method=quant_method) - outk <- getOptimalCentroids(z, iter.max = 10^5, algorithm = algorithm, n_cells, function_to_calculate_distance_metric, function_to_calculate_error_metric, quant.err = quant.err, distance_metric = distance_metric, quant_method=quant_method) - # ) - - # outk$centers <- outk$centers[-which(sapply(outk$centers, is.na))] - # outk$maxQE <- outk$maxQE[-which(sapply(outk$maxQE, is.na))] - # outk$meanQE <- outk$meanQE[-which(sapply(outk$meanQE, is.na))] - # outk$values <- outk$values[-which(sapply(outk$values, is.na))] - # outk$nsize <- outk$nsize[-which(sapply(outk$nsize, is.na))] - - # browser() - # outk <- getOptimalCentroids(initclust[[j]], iter.max = 100, algorithm = algorithm, n_cells,distance_metric = distance_metric,error_metric = error_metric,quant.err = quant.err) - - # outk <- getCentroids(initclust[[j]], kout = stats::kmeans(initclust[[j]], n_cells, iter.max = 100, algorithm = algorithm), n_cells,distance_metric = distance_metric,error_metric = error_metric) - #store the datapoints - # names(outk$val)<-seq_along(outk$val) - ijrescl[[j]] <- outk$val - # tet <- lapply(outk$val, sapply, row.names) - tet <- lapply(outk$val, row.names) - tet[-which(sapply(tet, is.null))] - # names(tet) <- seq_along(tet) - #create ID's for each datapoint - # tet <- lapply(1:length(tet),function(k){ - # if(length(tet[[as.character(k)]])!=0) - # data.frame(tet[[as.character(k)]], i+1, j, k) - # else data.frame(`tet..as.character.k...`=character(0), `i...1`=numeric(0), j=numeric(0), k=integer(0)) - # }) - # for (k in 1: length(tet)) { - # print(k) - # print(nrow(data.frame(tet[[k]]))) - # } - for (k in 1: length(tet)){ - - if(!is.null(tet[[k]])){ - tet[[k]] <- data.frame(tet[[k]],i + 1, j, k) - } - else{ - tet[[k]] <- data.frame(tet[[k]]<-numeric(0)) - } - } - - # names(tet) <- paste(1:length(tet)) - # names(tet)<-seq_along(tet) - ijresid[[j]] <- tet - #store the centroids - # names(outk$cent) <- seq_along(outk$cent) - ijresm[[j]] <- outk$centers - ijmaxqe[[j]] <- outk$maxQE - ijmeanqe[[j]] <- outk$meanQE - #size of a cluster - # names(outk$nsize) <- seq_along(outk$nsize) - ijresnsize[[j]] <- outk$nsize - # ijztab3up[[j]] <- sapply(outk$val, mean) - - ijztab3up[[j]]<-matrix(0, nrow = ncol(x), n_cells) - - # rownames(ijztab3up[[j]]) <- colnames(x) - ijztab3up[[j]] <- t(outk$centroid_val) - # ijztab3up[[j]]<- na.omit(ijztab3up[[j]]) - - #flag to check if the quantization error threshold is exceeded - ijresplt[[j]] <- unlist(outk$centers) > quant.err - #store the datapoints - ijclust <- c(ijclust, outk$values) - }else { - ijrescl[[j]] <- rep(NA, n_cells) - ijresid[[j]] <- NULL - ijresm[[j]] <- rep(NA, n_cells) - ijmaxqe[[j]] <- rep(NA, n_cells) - ijmeanqe[[j]] <- rep(NA, n_cells) - ijresnsize[[j]] <- rep(0, n_cells) - ijztab3up[[j]] <- matrix(NA, ncol(x), n_cells) - ijresplt[[j]] <- rep(F, n_cells) - ijclust <- c(ijclust, rep(NA, n_cells)) - } - n_cells_at_j <- length(tet) - ztab1 <- c(ztab1, paste(i + 1, j, 1:n_cells_at_j, sep = ",")) - ztab11 <- c(ztab11, rep(i + 1, n_cells_at_j)) - ztab12 <- c(ztab12, rep(j, n_cells_at_j)) - ztab13 <- c(ztab13, 1: n_cells_at_j) - j <- j + 1 - } - rescl[[i + 1]] <- ijrescl - resid[[i + 1]] <- ijresid - resm[[i + 1]] <- ijresm - maxqe[[i + 1]] <- ijmaxqe - meanqe[[i + 1]] <- ijmeanqe - resplt[[i + 1]] <- ijresplt - ztab2 <- c(ztab2, unlist(ijresnsize)) - ztab3up[[i + 1]] <- data.frame(ijztab3up) - ztabn <- c(ztabn, unlist(ijresm)) - initclust <- ijclust - # flog.info("Output for Level %s is ready", i) - i <- i + 1 - #check if the desired depth is reached - if (!is.element(T, unlist(ijresplt))) { - zdepth <- i - i <- depth - } - } - # flog.info("HVQ for user-defined depth has been calculated") - #ztab is the output which contains the datapoints and their IDs. - #initialize ztab - ztab <- data.frame(matrix(0, nrow = sum(n_cells^(1:zdepth)), - ncol = (ncol(x) + 5))) - #Segment Level - ztab[1:n_cells, 1] <- rep(1, n_cells) - #Segment Parent - ztab[1:n_cells, 2] <- rep(1, n_cells) - #Segment Child - ztab[1:n_cells, 3] <- 1: n_cells - #Size of the cluster - ztab[1:n_cells, 4] <- unlist(outkinit$nsize) - #Centroid/Quantization error of the cluster - ztab[1:n_cells, 5] <- unlist(outkinit$cent) - # ztab3upc <- sapply(outkinit$val, mean, na.rm = T) - # ztab3upc<-matrix(0, nrow = ncol(x), n_cells) - # std<-matrix(0, nrow = ncol(x), n_cells) - for(a in 1: n_cells){ - for(b in 1: ncol(x)){ - ztab3upc[b, a] <- as.matrix(mean(outkinit$val[[a]][, b], na.rm = T)) - rownames(ztab3upc) <- colnames(x) - # Calculating sd - std[b, a] <- as.matrix(stats::sd(outkinit$val[[a]][, b], na.rm = T)) - rownames(std) <- colnames(x) - } - } - for (l in 1:length(ztab3up)){ - ztab3upc <- cbind(ztab3upc,ztab3up[[l]]) - std <- cbind(std, ztab3up[[l]]) - } - - ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 1] <- ztab11 - ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 2] <- ztab12 - ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 3] <- ztab13 - ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 4] <- ztab2 - ztab[, 6: ncol(ztab)] <- t(ztab3upc) - ztab[(n_cells + 1): sum(n_cells^(1: zdepth)), 5] <- ztabn - names(ztab) <- c("Segment.Level", "Segment.Parent", "Segment.Child", - "n", "Quant.Error", colnames(x)) - } else { - # else loop if depth = 1 - ztab <- data.frame(matrix(0, nrow = n_cells_optimal, ncol = (ncol(x) + - 5))) - ztab[, 1] <- rep(1, n_cells_optimal) - ztab[, 2] <- rep(1, n_cells_optimal) - ztab[, 3] <- 1:n_cells_optimal - ztab[, 4] <- unlist(outkinit$nsize) - ztab[, 5] <- unlist(outkinit$cent) - ztab_mean <- t(sapply(outkinit$val, colMeans, - na.rm = T)) - std <- t(sapply(outkinit$val, colSd, - na.rm = T)) - if(quant_method == "kmeans"){ - ztab[, 6:ncol(ztab)] <- ztab_mean # mean values - } else { - ztab[, 6:ncol(ztab)] <- outkinit[["sum_val"]] # Medoid/median values - } - - names(ztab) <- c("Segment.Level", "Segment.Parent", "Segment.Child", - "n", "Quant.Error", colnames(x)) - } - - - if(depth > 1){ - meanCol = t(ztab3upc) - std = t(std) - }else{ - meanCol = ztab_mean - std = data.frame(std) - } - - - - ## Calculate compress percentage - compression_summary <- ztab %>% - dplyr::group_by(Segment.Level) %>% - dplyr::summarise( noOfCells = sum(!is.na(Quant.Error)), noOfCellsBelowQuantizationError = sum(Quant.Error < quant.err,na.rm = TRUE)) %>% dplyr::mutate(percentOfCellsBelowQuantizationErrorThreshold = (noOfCellsBelowQuantizationError/noOfCells)) - - colnames(compression_summary)[1] <- "segmentLevel" - - if(any(is.nan(compression_summary$percentOfCellsBelowQuantizationErrorThreshold))){ - compression_summary <- compression_summary[stats::complete.cases(compression_summary),] - } - - - compression_summary$parameters=paste("n_cells:",n_cells_optimal,"quant.err:",quant.err,"distance_metric:",distance_metric[1],"error_metric:",error_metric[1],"quant_method:",quant_method[1]) - - - ridnames <- resid - rclnames <- rescl - return(list(clusters = initclust, nodes.clust = rescl, idnodes = resid, - error.quant = resm, max_QE = maxqe, plt.clust = resplt, summary = ztab, compression_summary = compression_summary, - meanClust = meanCol, sdClust = std,mean_QE = meanqe )) - - } \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/hvtHmap.R b/muHVT_3.0.1/muHVT/R/hvtHmap.R deleted file mode 100644 index 7c2acfc..0000000 --- a/muHVT_3.0.1/muHVT/R/hvtHmap.R +++ /dev/null @@ -1,361 +0,0 @@ -#' Heat Map over Hierarchical Voronoi Tessellations -#' -#' Main function to construct heatmap overlay for hierarchical voronoi tessellations. -#' -#' The output of the \code{HVT} function has all the required information about -#' the HVT. Now a heat map is overlayed over this HVT. The user defines the -#' level and also those variables of the data for which the heat map is to be -#' plotted. Now for each variable a separate heat map is plotted. The plot area -#' is divided into 2 screens where the first screen is relatively large and -#' will have the heat map. The second screen is small and contains the gradient -#' scale. To plot the heat map, the data is first normalized. The gradient -#' scale is divided into 'n' regions(500 is the set default). Using the -#' normalized data, the different regions into which the data items fall are -#' found. Each data item is now having a region on the gradient scale. This -#' color is filled in the tile corresponding to the data item. This procedure -#' is done for all the tiles for that level to get the complete heat map. Once -#' the heat map is ready, the higher level tessellations are plotted to -#' represent the hierarchies. The size of the centroids, the thickness of the -#' lines and the color of the tessellation lines can be given as input by the -#' user. Appropriate values for these parameters should be given to identify -#' the hierarchies properly. In the second screen the gradient scale is -#' plotted. The heat maps and hierarchical tessellations are obtained for all -#' the desired variables. -#' -#' @param hvt.results List. A list of hvt.results obtained from the HVT -#' function. -#' @param dataset Data frame. The input data set. -#' @param child.level Numeric. Indicating the level for which the heat map is -#' to be plotted. -#' @param hmap.cols Numeric or Character. The column number of column name from -#' the dataset indicating the variables for which the heat map is to be -#' plotted. -#' @param color.vec Vector. A color vector such that length(color.vec) = -#' (child.level - 1). (default = NULL) -#' @param line.width Vector. A line width vector such that length(line.width) = -#' (child.level - 1). (default = NULL) -#' @param centroid.size Numeric. Indicating the centroid size of the first -#' level. (default = 3) -#' @param pch Numeric. Indicating the centroid's symbol type. -#' (default = 21) -#' @param palette.color Numeric. Indicating the heat map color palette. 1 - -#' rainbow, 2 - heat.colors, 3 - terrain.colors, 4 - topo.colors, 5 - -#' cm.colors, 6 - seas color. (default = 6) -#' @param previous_level_heatmap Logical. If TRUE, the heatmap of previous level will be overlayed on the heatmap of selected level. If #' FALSE, the heatmap of only selected level will be plotted -#' @param show.points Logical. Indicating if the centroids should -#' be plotted on the tessellations. (default = FALSE) -#' @param asp Numeric. Indicating the aspect ratio type. For flexible aspect -#' ratio set, asp = NA. (default = 1) -#' @param ask Logical. If TRUE (and the R session is interactive) the user is -#' asked for input, before a new figure is drawn. (default = TRUE) -#' @param tess.label Vector. A vector for labelling the tessellations. (default -#' = NULL) -#' @param label.size Numeric. The size by which the tessellation labels should -#' be scaled. (default = 0.5) -#' @param quant.error.hmap Numeric. A number indicating the quantization error -#' threshold. -#' @param n_cells.hmap Numeric. An integer indicating the number of cells/clusters per -#' hierarchy (level) -#' @param ... The ellipsis is passed to it as additional argument. (Used internally) -#' @author Shubhra Prakash , Sangeet Moy Das -#' @seealso \code{\link{plotHVT}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @examples -#' data(USArrests) -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' hvtHmap(hvt.results, USArrests, child.level = 1,hmap.cols = 'Murder', -#' line.width = c(0.2), color.vec = c('#141B41'),palette.color = 6, -#' quant.error.hmap = 0.2, n_cells.hmap = 6) -#' @export hvtHmap - - -hvtHmap <- - function (hvt.results, - dataset, - child.level, - hmap.cols, - color.vec = NULL, - line.width = NULL, - centroid.size = 3, - pch = 21, - palette.color = 6, - previous_level_heatmap = T, - show.points = F, - asp = 1, - ask = T, - tess.label = NULL, - quant.error.hmap = NULL, - n_cells.hmap = NULL, - label.size = .5, - ...){ - # browser() - - hvt_list <- hvt.results - # maxDepth <- child.level - maxDepth <- min(child.level,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) - summaryDF = hvt_list[[3]][["summary"]] - valuesDataframe <- data.frame( - depth = 0, - cluster = 0, - child = 0, - qe=0, - n_cluster=0, - value = 0, - cellID = 0 - ) - positionsDataframe <- data.frame( - depth = 0, - cluster = 0, - child = 0, - x = 0, - y = 0 - ) - - centroidDataframe <- data.frame(x = 0, y = 0, lev = 0) - - for (depth in 1:maxDepth) { - if (depth < 3){ - - for (clusterNo in names(hvt_list[[2]][[depth]])) { - for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { - if (!is.null(hvt_list[[2]][[depth]][[clusterNo]])) { - summaryFilteredDF <- - summaryDF %>% dplyr::filter( - Segment.Level == depth, - Segment.Parent == clusterNo, - Segment.Child == childNo - ) - - current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] - - - val = summaryFilteredDF[, hmap.cols] - qe = summaryFilteredDF[, "Quant.Error"] - ncluster = summaryFilteredDF[, "n"] - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - if("Cell.ID" %in% colnames(summaryFilteredDF)){ - cell_ID = summaryFilteredDF[, "Cell.ID"] - } else{ - cell_ID = 0 - } - valuesDataframe <- - rbind( - valuesDataframe, - data.frame( - depth = depth, - cluster = clusterNo, - child = childNo, - qe=qe, - n_cluster=ncluster, - value = val, - cellID = cell_ID - ) - ) - positionsDataframe <- - rbind( - positionsDataframe, - data.frame( - depth = rep(depth, length(x)), - cluster = rep(clusterNo, length(x)), - child = rep(childNo, length(x)), - x = x, - y = y - ) - ) - - centroidDataframe <- - rbind(centroidDataframe, - data.frame( - x = as.numeric(current_cluster[["pt"]][["x"]]), - y = as.numeric(current_cluster[["pt"]][["y"]]), - lev = depth - )) - - - - } - - } - } - - }else{ - for (clusterNo in 1:n_cells.hmap^(child.level-1)) { - for (childNo in 1:length(hvt_list[[2]][[depth]][[as.character(clusterNo)]])) { - if (!is.null(hvt_list[[2]][[depth]][[as.character(clusterNo)]])) { - summaryFilteredDF <- - summaryDF %>% dplyr::filter( - Segment.Level == depth, - Segment.Parent == clusterNo, - Segment.Child == childNo - ) - - current_cluster = hvt_list[[2]][[depth]][[as.character(clusterNo)]][[childNo]] - - - val = summaryFilteredDF[, hmap.cols] - qe = summaryFilteredDF[, "Quant.Error"] - - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - if("Cell.ID" %in% colnames(summaryFilteredDF)){ - cell_ID = summaryFilteredDF[, "Cell.ID"] - } else{ - cell_ID = 0 - } - valuesDataframe <- - rbind( - valuesDataframe, - data.frame( - depth = depth, - cluster = clusterNo, - child = childNo, - qe=qe, - n_cluster=ncluster, - value = val, - cellID = cell_ID - ) - ) - positionsDataframe <- - rbind( - positionsDataframe, - data.frame( - depth = rep(depth, length(x)), - cluster = rep(clusterNo, length(x)), - child = rep(childNo, length(x)), - x = x, - y = y - ) - ) - - centroidDataframe <- - rbind( - centroidDataframe, - data.frame( - x = as.numeric(current_cluster[["pt"]][["x"]]), - y = as.numeric(current_cluster[["pt"]][["y"]]), - lev = depth - ) - ) - } - } - } - } - } - valuesDataframe <- valuesDataframe[2:nrow(valuesDataframe), ] - - positionsDataframe <- - positionsDataframe[2:nrow(positionsDataframe), ] - - centroidDataframe <- - centroidDataframe[2:nrow(centroidDataframe), ] - - - datapoly <- - merge(valuesDataframe, - positionsDataframe, - by = c("depth", "cluster", "child")) - - p <- ggplot2::ggplot() - colour_scheme <- c("#6E40AA", "#6B44B2", "#6849BA", "#644FC1", "#6054C8", "#5C5ACE" ,"#5761D3" ,"#5268D8", "#4C6EDB", "#4776DE", "#417DE0", "#3C84E1" ,"#368CE1", - "#3194E0", "#2C9CDF", "#27A3DC", "#23ABD8","#20B2D4", "#1DBACE", "#1BC1C9", "#1AC7C2" ,"#19CEBB", "#1AD4B3" ,"#1BD9AB", "#1DDFA3", "#21E39B", - "#25E892", "#2AEB8A" ,"#30EF82", "#38F17B" ,"#40F373", "#49F56D", "#52F667", "#5DF662", "#67F75E", "#73F65A", "#7FF658", "#8BF457", "#97F357", "#A3F258") - - data <- datapoly - if(maxDepth>1){ - for(i in 1:(maxDepth-1)){ - index_tess<-which(data$depth==i & data$qe>quant.error.hmap & data$n_cluster>3 ) - data<-data[-index_tess,] - - rm(index_tess) - } - } - - # changing hoverText for torus demo - if ("Cell.ID" %in% colnames(summaryFilteredDF)) { - p <- - p + ggplot2::geom_polygon( - data = data, - ggplot2::aes( - x = x, - y = y, - group = interaction(depth, cluster, child), - fill = value, - text = paste(" Cell.ID:", cellID, - "
", "Segment.Level:", depth, - "
", "Segment.Parent:", cluster, - "
", "Segment.Child:", child - ) - ) - - ) + - ggplot2::scale_fill_gradientn(colours = colour_scheme ) + - ggplot2::labs(fill = hmap.cols) - - } else { p <- - p + ggplot2::geom_polygon( - data = data, - ggplot2::aes( - x = x, - y = y, - group = interaction(depth, cluster, child), - fill = value, - ) - ) + - ggplot2::scale_fill_gradientn(colours = colour_scheme ) + - ggplot2::labs(fill = hmap.cols)} - - - for (i in child.level:1 ) { - p <- - p + ggplot2::geom_polygon( - data = datapoly[which(datapoly$depth==i),], - ggplot2::aes( - x = x, - y = y, - color = factor(depth), - size = factor(depth), - group = interaction(depth, cluster, child) - - ), - fill = NA - ) + - ggplot2::scale_colour_manual(values = color.vec)+ - ggplot2::scale_size_manual(values=line.width,guide=FALSE) + - ggplot2::labs(color = "Level")} - - - - - - for (depth in 1:maxDepth) { - p <- p + ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - fill = color.vec[depth], - color = color.vec[depth] - ) + ggplot2::theme(plot.background = ggplot2::element_blank() - ,plot.title = element_text( - size = 20, - hjust = 0.5, - margin = margin(0, 0, 20, 0) - ) - ,panel.grid = ggplot2::element_blank() - ,panel.border = ggplot2::element_blank() - ,axis.ticks = element_blank() - ,axis.text = element_blank() - ,axis.title = element_blank() - ,panel.background = element_blank())+ - ggplot2::scale_x_continuous(expand = c(0, 0)) + - ggplot2::scale_y_continuous(expand = c(0, 0)) - } - - return(suppressMessages(p)) - } \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/madPlot.R b/muHVT_3.0.1/muHVT/R/madPlot.R deleted file mode 100644 index facbab7..0000000 --- a/muHVT_3.0.1/muHVT/R/madPlot.R +++ /dev/null @@ -1,145 +0,0 @@ -#' Mean Absolute Deviation Plot -#' -#' Function to create Mean Absolute Deviation Plot -#' -#' This function plots percentage anomalies vs mean absolute deviation for test data. The plot helps in -#' deciding an optimal MAD value for the use case. -#' -#' -#' @param hvt.prediction List. A list of hvt.prediction obtained from the predictHVT -#' function. -#' @param ... The ellipsis is passed to it as additional argument. (Used internally) -#' @return Mean Absolute Deviation Plot -#' \item{mad_plot}{ggplot plot. A plot with percentage anomalies on y axis and mean absolute deviation values on xaxis. } -#' @author Shubhra Prakash -#' @seealso \code{\link{predictHVT}} -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @examples -#' data(USArrests) -#' #Split in train and test -#' -#' train <- USArrests[1:40,] -#' test <- USArrests[41:50,] -#' -#' hvt.results <- list() -#' hvt.results <- HVT(train, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' -#' predictions <- predictHVT(test,hvt.results, child.level=2,mad.threshold = 0.2) -#' print(predictions$scoredPredictedData) -#' madPlot(hvt.prediction=predictions) -#' @export madPlot -#' @keywords internal - -madPlot = function(hvt.prediction, - ...) { - # browser() - requireNamespace("ggplot2") #deldir function - requireNamespace("scales") #deldir function - - qe = hvt.prediction[["predictInput"]][["quant.err"]] - df_scored = hvt.prediction[["scoredPredictedData"]] - qe_val = df_scored$Quant.Error - - - if (qe < 0.75) { - x_breaks = seq(qe, 0.75, length.out = 10) %>% round(2) - MAD_list = lapply(seq(qe, 0.75, by = 0.01), function(x) { - anom_points = sum(qe_val > x) - max_cells = length(qe_val) - perct_anom = (anom_points / max_cells) - - return(c(x, anom_points, max_cells, perct_anom)) - }) - } else if (qe > 0.75) { - x_breaks = seq(qe, (qe + 0.75), length.out = 10) %>% round(2) - MAD_list = lapply(seq(qe, (qe + 0.75), by = 0.01), function(x) { - anom_points = sum(qe_val > x) - max_cells = length(qe_val) - perct_anom = (anom_points / max_cells) - - return(c(x, anom_points, max_cells, perct_anom)) - }) - - - - } - - - comp_nclust_anom = MAD_list %>% purrr::reduce(rbind) %>% as.data.frame() - names(comp_nclust_anom) = c( - "Mean_Absolute_Deviation", - "anom_points", - "max_cells", - "Percentage_of_Anomalous_Points" - ) - - ############################################ - - mark_x = which(comp_nclust_anom$Percentage_of_Anomalous_Points < 0.01) - mark_x = comp_nclust_anom[mark_x[1], ] - - - - mad_plot = - ggplot() + - geom_point( - data = comp_nclust_anom, - mapping = aes(x = Mean_Absolute_Deviation, - y = Percentage_of_Anomalous_Points), - shape = "circle", - size = 1.5, - colour = "midnightblue" - ) + - geom_hline(yintercept = 0.01, - linetype = "dashed", - colour = "brown2") + - geom_vline( - xintercept = mark_x$Mean_Absolute_Deviation, - linetype = "dashed", - colour = "brown2" - ) + - # geom_segment(aes(xend=mark_x$Mean_Absolute_Deviation, - # yend = mark_x$Percentage_of_Anomalous_Points, - # x=mark_x$Mean_Absolute_Deviation, - # y=-1 - # ),linetype="dashed",colour="brown2") + - - annotate( - "text", - x = mark_x$Mean_Absolute_Deviation + (0.03 * max( - comp_nclust_anom$Mean_Absolute_Deviation - )), - y = mark_x$Percentage_of_Anomalous_Points + (0.1), - label = mark_x$Mean_Absolute_Deviation, - fontface = "bold" - ) + - annotate( - "text", - x = qe, - y = 0.01 + (0.1), - label = "1%", - fontface = "bold" - ) + - - ggplot2::theme_bw() + - ggplot2::theme( - plot.title = ggplot2::element_text(size = 12), - axis.text = element_text(size = 8), - # axis.text.x = element_text(angle = 90), - axis.title = element_text(size = 8) - ) + - labs(title = "Mean Absolute Deviation Plot") + - scale_y_continuous(labels = scales::percent_format(), limits = c(0, 1)) + - scale_x_continuous(breaks =x_breaks) - - - - # labs(title = , - # subtitle = "95% Compression, QE=varying, n_cells=1033,L1Norm,Max", - # caption = "Mean Absolute Deviation is non dynamic i.e constant for each(earlier version was based on max QE of cells)") - return(mad_plot) -} diff --git a/muHVT_3.0.1/muHVT/R/mlayerHVT.R b/muHVT_3.0.1/muHVT/R/mlayerHVT.R deleted file mode 100644 index 0363d3f..0000000 --- a/muHVT_3.0.1/muHVT/R/mlayerHVT.R +++ /dev/null @@ -1,162 +0,0 @@ -#' @name mlayerHVT -#' -#' @title Predict which cell and what level each point in the test dataset belongs to -#' -#' -#' @param data Data Frame. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from -#' this dataset can also be used to overlay as heatmap -#' @param hvt_mapA A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data -#' @param hvt_mapB A list of removed outlier rows using removedOutliers function -#' @param hvt_mapC A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data without outlier(s) -#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) -#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation -#' @param line.width Vector. A line width vector -#' @param color.vec Vector. A color vector -#' @param normalize Logical. A logical value indicating if the columns in your -#' dataset should be normalized. Default value is TRUE. -#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param yVar character. Name of the dependent variable(s) -#' @param ... color.vec and line.width can be passed from here -#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' -#' #Split in train and test -#' train <- USArrests[1:40,] -#' test <- USArrests[41:50,] -#' -#' hvt_mapA <- list() -#' hvt_mapA <- HVT(train, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' -#' -#' identified_outlier_cells <- c(2, 10) -#' output_list <- removeOutliers(identified_outlier_cells, hvt_mapA) -#' hvt_mapB <- output_list[[1]] -#' dataset_without_outliers <- output_list[[2]] -#' -#' -#' mapA_scale_summary = hvt_mapA[[3]]$scale_summary -#' hvt_mapC <- list() -#' hvt_mapC <- HVT(dataset_without_outliers, n_cells = 15, -#' depth = 2, quant.err = 0.2, distance_metric = "L1_Norm", -#' error_metric = "max", quant_method = "kmeans", -#' projection.scale = 10, normalize = FALSE, scale_summary = mapA_scale_summary) -#' -#' predictions <- list() -#' predictions <- mlayerHVT(test, hvt_mapA, hvt_mapB, hvt_mapC) -#' -#' @keywords mlayer -#' @export mlayerHVT - - -mlayerHVT <- function(data, - hvt_mapA, - hvt_mapB, - hvt_mapC, - mad.threshold = 0.2, - normalize = T, - distance_metric="L1_Norm", - error_metric="max", - child.level = 1, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - yVar= NULL, - ...){ - # browser() - - set.seed(300) - requireNamespace("dplyr") - requireNamespace("purrr") - - mapA_predictions <- predictHVT(data, - hvt_mapA, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6), - color.vec = c("#141B41"), - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapA_scoredPredictedData <- as.data.frame(mapA_predictions$scoredPredictedData) - mapA_scoredPredictedData$row_number <- row.names(mapA_scoredPredictedData) - - mapC_predictions <- predictHVT(data, - hvt_mapC, - child.level = length(unique(hvt_mapC[[3]]$summary[, "Segment.Level"])), - line.width = line.width, - color.vec = color.vec, - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapC_scoredPredictedData <- as.data.frame(mapC_predictions$scoredPredictedData) - mapC_scoredPredictedData$row_number <- row.names(mapC_scoredPredictedData) - mapC_scoredPredictedData$mapC_cell_path <- paste0(mapC_scoredPredictedData$Segment.Level,"-",mapC_scoredPredictedData$Segment.Parent,"-",mapC_scoredPredictedData$Segment.Child) - - ############################## - - colnames(mapA_scoredPredictedData) <- c("MapA.Segment.Level","MapA.Segment.Parent","MapA.Segment.Child","n","MapA.Cell.ID","Quant.Error","Murder","Assault","UrbanPop","Rape","centroidRadius","diff","anomalyFlag","Row.Number") - colnames(mapC_scoredPredictedData) <- c("MapC.Segment.Level","MapC.Segment.Parent","MapC.Segment.Child","n","MapC.Cell.ID","Quant.Error","Murder","Assault","UrbanPop","Rape","centroidRadius","diff","anomalyFlag","Row.Number","MapC.Cell.Path") - - predictions_set <- merge(x = mapA_scoredPredictedData, y = mapC_scoredPredictedData, by = c("Row.Number")) - - predictions_table <- predictions_set %>% select(Row.Number,MapA.Segment.Level,MapA.Segment.Parent, MapA.Segment.Child,MapA.Cell.ID, - # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapB_cell_path,Cell.ID.y, - MapC.Segment.Level, MapC.Segment.Parent, MapC.Segment.Child, MapC.Cell.Path,MapC.Cell.ID - ) - - - ############################## - # predictions_set <- merge(x = mapA_scoredPredictedData, y = mapC_scoredPredictedData, by = c("row_number")) - # - # predictions_table <- predictions_set %>% select(row_number, Segment.Level.x, Segment.Parent.x, Segment.Child.x,Cell.ID.x, - # # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapB_cell_path,Cell.ID.y, - # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapC_cell_path,Cell.ID.y - # ) - # colnames(predictions_table) <- c('Row.Number','MapA.Segment.Level','MapA.Segment.Parent','MapA.Segment.Child','MapA.Cell.ID', - # 'MapC.Segment.Level','MapC.Segment.Parent','MapC.Segment.Child','MapC.Cell.Path','MapC.Cell.ID') - # - removed_outlier_cells <- as.vector(unique(hvt_mapB$Cell.Number)) - - predictions_table$MapB.Cell.ID <- ifelse( - (predictions_table$MapA.Segment.Child %in% identified_outlier_cells), - paste0(predictions_table$MapA.Cell.ID), # if condition is met - NA # else put NA - ) - - predictions_table$MapC.Cell.ID <- ifelse( - (is.na(predictions_table$MapB.Cell.ID)), - paste0(predictions_table$MapC.Cell.ID), # if condition is met - NA # else put NA - ) - - predictions_table$Row.Number <- as.integer(predictions_table$Row.Number) - predictions_table <- predictions_table[order(predictions_table$Row.Number, decreasing = FALSE),] - - scoredPredictionsData_CellID <- predictions_table %>% select(c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapC.Cell.ID')) - scoredPredictionsData_CellID <- lapply(scoredPredictionsData_CellID, as.numeric) - - scoredPredictionsData_CellID <- as.data.frame(scoredPredictionsData_CellID) - unique.Cell.ID <- as.data.frame(unique(hvt_mapB$Cell.ID)) - colnames(unique.Cell.ID) <- c('MapB.Cell.ID') - rownames(unique.Cell.ID) <- 1:nrow(unique.Cell.ID) - unique.Cell.ID$index <- row.names(unique.Cell.ID) - unique.Cell.ID <- as.data.frame(unique.Cell.ID) - - scoredPredictionsData_CellID <- dplyr::left_join(scoredPredictionsData_CellID, unique.Cell.ID, by = "MapB.Cell.ID") - scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% select(c('Row.Number','MapA.Cell.ID','index','MapC.Cell.ID')) - colnames(scoredPredictionsData_CellID) <- c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapC.Cell.ID') - scoredPredictionsData_CellID <- as.data.frame(lapply(scoredPredictionsData_CellID, as.numeric)) - - - return(scoredPredictionsData_CellID) -} diff --git a/muHVT_3.0.1/muHVT/R/multiNormalDist.R b/muHVT_3.0.1/muHVT/R/multiNormalDist.R deleted file mode 100644 index 54f9945..0000000 --- a/muHVT_3.0.1/muHVT/R/multiNormalDist.R +++ /dev/null @@ -1,35 +0,0 @@ -#' Multivariate normal distribution -#' -#' Function to generate multivariate normal distribution where each variable has a standard normal distribution N(0,1) -#' -#' The multivariate normal distribution, multivariate Gaussian distribution, or -#' joint normal distribution is a generalization of the one-dimensional (univariate) -#' normal distribution to higher dimensions. It is a vector in multiple normally distributed variables, -#' such that any linear combination of the variables is also normally distributed. -#' -#' @param sample.size Numeric. Indicating the sample size for distribution -#' @param ncol Numeric. Indicating the number of columns -#' @author Shubhra Prakash -#' @importFrom magrittr %>% -#' @examples -#' multiNormalDist(2500,2) -#' x=multiNormalDist(2500,2) -#' hist(x[,1]) - -#' @export multiNormalDist - - -multiNormalDist <- - function (sample.size=2500,ncol=5){ - if(sample.size<1) stop("sample.size is less than 1") - df = matrix(ncol = ncol, nrow = sample.size) %>% as.data.frame() - for (i in 1:ncol) { - df[,i] = stats::rnorm(n = sample.size ,mean = 0 ,sd = 1) - } - return(df) - } - - - - - diff --git a/muHVT_3.0.1/muHVT/R/plotCells.R b/muHVT_3.0.1/muHVT/R/plotCells.R deleted file mode 100644 index 2ad5e4a..0000000 --- a/muHVT_3.0.1/muHVT/R/plotCells.R +++ /dev/null @@ -1,220 +0,0 @@ -#' @name plotCells -#' @title Plot the identified outlier cell(s) in the voronoi tessellations map. -#' -#' Plotting function to construct hierarchical voronoi tessellations and highlight the cells using the -#' compressed HVT map. -#' -#' @param plot.cells Vector. A vector indicating the cells to be highlighted in the map -#' @param hvt.map List. A list containing the output of \code{HVT} function -#' which has the details of the tessellations to be plotted. -#' @param line.width Numeric Vector. A vector indicating the line widths of the -#' tessellation boundaries for each level. -#' @param color.vec Vector. A vector indicating the colors of the boundaries of -#' the tessellations at each level. -#' @param pch1 Numeric. Symbol type of the centroids of the tessellations -#' (parent levels). Refer \code{\link{points}}. (default = 21) -#' @param centroid.size Numeric. Size of centroids of first level -#' tessellations. (default = 3) -#' @param title String. Set a title for the plot. (default = NULL) -#' @param maxDepth Numeric. An integer indicating the number of levels. (default = NULL) -#' @author Shantanu Vaidya -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @import ggplot2 -#' -#' @export plotCells - - -# library(ggplot2) -plotCells <- - function(plot.cells, - hvt.map, - line.width = c(0.6), - color.vec = c("#141B41"), - pch1 = 21, - centroid.size = 0.5, - title = NULL, - maxDepth = 1) { - # browser() - - hvt_list <- hvt.map - outlier_cell_k = plot.cells - - maxDepth = min(maxDepth,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) - - min_x = 1e9 - min_y = 1e9 - max_x = -1e9 - max_y = -1e9 - depthVal = c() - clusterVal = c() - childVal = c() - value = c() - x_pos = c() - y_pos = c() - x_cor = c() - y_cor = c() - depthPos = c() - clusterPos = c() - childPos = c() - levelCluster = c() - for (clusterNo in 1:length(hvt_list[[2]][[1]][[1]])) { - bp_x = hvt_list[[2]][[1]][[1]][[clusterNo]][["x"]] - bp_y = hvt_list[[2]][[1]][[1]][[clusterNo]][["y"]] - - - if (min(bp_x) < min_x) - min_x = min(bp_x) - if (max(bp_x) > max_x) - max_x = max(bp_x) - if (min(bp_y) < min_y) - min_y = min(bp_y) - if (max(bp_y) > max_y) - max_y = max(bp_y) - - } - - for (depth in 1:maxDepth) { - for (clusterNo in 1:length(hvt_list[[2]][[depth]])) { - for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { - current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] - - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - x_cor = c(x_cor, as.numeric(current_cluster[["pt"]][["x"]])) - y_cor = c(y_cor, as.numeric(current_cluster[["pt"]][["y"]])) - depthVal = c(depthVal, depth) - clusterVal = c(clusterVal, clusterNo) - childVal = c(childVal, childNo) - depthPos = c(depthPos, rep(depth, length(x))) - clusterPos = c(clusterPos, rep(clusterNo, length(x))) - childPos = c(childPos, rep(childNo, length(x))) - x_pos = c(x_pos, x) - y_pos = c(y_pos, y) - levelCluster = c(levelCluster, depth) - } - } - } - - # outlier_cell_k = c(53) - - - valuesDataframe <- data.frame(depth = depthVal, - cluster = clusterVal, - child = childVal) - valuesDataframe <- valuesDataframe %>% - dplyr::mutate(outlier_cell = ifelse((child %in% outlier_cell_k), - "Outlier_Cell", "")) - - positionsDataframe <- data.frame( - depth = depthPos, - cluster = clusterPos, - child = childPos, - x = x_pos, - y = y_pos - ) - - - centroidDataframe <- - data.frame(x = x_cor, y = y_cor, lev = levelCluster) - - datapoly <- - merge(valuesDataframe, - positionsDataframe, - by = c("depth", "cluster", "child")) - - datapoly_outlier_cell <- datapoly[which(datapoly$outlier_cell == "Outlier_Cell"), ] - datapoly_non_outlier_cell <- datapoly[which(datapoly$outlier_cell != "Outlier_Cell"), ] - - - p <- ggplot2::ggplot() - - for (i in maxDepth:1) { - p <- - p + ggplot2::geom_polygon( - data = datapoly_outlier_cell[which(datapoly_outlier_cell$depth == i), ], - ggplot2::aes( - x = x, - y = y, - color = factor(depth), - size = factor(depth), - group = interaction(depth, cluster, child), - - ), - fill = "red" - ) + - ggplot2::geom_polygon( - data = datapoly_non_outlier_cell[which(datapoly_non_outlier_cell$depth == i), ], - ggplot2::aes( - x = x, - y = y, - color = factor(depth), - size = factor(depth), - group = interaction(depth, cluster, child), - - ), - fill = NA - ) + - ggplot2::scale_colour_manual(values = color.vec) + - ggplot2::scale_size_manual(values = line.width, guide = "none") + - ggplot2::labs(color = "Level") - } - - for (depth in 1:maxDepth) { - p <- p + ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - pch = 21, - fill = color.vec[depth], - color = color.vec[depth] ) + - ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - pch = 21, - fill = color.vec[depth], - color = color.vec[depth] ) - } - - p <- p + - ggplot2::scale_color_manual(name = "Outlier Cell", - values = color.vec) + - ggplot2::theme_bw() + ggplot2::theme( - plot.background = ggplot2::element_blank() - , - plot.title = element_text( - size = 20, - hjust = 0.5, - margin = margin(0, 0, 20, 0) - ) - , - panel.grid = ggplot2::element_blank() - , - panel.border = ggplot2::element_blank() - , - axis.ticks = element_blank() - , - axis.text = element_blank() - , - axis.title = element_blank() - , - panel.background = element_blank() - ) + ggplot2::theme(plot.title = element_text(hjust = 0.5)) + - ggplot2::scale_x_continuous(expand = c(0, 0)) + - ggplot2::scale_y_continuous(expand = c(0, 0)) + - ggplot2::geom_label(label = centroidDataframe$outlier_cell, - nudge_x=0.45, nudge_y=0.1, - check_overlap=T, - label.padding=unit(0.55, "lines"), - label.size=0.4, - color="white", - fill="#038225" ) + - theme(legend.position = "none") - - - return(suppressMessages(p)) - - - } diff --git a/muHVT_3.0.1/muHVT/R/plotDiag.R b/muHVT_3.0.1/muHVT/R/plotDiag.R deleted file mode 100644 index 3291c9a..0000000 --- a/muHVT_3.0.1/muHVT/R/plotDiag.R +++ /dev/null @@ -1,52 +0,0 @@ -#' @name plotDiag -#' -#' @title Make the diagnostic plots for hierarchical voronoi tessellations model. -#' -#' @param model_obj List. A list of model_obj obtained from the HVT -#' function or prediction object -#' @author Shubhra Prakash -#' @seealso \code{\link{plotHVT}} -#' @keywords diagnostics -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @export plotDiag - - -plotDiag <- - function (model_obj){ - - # browser() - # require(ggplot2) - # require(magrittr) - # require(patchwork) - - # Model Print - - if(model_obj[["model_info"]][["type"]]=="hvt_model"){ - p1=model_obj[[4]]$datapoint_plot+ggplot2::ggtitle("Minimum Intra-DataPoint Distance Plot: Train Data") - p2=model_obj[[4]]$cent_plot+ggplot2::ggtitle("Minimum Intra-Centroid Distance Plot: HVT Model | Train Data") - p3=model_obj[[4]]$mad_plot_train+ggplot2::ggtitle("Mean Absolute Deviation Plot: Calibration: HVT Model | Train Data") - p4=model_obj[[4]]$number_plot+ggplot2::ggtitle("Distribution of Number of Observations in Cells: HVT Model | Train Data") - p5=model_obj[[4]]$singleton_piechart - if (model_obj[["model_info"]][["input_parameters"]][["hvt_validation"]]){ - p6=hvt.results[[5]][["mad_plot"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot:Validation") - - plotDiag=(p3/(p1|p2)/(p4|p5)/p6) - } else{ - plotDiag=(p3/(p1|p2)/(p4|p5)) - } - - } else if(model_obj[["model_info"]][["type"]]=="hvt_prediction" ){ - # browser() - mtrain=model_obj[["model_mad_plots"]][["mtrain"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot: Calibration on Train Data") - mtest=model_obj[["model_mad_plots"]][["mtest"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot:Validation") - mpred=madPlot(model_obj)+ggplot2::ggtitle("Mean Absolute Deviation Plot:Test Data") - # - plotDiag=mtrain/mtest/mpred - } - - - - - return(plotDiag) - } diff --git a/muHVT_3.0.1/muHVT/R/plotHVT.R b/muHVT_3.0.1/muHVT/R/plotHVT.R deleted file mode 100644 index 2b0ca1f..0000000 --- a/muHVT_3.0.1/muHVT/R/plotHVT.R +++ /dev/null @@ -1,208 +0,0 @@ -#' @name plotHVT -#' @title Plot the hierarchical tesselations. -#' -#' Main plotting function to construct hierarchical voronoi tessellations. -#' -#' @param hvt.results List. A list containing the ouput of \code{HVT} function -#' which has the details of the tessellations to be plotted. -#' @param line.width Numeric Vector. A vector indicating the line widths of the -#' tessellation boundaries for each level. -#' @param color.vec Vector. A vector indicating the colors of the boundaries of -#' the tessellations at each level. -#' @param pch1 Numeric. Symbol type of the centroids of the tessellations -#' (parent levels). Refer \code{\link{points}}. (default = 21) -#' @param centroid.size Numeric. Size of centroids of first level -#' tessellations. (default = 3) -#' @param title String. Set a title for the plot. (default = NULL) -#' @param maxDepth Numeric. An integer indicating the number of levels. (default = NULL) -#' @author Shubhra Prakash , Sangeet Moy Das -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @examples -#' -#' data("USArrests",package="datasets") -#' -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#' -#' @export plotHVT - -library(ggplot2) -plotHVT <- - function(hvt.results, - line.width, - color.vec, - pch1 = 21, - centroid.size = 1.5, - title = NULL, - maxDepth=NULL) { - # browser() - - hvt_list <- hvt.results - - maxDepth = min(maxDepth,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) - - - min_x = 1e9 - min_y = 1e9 - max_x = -1e9 - max_y = -1e9 - depthVal = c() - clusterVal = c() - childVal = c() - value = c() - x_pos = c() - y_pos = c() - x_cor = c() - y_cor = c() - depthPos = c() - clusterPos = c() - childPos = c() - levelCluster = c() - for (clusterNo in 1:length(hvt_list[[2]][[1]][[1]])) { - bp_x = hvt_list[[2]][[1]][[1]][[clusterNo]][["x"]] - bp_y = hvt_list[[2]][[1]][[1]][[clusterNo]][["y"]] - - - if (min(bp_x) < min_x) - min_x = min(bp_x) - if (max(bp_x) > max_x) - max_x = max(bp_x) - if (min(bp_y) < min_y) - min_y = min(bp_y) - if (max(bp_y) > max_y) - max_y = max(bp_y) - - } - - - for (depth in 1:maxDepth) { - for (clusterNo in 1:length(hvt_list[[2]][[depth]])) { - for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { - current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] - - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - x_cor = c(x_cor, as.numeric(current_cluster[["pt"]][["x"]])) - y_cor = c(y_cor, as.numeric(current_cluster[["pt"]][["y"]])) - depthVal = c(depthVal, depth) - clusterVal = c(clusterVal, clusterNo) - childVal = c(childVal, childNo) - depthPos = c(depthPos, rep(depth, length(x))) - clusterPos = c(clusterPos, rep(clusterNo, length(x))) - childPos = c(childPos, rep(childNo, length(x))) - x_pos = c(x_pos, x) - y_pos = c(y_pos, y) - levelCluster = c(levelCluster, depth) - } - } - } - - valuesDataframe <- data.frame(depth = depthVal, - cluster = clusterVal, - child = childVal) - - - positionsDataframe <- data.frame( - depth = depthPos, - cluster = clusterPos, - child = childPos, - x = x_pos, - y = y_pos - ) - - - centroidDataframe <- - data.frame(x = x_cor, y = y_cor, lev = levelCluster) - - datapoly <- - merge(valuesDataframe, - positionsDataframe, - by = c("depth", "cluster", "child")) - - - p <- ggplot2::ggplot() - - for (i in maxDepth:1) { - p <- - p + ggplot2::geom_polygon( - data = datapoly[which(datapoly$depth == i), ], - ggplot2::aes( - x = x, - y = y, - color = factor(depth), - size = factor(depth), - group = interaction(depth, cluster, child), - - ), - fill = NA - ) + - ggplot2::scale_colour_manual(values = color.vec) + - ggplot2::scale_size_manual(values = line.width, guide = "none") + - ggplot2::labs(color = "Level") - } - - - for (depth in 1:maxDepth) { - p <- p + ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - pch = 21, - fill = color.vec[depth], - color = color.vec[depth] ) + - ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - pch = 21, - fill = color.vec[depth], - color = color.vec[depth] ) - } - - p <- p + - ggplot2::scale_color_manual(name = "Level", - values = color.vec) + - ggplot2::theme_bw() + ggplot2::theme( - plot.background = ggplot2::element_blank() - , - plot.title = element_text( - size = 20, - hjust = 0.5, - margin = margin(0, 0, 20, 0) - ) - , - panel.grid = ggplot2::element_blank() - , - panel.border = ggplot2::element_blank() - , - axis.ticks = element_blank() - , - axis.text = element_blank() - , - axis.title = element_blank() - , - panel.background = element_blank() - ) + ggplot2::theme(plot.title = element_text(hjust = 0.5)) + - ggplot2::scale_x_continuous(expand = c(0, 0)) + - ggplot2::scale_y_continuous(expand = c(0, 0)) + - ggplot2::geom_label(label = centroidDataframe$outlier_cell, - nudge_x=0.45, nudge_y=0.1, - check_overlap=T, - label.padding=unit(0.55, "lines"), - label.size=0.4, - color="white", - fill="#038225" ) - - - return(suppressMessages(p)) - - - } diff --git a/muHVT_3.0.1/muHVT/R/predictHVT.R b/muHVT_3.0.1/muHVT/R/predictHVT.R deleted file mode 100644 index 8976a3e..0000000 --- a/muHVT_3.0.1/muHVT/R/predictHVT.R +++ /dev/null @@ -1,436 +0,0 @@ -#' @name predictHVT -#' -#' @title Predict which cell and what level each point in the test dataset belongs to -#' -#' -#' @param data List. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from -#' this dataset can also be used to overlay as heatmap -#' @param hvt.results.model A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data -#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) -#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation -#' @param line.width Vector. A line width vector -#' @param color.vec Vector. A color vector -#' @param normalize Logical. A logical value indicating if the columns in your -#' dataset should be normalized. Default value is TRUE. -#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param yVar character. Name of the dependent variable(s) -#' @param ... color.vec and line.width can be passed from here -#' @author Shubhra Prakash , Sangeet Moy Das -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @keywords predict -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' #Split in train and test -#' -#' train <- USArrests[1:40,] -#' test <- USArrests[41:50,] -#' -#' hvt.results <- list() -#' hvt.results <- HVT(train, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' -#' predictions <- predictHVT(test,hvt.results, child.level=2,mad.threshold = 0.2) -#' print(predictions$scoredPredictedData) -#' @export predictHVT - - -predictHVT <- function(data, - hvt.results.model, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - normalize = T, - distance_metric="L1_Norm", - error_metric="max", - yVar= NULL, - ...){ - # browser() - - set.seed(300) - requireNamespace("dplyr") - requireNamespace("purrr") - # require("plotly") - # requireNamespace("rjson") - - # browser() - if(!('Cell.ID' %in% colnames(hvt.results.model[[3]]$summary))){ - hvt.results.model[[3]]$summary <- get_cell_id(hvt.results=hvt.results.model) - } - hvt.results.model[[3]]$summary = cbind(hvt.results.model[[3]]$summary,centroidRadius=unlist( hvt.results.model[[3]]$max_QE)) - - options(warn = -1) - - # distance_metric <- - # ifelse(distance_metric == "L1_Norm", "manhattan", "euclidean") - - summary_list <- hvt.results.model[[3]] - # n_cells <- n_cells.hmap - - train_colnames <- names(summary_list[["nodes.clust"]][[1]][[1]]) - - if (!all(train_colnames %in% colnames(data))) { - stop('Not all training columns are part of test dataset') - } - - if (!all(is.na(summary_list$scale_summary)) && normalize == T) { - scaled_test_data <- scale( - data[, train_colnames], - center = summary_list$scale_summary$mean_data[train_colnames], - scale = summary_list$scale_summary$std_data[train_colnames]) - } else { - scaled_test_data <- data[, train_colnames] - } - - colnames(scaled_test_data) <- train_colnames - # level <- length(summary_list$nodes.clust) - level <- child.level - - # keep_col <- names(summary_list$summary) - # subsetting df based on multiple dep variables - if(!is.null(yVar)){ - yVardf <- data[,yVar] - if(length(yVar) != 1){ - colnames(yVardf) <- paste0("Scored.", yVar) - } - } - - # dfWithMapping <- summary_list$summary - - - find_path <- function(data_vec, centroid_data) { - # centroidDist <- which.min(sqrt(colSums((centroid_data - data_vec) ^ 2))) - if (distance_metric == "L1_Norm") { - centroidDist <- which.min(colSums(abs(centroid_data - data_vec), na.rm = TRUE)) - Quant.Error <- (colSums(abs(centroid_data - data_vec), na.rm = TRUE))[centroidDist] - } else { - centroidDist <- which.min(sqrt(colSums((centroid_data - data_vec) ^ 2, na.rm = TRUE))) - Quant.Error <- sqrt(colSums((centroid_data - data_vec) ^ 2, na.rm = TRUE))[centroidDist] - } - return(data.frame("Index" = centroidDist, "Quant.Error" = Quant.Error / length(train_colnames))) - } - - ## Get a df with Segment level, parent, child info joined with max QE value - # centroidRadius <- unlist(summary_list$max_QE) - newdfMapping <- summary_list$summary - - innermostCells2 <- newdfMapping %>% - dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < mad.threshold | n <= 3))) - - transposedCells <- innermostCells2 %>% - select(all_of(train_colnames)) %>% t() - - cent_dist_df2 <- apply(data.frame(scaled_test_data), 1, find_path, transposedCells) %>% - bind_rows() - - groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child")), yVar) - if ("Cell.ID" %in% names(innermostCells2)) groupCols2 <- c(groupCols2, "Cell.ID", "centroidRadius") - - predict_test_data2 <- - cbind(data.frame(scaled_test_data, "n" = 1), cent_dist_df2) %>% - dplyr::left_join(innermostCells2 %>% - select(all_of(groupCols2)) %>% - cbind(Index = as.integer(row.names(.))), - by = "Index") %>% select(-Index) %>% - select(names(newdfMapping)) - - # Considering margin of error - predict_test_data3 <- predict_test_data2 %>% mutate(diff = centroidRadius- Quant.Error) - predict_test_data3 <- predict_test_data3 %>% mutate(anomalyFlag = ifelse(Quant.Error < (mad.threshold), 0, 1)) - - # Renaming fitted yVar with prefix Fitted - if(!is.null(yVar)){ - if(length(yVar) == 3){ - for(i in 1:length(yVar)){ - indexScored <- which(colnames(predict_test_data2) == yVar[i]) - colnames(predict_test_data2)[indexScored] <- paste0("Fitted.", yVar[i]) - } - } else { - indexScored <- which(colnames(predict_test_data2) == yVar) - colnames(predict_test_data2)[indexScored] <- paste0("Fitted.", yVar) - } - } - - - # Adding dep Variables back to scored data - if(!is.null(yVar)){ - predict_test_data2 <- merge(predict_test_data2, yVardf, by = 0) %>% select(-"Row.names") - if(length(yVar) == 1){ - indexFitted <- which(colnames(predict_test_data2) == "y") - colnames(predict_test_data2)[indexFitted] <- paste0("Scored.", yVar) - } - } - - groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child")), "anomalyFlag") - # Calculating mean for scored data for each centroid - groupCols3 <- c(paste0("Segment.", c("Level", "Parent", "Child"))) - # filter anomalous values for test dataset - - if(error_metric == "mean") { - predictQE2 <- predict_test_data3 %>% - group_by_at(groupCols2) %>% - dplyr::summarise( - n = sum(n), - Quant.Error = mean(Quant.Error)) - predictQE3 <- predict_test_data3 %>% - group_by_at(groupCols3) %>% - dplyr::summarise( - n = sum(n), - Quant.Error = mean(Quant.Error)) - } else { - predictQE2 <- predict_test_data3 %>% # with anamoly flags - group_by_at(groupCols2) %>% - dplyr::summarise( - n = sum(n), - Quant.Error = max(Quant.Error)) - predictQE3 <- predict_test_data3 %>% # wo anamoly flags - group_by_at(groupCols3) %>% - dplyr::summarise( - n = sum(n), - Quant.Error = max(Quant.Error)) - } - - # Calculating mean for scored data for each centroid - groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child"))) - newdfMapping <- newdfMapping %>% mutate(sumOriginal = Quant.Error*n) - df_temp <- inner_join(predictQE2, - newdfMapping %>% select(c(groupCols2, Quant.Error, sumOriginal,n)), - by = groupCols2) - df_temp2 <- inner_join(predictQE3, - newdfMapping %>% select(c(groupCols2, Quant.Error, sumOriginal,n)), - by = groupCols2) - - - if(error_metric == "mean"){ - df_temp <- df_temp %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) # sum original is wrong - df_temp2 <- df_temp2 %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) - } else { - df_temp <- df_temp %>% mutate(Scored.Quant.Error = max(Quant.Error.x, Quant.Error.y)) - df_temp2 <- df_temp2 %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) # should be maxScored - } - - QECompareDf2 <- df_temp %>% mutate( - Quant.Error.Diff = abs(Scored.Quant.Error - Quant.Error.y), - `Quant.Error.Diff (%)` = abs(Scored.Quant.Error - Quant.Error.y) / Quant.Error.y * 100) %>% - dplyr::rename(Fitted.Quant.Error = Quant.Error.y, n = n.x) %>% - select(-c("Quant.Error.x", "sumOriginal" ,"n.y")) - - plotList <- hvt.results.model[[2]] %>% - unlist(., recursive = F) %>% unlist(., recursive = F) - - boundaryCoords2 <- - lapply(plotList, function(x) { - data.frame( - "Segment.Level" = x[["Segment.Level"]], - "Segment.Parent" = x[["Segment.Parent"]], - "Segment.Child" = x[["Segment.Child"]], - "x" = x$pt["x"], - "y" = x$pt["y"], - "bp.x" = I(x$x), - "bp.y" = I(x$y)) - }) %>% - bind_rows(.) %>% - right_join(., - QECompareDf2 %>% dplyr::filter(anomalyFlag == 1), - by = paste0("Segment.", c("Level", "Parent", "Child"))) - - - predictPlot <- plotHVT( - hvt.results.model, - line.width = line.width, - color.vec = color.vec, - centroid.size = 1.5, - title = paste0( - "Hierarchical Voronoi Tessellation With Depth = ", - child.level - ), - maxDepth = child.level - - ) + ggtitle(paste( - "Hierarchical Voronoi Tessellation for Level", - child.level - )) + - theme( - plot.title = element_text( - size = 18, - hjust = 0.5, - margin = margin(0, 0, 20, 0) - ), - # legend.title = element_blank(), - panel.grid.major = element_blank(), - panel.grid.minor = element_blank(), - panel.background = element_blank(), - axis.text.x = element_blank(), - axis.ticks.x = element_blank(), - axis.title.x = element_blank(), - axis.text.y = element_blank(), - axis.ticks.y = element_blank(), - axis.title.y = element_blank(), - legend.position = "bottom" - ) + - scale_x_continuous(expand = c(0, 0)) + - scale_y_continuous(expand = c(0, 0)) - - - colour_scheme <- c("#6E40AA", "#6B44B2", "#6849BA", "#644FC1", "#6054C8", "#5C5ACE" ,"#5761D3" ,"#5268D8", "#4C6EDB", "#4776DE", "#417DE0", "#3C84E1" ,"#368CE1", - "#3194E0", "#2C9CDF", "#27A3DC", "#23ABD8","#20B2D4", "#1DBACE", "#1BC1C9", "#1AC7C2" ,"#19CEBB", "#1AD4B3" ,"#1BD9AB", "#1DDFA3", "#21E39B", - "#25E892", "#2AEB8A" ,"#30EF82", "#38F17B" ,"#40F373", "#49F56D", "#52F667", "#5DF662", "#67F75E", "#73F65A", "#7FF658", "#8BF457", "#97F357", "#A3F258") - - if (nrow(boundaryCoords2) != 0) { - hoverText <- paste( - " Cell ID:", - boundaryCoords2$Cell.ID, - "
", - "Segment.Level:", - boundaryCoords2$Segment.Level, - "
", - "Segment.Parent:", - boundaryCoords2$Segment.Parent, - "
", - "Segment.Child:", - boundaryCoords2$Segment.Child, - "
", - "Number of observations:", - boundaryCoords2$n, - "
" - ) - } else { hoverText <- NULL} - # browser() - predictPlot <- predictPlot + geom_polygon( - data = boundaryCoords2, - aes( - x = bp.x, - y = bp.y, - group = interaction(Segment.Level, Segment.Parent, Segment.Child), - fill = n, - text = hoverText - ), - color = "red", - size = 1 - ) + - geom_point(data = boundaryCoords2 %>% distinct(x, y), aes(x = x, y = y), size = 1.5) + - scale_fill_gradientn(colours = colour_scheme)+ - guides(colour = "none") - - plotlyPredict <- plotly::ggplotly(predictPlot, tooltip = "text") - - hoverText <- lapply(plotlyPredict$x$data, function(x) { - if (!is.null(x$text)) - return(x$text) - }) %>% unlist() - - checkCell <- substr(hoverText, 1, 5) %in% " Cell" - trace_vec <- seq_along(checkCell)[!checkCell] - - plotlyPredict <- plotlyPredict %>% - plotly::layout(hoverlabel = list(bgcolor = 'rgba(255,255,0,0.2)'), - legend = list( - title = list(text = "Level"), - itemdoubleclick = F, - itemclick = "toggleothers", - traceorder = "reversed" - ) - ) %>% - plotly::style(plotlyPredict, hoverinfo = "none", traces = trace_vec) %>% - plotly::config(displayModeBar = F) - - predict_test_data3 <- predict_test_data3 %>% mutate_if(is.numeric, round, digits = 4) # Rounding decimal columns using dplyr function - predict_test_dataRaw <- predict_test_data3 - predict_test_dataRaw[, train_colnames] <- data[, train_colnames] - - ################################################# Changes ################# - - - - predicted_result <- hvt.results.model[[3]]$summary - current_predicted <- colnames(predicted_result) - new_names <- paste0("pred_", current_predicted) - colnames(predicted_result) <- new_names - Cell.ID <- data.frame(predicted_result$pred_Cell.ID) - predicted_result <- predicted_result %>% select(-c("pred_Segment.Level","pred_Segment.Parent","pred_Segment.Child","pred_n","pred_Cell.ID", "pred_Quant.Error", "pred_centroidRadius")) - predicted_result <- cbind(Cell.ID,predicted_result) - predicted_result <- data.table::setnames(predicted_result, "predicted_result.pred_Cell.ID", "Cell.ID") - - - - actuals <- predict_test_data3 - current_actual <- colnames(actuals) - new_names <- paste0("act_", current_actual) - colnames(actuals) <- new_names - - actuals$Row.No <- row.names(data) - data_with_row <- data.frame(actuals$Row.No) - data_with_cell <- data.frame(actuals$act_Cell.ID) - actuals <- actuals %>% select(-c("act_Segment.Level","act_Segment.Parent","act_Segment.Child","act_n","act_Cell.ID", "act_Quant.Error", "act_centroidRadius","act_diff","act_anomalyFlag","Row.No")) - actuals_data <- cbind(data_with_row,actuals,data_with_cell) - actuals_data <- data.table::setnames(actuals_data, "actuals.act_Cell.ID", "Cell.ID") - actuals_data <- data.table::setnames(actuals_data, "actuals.Row.No", "Row.No") - - - - merged_df <- merge(actuals_data, predicted_result, by="Cell.ID") - merged_result <-merged_df %>% arrange(as.numeric(merged_df$Row.No)) - - subtract_predicted_actual <- function(data, actual_prefix = "act_", predicted_prefix = "pred_") { - actual_cols <- grep(paste0("^", actual_prefix), names(data), value = TRUE) - df_new <- data.frame(matrix(ncol = 1, nrow = nrow(data))) - temp0 <<- data.frame(matrix(nrow = nrow(data))) - for (col in actual_cols) { - predicted_col <- gsub(actual_prefix, predicted_prefix, col) - - if (predicted_col %in% names(data)) { - temp0[[predicted_col]] <<- abs(data[[col]] - data[[predicted_col]]) - - } - } - temp0 <- temp0 %>% purrr::discard(~all(is.na(.) | . =="")) - df_new[,1] <- rowMeans(temp0) - return(df_new) - } - - - - diff <- subtract_predicted_actual(merged_result) - merged_result$diff <- diff$matrix.ncol...1..nrow...nrow.data.. - merged_result <- rename(merged_result, c("diff"="diff")) - - - # Define the desired column order - desired_order <- c("Row.No", grep("^act_", colnames(merged_result), value = TRUE), "Cell.ID", grep("^pred_", colnames(merged_result), value = TRUE),"diff") - - # Reorder the columns in the data frame - df_reordered <- merged_result[, desired_order] - - - - ################################################# - - prediction_list = list( - scoredPredictedData = predict_test_data3, - actual_predictedTable = df_reordered, - QECompareDf = QECompareDf2, - predictPlot = plotlyPredict, - predictInput = c("depth"= child.level, "quant.err"=mad.threshold), - model_mad_plots=list(), - model_info = list(type="hvt_prediction") - - ) - model_mad_plots=NA - # browser() - if(!all(is.na(hvt.results.model[[4]]))){ - mtrain=hvt.results.model[[4]]$mad_plot_train+ggtitle("Mean Absolute Deviation Plot: Calibration on Train Data") - } - if(!all(is.na(hvt.results.model[[5]]))){ - mtest=hvt.results.model[[5]][["mad_plot"]]+ggtitle("Mean Absolute Deviation Plot:Validation") - } - - if(!all(is.na(hvt.results.model[[4]])) &!all(is.na(hvt.results.model[[5]]) )) { model_mad_plots=list(mtrain=mtrain,mtest=mtest)} - - - prediction_list$model_mad_plots=model_mad_plots - return(prediction_list) -} diff --git a/muHVT_3.0.1/muHVT/R/predictLayerHVT.R b/muHVT_3.0.1/muHVT/R/predictLayerHVT.R deleted file mode 100644 index 92559c6..0000000 --- a/muHVT_3.0.1/muHVT/R/predictLayerHVT.R +++ /dev/null @@ -1,260 +0,0 @@ -#' @name predictLayerHVT -#' -#' @title Predict which cell and what level each point in the test dataset belongs to -#' -#' -#' @param data Data Frame. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from -#' this dataset can also be used to overlay as heatmap -#' @param hvt_mapA A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data -#' @param hvt_mapB A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data with novelty(s) -#' @param hvt_mapC A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data without novelty(s) -#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) -#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation -#' @param line.width Vector. A line width vector -#' @param color.vec Vector. A color vector -#' @param normalize Logical. A logical value indicating if the columns in your -#' dataset should be normalized. Default value is TRUE. -#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param yVar character. Name of the dependent variable(s) -#' @param ... color.vec and line.width can be passed from here -#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya ,Somya Shambhawi -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' -#' #Split in train and test -#' train <- USArrests[1:40,] -#' test <- USArrests[41:50,] -#' -#' hvt_mapA <- list() -#' hvt_mapA <- HVT(train, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' -#' -#' identified_outlier_cells <<- c(2, 10) -#' output_list <- removeNovelty(identified_outlier_cells, hvt_mapA) -#' -#' data_with_novelty <- output_list[[1]] -#' -#' hvt_mapB <- HVT(data_with_novelty ,n_cells = 3, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' -#' dataset_without_novelty <- output_list[[2]] -#' -#' -#' mapA_scale_summary = hvt_mapA[[3]]$scale_summary -#' hvt_mapC <- list() -#' hvt_mapC <- HVT(dataset_without_novelty, n_cells = 15, -#' depth = 2, quant.err = 0.2, distance_metric = "L1_Norm", -#' error_metric = "max", quant_method = "kmeans", -#' projection.scale = 10, normalize = FALSE, scale_summary = mapA_scale_summary) -#' -#' predictions <- list() -#' predictions <- predictLayerHVT(test, hvt_mapA, hvt_mapB, hvt_mapC) -#' -#' @keywords predictLayer -#' @export predictLayerHVT - -predictLayerHVT <- function(data, - hvt_mapA, - hvt_mapB, - hvt_mapC, - mad.threshold = 0.2, - normalize = T, - distance_metric="L1_Norm", - error_metric="max", - child.level = 1, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - yVar= NULL, - ...){ - #browser() - - set.seed(300) - requireNamespace("dplyr") - requireNamespace("purrr") - -# Predictions from Map A - - mapA_predictions <- predictHVT(data, - hvt_mapA, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6), - color.vec = c("#141B41"), - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapA_scoredPredictedData <- as.data.frame(mapA_predictions$scoredPredictedData) - mapA_scoredPredictedData$row_number <- row.names(mapA_scoredPredictedData) - - # Predictions from map B - mapB_predictions <- predictHVT(data, - hvt_mapB, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6), - color.vec = c("#141B41"), - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapB_scoredPredictedData <- as.data.frame(mapB_predictions$scoredPredictedData) - mapB_scoredPredictedData$row_number <- row.names(mapB_scoredPredictedData) - - # Predictions from map C - - mapC_predictions <- predictHVT(data, - hvt_mapC, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6), - color.vec = c("#141B41"), - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapC_scoredPredictedData <- as.data.frame(mapC_predictions$scoredPredictedData) - mapC_scoredPredictedData$row_number <- row.names(mapC_scoredPredictedData) - mapC_scoredPredictedData$mapC_cell_path <- paste0(mapC_scoredPredictedData$Segment.Level,"-",mapC_scoredPredictedData$Segment.Parent,"-",mapC_scoredPredictedData$Segment.Child) - - # Merged map A, map B, map C predictions value. - - predictions_set <-merge(merge(mapA_scoredPredictedData,mapB_scoredPredictedData, by = "row_number"), mapC_scoredPredictedData, by = "row_number") - - predictions_table <- predictions_set %>% select(row_number, Segment.Level.x, Segment.Parent.x, Segment.Child.x,Cell.ID.x, - Segment.Level.y, Segment.Parent.y, Segment.Child.y ,Cell.ID.y,mapC_cell_path,Segment.Level,Segment.Parent,Segment.Child,Cell.ID) - - - colnames(predictions_table) <- c('Row.Number','MapA.Segment.Level','MapA.Segment.Parent','MapA.Segment.Child','MapA.Cell.ID', - 'MapB.Segment.Level','MapB.Segment.Parent','MapB.Segment.Child','MapB.Cell.ID','Map.Cell.Path','MapC.Segment.Level','MapC.Segment.Parent','MapC.Segment.Child','MapC.Cell.ID') - - - #removed_outlier_cells <- as.vector(unique(map_B$Cell.Number)) - - predictions_table$MapB.Cell.ID_original <- ifelse( - (predictions_table$MapA.Segment.Child %in% identified_Novelty_cells), - paste0(predictions_table$MapB.Cell.ID), # if condition is met - NA # else put NA - ) - - predictions_table$MapC.Cell.ID <- ifelse( - (is.na(predictions_table$MapB.Cell.ID_original)), - paste0(predictions_table$MapC.Cell.ID), # if condition is met - NA # else put NA - ) - - predictions_table$Row.Number <- as.integer(predictions_table$Row.Number) - predictions_table <- predictions_table[order(predictions_table$Row.Number, decreasing = FALSE),] - - scoredPredictionsData_CellID <- predictions_table %>% select(c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapB.Cell.ID_original','MapC.Cell.ID')) - scoredPredictionsData_CellID <- lapply(scoredPredictionsData_CellID, as.numeric) - - scoredPredictionsData_CellID <- as.data.frame(scoredPredictionsData_CellID) - scoredPredictionsData_CellID$MapB.Cell.ID_original <- unlist(scoredPredictionsData_CellID$MapB.Cell.ID_original) - - scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% dplyr::select("Row.Number","MapA.Cell.ID","MapB.Cell.ID_original","MapC.Cell.ID") - - scoredPredictionsData_CellID$MapA.Cell.ID <- ifelse(is.na(scoredPredictionsData_CellID$MapA.Cell.ID), NA, paste0("A",scoredPredictionsData_CellID$MapA.Cell.ID)) - scoredPredictionsData_CellID$MapB.Cell.ID_original <- ifelse(is.na(scoredPredictionsData_CellID$MapB.Cell.ID_original), NA, paste0("B",scoredPredictionsData_CellID$MapB.Cell.ID_original)) - scoredPredictionsData_CellID$MapC.Cell.ID <- ifelse(is.na(scoredPredictionsData_CellID$MapC.Cell.ID), NA, paste0("C",scoredPredictionsData_CellID$MapC.Cell.ID)) - - scoredPredictionsData_CellID$Combined.Cell.ID <- coalesce(scoredPredictionsData_CellID$MapB.Cell.ID_original,scoredPredictionsData_CellID$MapC.Cell.ID) - scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% dplyr::select("Row.Number","MapA.Cell.ID","Combined.Cell.ID") - colnames(scoredPredictionsData_CellID) <- c("Row.Number","Layer1.Cell.ID","Layer2.Cell.ID") - - ##################### Changes ############### - new_predict <- scoredPredictionsData_CellID - scaled_test_data <- mapA_predictions[["scoredPredictedData"]] - current_actual <- colnames(scaled_test_data) - new_names <- paste0("act_", current_actual) - colnames(scaled_test_data) <- new_names - merge <- cbind(new_predict,scaled_test_data) %>% select(-c("act_Segment.Level","act_Segment.Parent","act_Segment.Child","act_n", "act_centroidRadius","act_diff", "act_anomalyFlag","act_Cell.ID")) - - data <- merge - combined <- data %>% - mutate(Cell.ID = gsub("[C]", "", Layer2.Cell.ID)) %>% - merge(hvt_mapC[[3]]$summary, by = "Cell.ID", all.x = TRUE) %>% - arrange(as.numeric(Row.Number)) - - data1 <- combined - combined <- data1 %>% - mutate(Cell.ID = gsub("[B]", "", Layer2.Cell.ID)) %>% - merge(hvt_mapB[[3]]$summary, by = "Cell.ID", all.x = TRUE) %>% - arrange(as.numeric(Row.Number)) %>% select(-c(Cell.ID)) - - - combined <- combined %>% select(-c("act_Quant.Error","Segment.Level.x" ,"Segment.Parent.x","Segment.Child.x","n.x","Quant.Error.x","Segment.Level.y" ,"Segment.Parent.y","Segment.Child.y", "n.y","Quant.Error.y" )) - - requireNamespace("dplyr") - - df_data <- combined %>% - select(matches("^act_|Row.Number|Layer1.Cell.ID|Layer2.Cell.ID")) - - df <- combined %>% - select(-c(Row.Number, Layer1.Cell.ID, Layer2.Cell.ID)) %>% - select(-starts_with("act_")) - - create_predictions <- function(df) { - pred_cols <- unique(sub("\\..*", "", names(df))) # Extract unique column names - pred_values <- vector("list", length(pred_cols)) - - for (i in seq_along(pred_cols)) { - col_x <- paste0(pred_cols[i], ".x") - col_y <- paste0(pred_cols[i], ".y") - pred_values[[i]] <- coalesce(df[[col_x]], df[[col_y]]) - } - - df1 <- as.data.frame(pred_values) - names(df1) <- paste0("pred_", pred_cols) - return(df1) - } - - df1 <- create_predictions(df) - combined_data <- cbind(df_data,df1) - - subtract_predicted_actual <- function(data, actual_prefix = "act_", predicted_prefix = "pred_") { - actual_cols <- grep(paste0("^", actual_prefix), names(data), value = TRUE) - df_new <- data.frame(matrix(ncol = 1, nrow = nrow(data))) - temp0 <<- data.frame(matrix(nrow = nrow(data))) - for (col in actual_cols) { - predicted_col <- gsub(actual_prefix, predicted_prefix, col) - - if (predicted_col %in% names(data)) { - temp0[[predicted_col]] <<- abs(data[[col]] - data[[predicted_col]]) - - } - } - temp0 <- temp0 %>% discard(~all(is.na(.) | . =="")) - df_new[,1] <- rowMeans(temp0) - return(df_new) - } - - diff <- subtract_predicted_actual(combined_data) - combined_data$diff <- diff$matrix.ncol...1..nrow...nrow.data.. - desired_order <- c("Row.Number", grep("^act_", colnames(combined_data), value = TRUE), "Layer1.Cell.ID","Layer2.Cell.ID", grep("^pred_", colnames(combined_data), value = TRUE),"diff") - df_reordered <- combined_data[, desired_order] - - #################### - - prediction_list = list( - predictLayer_Output = scoredPredictionsData_CellID, - actual_predictedTable = df_reordered - ) - - return(prediction_list) - - -} - - \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/qeHistPlot.R b/muHVT_3.0.1/muHVT/R/qeHistPlot.R deleted file mode 100644 index 744b16b..0000000 --- a/muHVT_3.0.1/muHVT/R/qeHistPlot.R +++ /dev/null @@ -1,44 +0,0 @@ -#' @title plotDiag -#' -#' Make the diagnostic plots for hierarchical voronoi tessellations model. -#' -#' @param hvt.results List. A list of hvt.results obtained from the HVT -#' function. -#' @param hvt.predictions List. A list of hvt.predictions obtained from the Predict -#' function. -#' @author Shubhra Prakash -#' @seealso \code{\link{plotHVT}} -#' @keywords diagnostics -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @export qeHistPlot - - -qeHistPlot=function(hvt.results,hvt.predictions){ - # require(patchwork) - val=hvt.results[[3]][["max_QE"]]%>%unlist()%>%as.numeric() - p1=ggplot2::ggplot() + - ggplot2::aes(x = val) + - ggplot2::geom_histogram(fill = "midnightblue",colour="white",alpha=0.75) + - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = mean(val[val>0.00000001]),linetype="dashed")+ - ggplot2::geom_vline(xintercept = mean(val),colour="red",linetype="dashed")+ ggplot2::ggtitle("1.Max QE Distribution: Train ")+ - ggplot2::xlab("Max QE values for cells: Train Data") - # + - # ggtitle("Max QE Distribution (Train)") - - - - pred_val=hvt.predictions[["scoredPredictedData"]] - p2=ggplot2::ggplot() + - ggplot2::aes(x = pred_val$Quant.Error) + - ggplot2::geom_histogram(fill = "midnightblue",colour="white",alpha=0.75) + - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = mean(pred_val$Quant.Error), colour="red",linetype="dashed")+ - ggplot2::ggtitle("2.Max QE Distribution: Test ")+ - ggplot2::xlab("Max QE values for cells: Test Data") - - plot_output= p1/p2 - return(plot_output) - -} \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/removeNovelty.R b/muHVT_3.0.1/muHVT/R/removeNovelty.R deleted file mode 100644 index db84716..0000000 --- a/muHVT_3.0.1/muHVT/R/removeNovelty.R +++ /dev/null @@ -1,104 +0,0 @@ -#' removeNovelty -#' -#' Remove identified outlier cell(s) from the dataset -#' -#' This function is used to remove the identified outlier cell(s) from the dataset. -#' It is recommended to run the \code{HVT} function before running this function. It takes input in the form -#' of cell number of the outlier cell(s) identified using the output of the \code{HVT} function and -#' the compressed map (hvt_mapA) generated using the \code{HVT} function. The output of this function is -#' a list of two items: a new map having the data of removed outlier cell(s) and the subset of dataset without outliers. -#' -#' @param outlier_cells Vector. A vector with the cell number of the identified outliers -#' @param hvt_results List. A list having the results of the compressed map i.e. output of \code{HVT} function -#' -#' @return A list of two items: a map having the data of removed outlier cells and the subset of the dataset without outlier(s) which -#' has to be passed as input argument to \code{HVT} function to generate another map -#' \item{[[1]] }{Dataframe. Information about the removed outlier cell(s)} -#' \item{[[2]] }{Dataframe. Subset of dataset without the outlier cell(s)} -#' -#' @author Shantanu Vaidya -#' @seealso \code{\link{HVT}} \cr \code{\link{predictLayerHVT}} -#' @importFrom magrittr %>% -#' @importFrom plyr rbind.fill -#' @examples -#' data(USArrests) -#' hvt_mapA <- list() -#' hvt_mapA <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' plotHVT(hvt_mapA, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#' -#' identified_Novelty_cells <<- c(2, 10) -#' output_list <- removeNovelty(identified_Novelty_cells, hvt_mapA) -#' hvt_mapB <- output_list[[1]] -#' dataset_without_novelty <- output_list[[2]] -#' -#' @export removeNovelty - - -removeNovelty <- - function (outlier_cells, hvt_results) - { - #browser() - remove_outlier_cells <- as.vector(outlier_cells) - - if (length(remove_outlier_cells) == 0){ - print("No outlier cells were removed from the dataset.") - - hvt_results_cells <- hvt_results[[3]]$clusters - scaled_data <- data.frame() - temp_df <- data.frame() - - for(i in 1:length(hvt_results_cells)){ - temp_df <- as.data.frame(hvt_results_cells[[i]]) - temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) - scaled_data <- rbind.fill(scaled_data, temp_df) - } - row.names(scaled_data) <- scaled_data$Row.Number - scaled_data <- select(scaled_data, -c(Row.Number)) - - return(list( - hvt_mapB = NA, - dataset_without_outliers = scaled_data - )) - - }else{ - - hvt_results_cells <- hvt_results[[3]]$clusters - scaled_data <- data.frame() - temp_df <- data.frame() - - for(i in 1:length(hvt_results_cells)){ - temp_df <- as.data.frame(hvt_results_cells[[i]]) - temp_df$Cell.Number <- i - temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) - scaled_data <- rbind.fill(scaled_data, temp_df) - } - row.names(scaled_data) <- scaled_data$Row.Number - - Cell.ID.mapping <- hvt_results[[3]]$summary[, c("Segment.Child", "Cell.ID")] - - scaled_data <- merge(x = scaled_data, y = Cell.ID.mapping, by.x = c("Cell.Number"), by.y = c("Segment.Child")) - - outlier_rows_df <- scaled_data %>% dplyr::filter(Cell.Number %in% identified_Novelty_cells) - removed_outlier_rows <- as.vector(outlier_rows_df$Row.Number) - outliers_data_scaled <- select(outlier_rows_df, -c(Row.Number)) - outliers_data_scaled <- outliers_data_scaled[,c(ncol(outliers_data_scaled),1:(ncol(outliers_data_scaled)-1))] - - `%notin%` <- Negate(`%in%`) - dataset_without_outliers_scaled <- scaled_data %>% dplyr::filter(Cell.Number %notin% remove_outlier_cells) - row.names(dataset_without_outliers_scaled) <- dataset_without_outliers_scaled$Row.Number - dataset_without_outliers_scaled <- select(dataset_without_outliers_scaled, -c(Row.Number, Cell.Number, Cell.ID)) - dataset_without_outliers_scaled <- dataset_without_outliers_scaled[ order(as.numeric(row.names(dataset_without_outliers_scaled))), ] - - print(paste0(c("The following cell(s) have been removed as novelties from the dataset: ", remove_outlier_cells), collapse = " ")) - - - return(list( - hvt_mapB = outliers_data_scaled, - dataset_without_outliers = dataset_without_outliers_scaled - )) - } -} diff --git a/muHVT_3.0.1/muHVT/R/removeOutliers.R b/muHVT_3.0.1/muHVT/R/removeOutliers.R deleted file mode 100644 index 2767a3c..0000000 --- a/muHVT_3.0.1/muHVT/R/removeOutliers.R +++ /dev/null @@ -1,104 +0,0 @@ -#' removeOutliers -#' -#' Remove identified outlier cell(s) from the dataset -#' -#' This function is used to remove the identified outlier cell(s) from the dataset. -#' It is recommended to run the \code{HVT} function before running this function. It takes input in the form -#' of cell number of the outlier cell(s) identified using the output of the \code{HVT} function and -#' the compressed map (hvt_mapA) generated using the \code{HVT} function. The output of this function is -#' a list of two items: a new map having the data of removed outlier cell(s) and the subset of dataset without outliers. -#' -#' @param outlier_cells Vector. A vector with the cell number of the identified outliers -#' @param hvt_results List. A list having the results of the compressed map i.e. output of \code{HVT} function -#' -#' @return A list of two items: a map having the data of removed outlier cells and the subset of the dataset without outlier(s) which -#' has to be passed as input argument to \code{HVT} function to generate another map -#' \item{[[1]] }{Dataframe. Information about the removed outlier cell(s)} -#' \item{[[2]] }{Dataframe. Subset of dataset without the outlier cell(s)} -#' -#' @author Shantanu Vaidya -#' @seealso \code{\link{HVT}} \cr \code{\link{mlayerHVT}} -#' @importFrom magrittr %>% -#' @importFrom plyr rbind.fill -#' @examples -#' data(USArrests) -#' hvt_mapA <- list() -#' hvt_mapA <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' plotHVT(hvt_mapA, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#' -#' identified_outlier_cells <- c(2, 10) -#' output_list <- removeOutliers(identified_outlier_cells, hvt_mapA) -#' hvt_mapB <- output_list[[1]] -#' dataset_without_outliers <- output_list[[2]] -#' -#' @export removeOutliers - - -removeOutliers <- - function (outlier_cells, hvt_results) - { - - remove_outlier_cells <- as.vector(outlier_cells) - - if (length(remove_outlier_cells) == 0){ - print("No outlier cells were removed from the dataset.") - - hvt_results_cells <- hvt_results[[3]]$clusters - scaled_data <- data.frame() - temp_df <- data.frame() - - for(i in 1:length(hvt_results_cells)){ - temp_df <- as.data.frame(hvt_results_cells[[i]]) - temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) - scaled_data <- rbind.fill(scaled_data, temp_df) - } - row.names(scaled_data) <- scaled_data$Row.Number - scaled_data <- select(scaled_data, -c(Row.Number)) - - return(list( - hvt_mapB = NA, - dataset_without_outliers = scaled_data - )) - - }else{ - - hvt_results_cells <- hvt_results[[3]]$clusters - scaled_data <- data.frame() - temp_df <- data.frame() - - for(i in 1:length(hvt_results_cells)){ - temp_df <- as.data.frame(hvt_results_cells[[i]]) - temp_df$Cell.Number <- i - temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) - scaled_data <- rbind.fill(scaled_data, temp_df) - } - row.names(scaled_data) <- scaled_data$Row.Number - - Cell.ID.mapping <- hvt_results[[3]]$summary[, c("Segment.Child", "Cell.ID")] - - scaled_data <- merge(x = scaled_data, y = Cell.ID.mapping, by.x = c("Cell.Number"), by.y = c("Segment.Child")) - - outlier_rows_df <- scaled_data %>% dplyr::filter(Cell.Number %in% remove_outlier_cells) - removed_outlier_rows <- as.vector(outlier_rows_df$Row.Number) - outliers_data_scaled <- select(outlier_rows_df, -c(Row.Number)) - outliers_data_scaled <- outliers_data_scaled[,c(ncol(outliers_data_scaled),1:(ncol(outliers_data_scaled)-1))] - - `%notin%` <- Negate(`%in%`) - dataset_without_outliers_scaled <- scaled_data %>% dplyr::filter(Cell.Number %notin% remove_outlier_cells) - row.names(dataset_without_outliers_scaled) <- dataset_without_outliers_scaled$Row.Number - dataset_without_outliers_scaled <- select(dataset_without_outliers_scaled, -c(Row.Number, Cell.Number, Cell.ID)) - dataset_without_outliers_scaled <- dataset_without_outliers_scaled[ order(as.numeric(row.names(dataset_without_outliers_scaled))), ] - - print(paste0(c("The following cell(s) have been removed as outliers from the dataset: ", remove_outlier_cells), collapse = " ")) - - - return(list( - hvt_mapB = outliers_data_scaled, - dataset_without_outliers = dataset_without_outliers_scaled - )) - } -} diff --git a/muHVT_3.0.1/muHVT/R/sammonsProjection.R b/muHVT_3.0.1/muHVT/R/sammonsProjection.R deleted file mode 100644 index a332f0c..0000000 --- a/muHVT_3.0.1/muHVT/R/sammonsProjection.R +++ /dev/null @@ -1,48 +0,0 @@ -#' sammonsProjection -#' -#' This is a wrapper for the sammon function of the MASS package for non-metric -#' multidimensional scaling -#' -#' This chooses a two-dimensional configuration to minimize the stress, the sum -#' of squared differences between the input distances and those of the -#' configuration, weighted by the distances, the whole sum being divided by the -#' sum of input distances to make the stress scale-free. -#' -#' An iterative algorithm is used, which will usually converge in around 50 -#' iterations. As this is necessarily an O(n^2) calculation, it is slow for -#' large datasets. Further, since the configuration is only determined up to -#' rotations and reflections (by convention the centroid is at the origin), the -#' result can vary considerably from machine to machine. In this release the -#' algorithm has been modified by adding a step-length search (magic) to ensure -#' that it always goes downhill. -#' -#' @param d distance structure of the form returned by dist, or a full, -#' symmetric matrix. Data are assumed to be dissimilarities or relative -#' distances, but must be positive except for self-distance. This can contain -#' missing values. -#' @param y An initial configuration. If none is supplied, cmdscale is used to -#' provide the classical solution. (If there are missing values in d, an -#' initial configuration must be provided.) This must not have duplicates. -#' @param k The dimension of the configuration. -#' @param niter The maximum number of iterations. -#' @param trace Logical for tracing optimization. Default TRUE. -#' @param magic initial value of the step size constant in diagonal Newton -#' method. -#' @param tol Tolerance for stopping, in units of stress. -#' @return \item{points}{ A two-column vector of the fitted configuration. } -#' \item{stress}{ The final stress achieved. } -#' @examples -#' -#' require(MASS) -#' swiss.x <- as.matrix(swiss[, -1]) -#' swiss.sam <- sammonsProjection(dist(swiss.x)) -#' -#' @export sammonsProjection -#' @keywords internal -#' -sammonsProjection <- function(d, y = stats::cmdscale(d, k), k = 2, niter = 100, trace = TRUE, - magic = 0.2, tol = 1e-4){ - - return(MASS::sammon(d, y = stats::cmdscale(d, k), k = 2, niter = 100, trace = TRUE, - magic = 0.2, tol = 1e-4)) -} diff --git a/muHVT_3.0.1/muHVT/README.md b/muHVT_3.0.1/muHVT/README.md deleted file mode 100644 index 3f867e1..0000000 --- a/muHVT_3.0.1/muHVT/README.md +++ /dev/null @@ -1,127 +0,0 @@ -# muHVT: Collection of functions used to build hierarchical topology preserving maps - -#### Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya Shambhawi - -#### 2023-10-11 - -

- -
- -# 1 Abstract - -The muHVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high%2Ddimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 2D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: - -1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. - -2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. - -3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. - -4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. - - -The muHVT package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. Below is an image depicting a captivating tessellation of a torus, see [vignette](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) for more details. - - -

-Figure 1: The Voronoi tessellation for layer 1 and number of cells 900 with the heat map overlaid for variable z. -

- - -
- -
- -# 2 Version History - -
- -## 2.1 muHVT (v23.10.11) | What’s New? - -10th October, 2023 - -In this version of muHVT package, the following new features have been introduced: - -This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. -
- -
- -## 2.2 muHVT (v22.12.06) - -06th December, 2022 - -This package provides functionality to predict based on a sequence of maps. - -The creation of a predictive set of maps involves three steps - - -1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). -2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). -3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). - - -Let us try to understand the steps with the help of the diagram below - - - -

-Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT() -

- - - -
- -# 3 Installation of muHVT (v23.10.11) - -
- - library(devtools) - devtools::install_github(repo = "Mu-Sigma/muHVT") - -
- -
- - -
- -
- -# 4 Vignettes - -Following are the links to the vignettes for the muHVT package: - -
- -## 4.1 muHVT Vignette - -[**muHVT Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. - -
- -
- -## 4.2 muHVT Model Diagnostics Vignette - -[**muHVT Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for muHVT model. - -
- -
- -## 4.3 muHVT - Predicting Cells with Layers using predictLayerHVT - -[**muHVT : Predicting Cells with Layers using predictLayerHVT :**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html) Contains descriptions of the functions used for predicting cells with layers based on a sequence of maps using predictLayerHVT. diff --git a/muHVT_3.0.1/muHVT/build/vignette.rds b/muHVT_3.0.1/muHVT/build/vignette.rds deleted file mode 100644 index 6f0b605a3acb9d820620b0209c7be093b8779e86..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 280 zcmV+z0q6c7iwFP!0000018q^uN&_(z%{;8mfFSe-f*&v+;MP(EH&TkYy(AeXkV!O; zmb!A|Z(DEXQEX};$xY5Vch1SY)r63olto7J0?T5F%L3;e&Wx0#!oBLl)9bd`^gIE+ z2jGD|8l?pD(r9X0+6Fz;js_<8iCm2;(U8KeQ_iy>O{^CEkVR z@%ra~eRfPFH_zg*H+I&XaTXJ&TuUY9?{1|(9g3ILdMdL`>fxgQng7a~eKTjcjsN!x emm`ieC{y6lpmluQrnRV#zJCF;vyEsW0ssJ@0g1f; diff --git a/muHVT_3.0.1/muHVT/inst/doc/muHVT.R b/muHVT_3.0.1/muHVT/inst/doc/muHVT.R deleted file mode 100644 index ee4806a..0000000 --- a/muHVT_3.0.1/muHVT/inst/doc/muHVT.R +++ /dev/null @@ -1,20 +0,0 @@ -## ----setup, warning = FALSE, include = FALSE---------------------------------- -knitr::opts_chunk$set( - collapse = TRUE, - comment = "#>", - out.width = "672px", - out.height = "480px", - fig.width = 7, - fig.height = 5, - fig.align = "center", - fig.retina = 1, - dpi = 150 -) - -## ----predictlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 1: Heatmap Visualization of a Torus with 900 Cells'---- -knitr::include_graphics('./torus2.png') - -## ----mlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT()'---- -#knitr::include_graphics('./mlayer1.png') -knitr::include_graphics('./predictLayerHVT_function.png') - diff --git a/muHVT_3.0.1/muHVT/inst/doc/muHVT.Rmd b/muHVT_3.0.1/muHVT/inst/doc/muHVT.Rmd deleted file mode 100644 index 7d27438..0000000 --- a/muHVT_3.0.1/muHVT/inst/doc/muHVT.Rmd +++ /dev/null @@ -1,135 +0,0 @@ ---- -title: "muHVT: Collection of functions used to build hierarchical topology preserving maps" -author: "Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya Shambhawi " -date: "`r Sys.Date()`" -fig.height: 4 -fig.width: 15 -output: - rmarkdown::html_vignette: - number_sections: true - toc: true - toc_depth : 3 -vignette: > - %\VignetteIndexEntry{muHVT: Collection of functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis"} - %\VignetteEngine{knitr::rmarkdown} - %\VignetteEncoding{UTF-8} ---- - - -```{css, echo=FALSE} -/* CSS for floating TOC on the left side */ -#TOC { - /* float: left; */ - position: fixed; - margin-left: -22vw; - width: 18vw; - height: fit-content; - overflow-y: auto; - padding-top: 20px; - padding-bottom: 20px; - background-color: #f9f9f9; - border-right: 1px solid #ddd; - margin-top: -18em; -} - -.main-container { - margin-left: 220px; /* Adjust this value to match the width of the TOC + some margin */ -} - -li { - padding-bottom: 5px; -} - -``` - -```{r setup, warning = FALSE, include = FALSE} -knitr::opts_chunk$set( - collapse = TRUE, - comment = "#>", - out.width = "672px", - out.height = "480px", - fig.width = 7, - fig.height = 5, - fig.align = "center", - fig.retina = 1, - dpi = 150 -) -``` - -# Abstract - -The muHVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high-dimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 3D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: - -1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. - -2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. - -3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. - -4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. - -The muHVT package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. below is an image depicting a captivating tessellation of a torus- - - -```{r predictlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 1: Heatmap Visualization of a Torus with 900 Cells'} -knitr::include_graphics('./torus2.png') -``` - - -# Version History - -## muHVT (v23.10.11) | What's New? - -10th October, 2023 - -In this version of muHVT package, the following new features have been introduced: - -This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. - - -## muHVT (v22.12.06) - -06th December, 2022 - -This package provides functionality to predict based on a set of maps to monitor entities over time. - -The creation of a predictive set of maps involves three steps - - -1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). -2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). -3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). - - -Let us try to understand the steps with the help of the diagram below- - -```{r mlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT()'} -#knitr::include_graphics('./mlayer1.png') -knitr::include_graphics('./predictLayerHVT_function.png') -``` - - - -# Installation of muHVT (v23.10.11) - -``` r -library(devtools) -devtools::install_github(repo = "Mu-Sigma/muHVT") -``` - - - -# Vignettes - -Following are the links to the vignettes for the muHVT package: - - -1. [**muHVT Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. - -2. [**muHVT Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for muHVT model. - -3. [**muHVT : Predicting Cells with Layers using predictLayerHVT:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html) Contains descriptions of the functions used for predicting cells with layers based on a sequence of maps using predictLayerHVT. - - - - - diff --git a/muHVT_3.0.1/muHVT/inst/doc/muHVT.html b/muHVT_3.0.1/muHVT/inst/doc/muHVT.html deleted file mode 100644 index b898a92..0000000 --- a/muHVT_3.0.1/muHVT/inst/doc/muHVT.html +++ /dev/null @@ -1,504 +0,0 @@ - - - - - - - - - - - - - - - - -muHVT: Collection of functions used to build hierarchical topology preserving maps - - - - - - - - - - - - - - - - - - - - - - - - - - -

muHVT: Collection of functions used to -build hierarchical topology preserving maps

-

Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, -Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya -Shambhawi

-

2023-10-11

- - -
- - -
-

1 Abstract

-

The muHVT package is a collection of R functions to facilitate -building topology -preserving maps for rich multivariate data analysis, see -Figure 1 as an example of a 3D torus map generated from the -package. Tending towards a big data preponderance, a large number of -rows. A collection of R functions for this typical workflow is organized -below:

-
    -
  1. Data Compression: Vector quantization (VQ), HVQ -(hierarchical vector quantization) using means or medians. This step -compresses the rows (long data frame) using a compression -objective.

  2. -
  3. Data Projection: Dimension projection of the -compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. -This step creates topology preserving map (also called an embedding) -coordinates into the desired output dimension.

  4. -
  5. Tessellation: Create cells required for object -visualization using the Voronoi Tessellation method, package includes -heatmap plots for hierarchical Voronoi tessellations (HVT). This step -enables data insights, visualization, and interaction with the topology -preserving map useful for semi-supervised tasks.

  6. -
  7. Prediction: Scoring new data sets and recording -their assignment using the map objects from the above steps, in a -sequence of maps if required.

  8. -
-

The muHVT package allows creation of visually stunning tessellations, -showcasing the power of topology preserving maps. below is an image -depicting a captivating tessellation of a torus-

-
-Figure 1:  Heatmap Visualization of a Torus with 900 Cells -

-Figure 1: Heatmap Visualization of a Torus with 900 Cells -

-
-
-
-

2 Version History

-
-

2.1 muHVT (v23.10.11) | -What’s New?

-

10th October, 2023

-

In this version of muHVT package, the following new features have -been introduced:

-

This package provides functionality to predict cells with layers -based on a sequence of maps using predictLayerHVT.

-
-
-

2.2 muHVT -(v22.12.06)

-

06th December, 2022

-

This package provides functionality to predict based on a set of maps -to monitor entities over time.

-

The creation of a predictive set of maps involves three steps -

-
    -
  1. Compress: Compress the dataset using a percentage -compression rate and a quantization threshold using the HVT() function -(Map A).
  2. -
  3. Remove novelty cells: Manually identify and remove -the novelty cells from the dataset using the removeNovelty() function -(Map B).
  4. -
  5. Compress the dataset without novelty: Again, -compress the dataset without novelty using n_cells, depth and a -quantization threshold using the HVT() function (Map C).
  6. -
-

Let us try to understand the steps with the help of the diagram -below-

-
-Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT() -

-Figure 2: Flow diagram for predicting based on a sequence of maps using -predictLayerHVT() -

-
-
-
-
-

3 Installation of muHVT -(v23.10.11)

-
library(devtools)
-devtools::install_github(repo = "Mu-Sigma/muHVT")
-
-
-

4 Vignettes

-

Following are the links to the vignettes for the muHVT package:

-
    -
  1. muHVT -Vignette: Contains descriptions of the functions used for -vector quantization and construction of hierarchical voronoi -tessellations for data analysis.

  2. -
  3. muHVT -Model Diagnostics Vignette: Contains descriptions of -functions used to perform model diagnostics and validation for muHVT -model.

  4. -
  5. muHVT -: Predicting Cells with Layers using predictLayerHVT: -Contains descriptions of the functions used for predicting cells with -layers based on a sequence of maps using predictLayerHVT.

  6. -
-
- - - - - - - - - - - diff --git a/muHVT_3.0.1/muHVT/tests/testthat.R b/muHVT_3.0.1/muHVT/tests/testthat.R deleted file mode 100644 index 45d7ea8..0000000 --- a/muHVT_3.0.1/muHVT/tests/testthat.R +++ /dev/null @@ -1,6 +0,0 @@ - -library(testthat) -library(muHVT) - -test_check("muHVT") - diff --git a/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R b/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R deleted file mode 100644 index 99cb9e0..0000000 --- a/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R +++ /dev/null @@ -1,63 +0,0 @@ -context("hvq package") -# require(plotly) - -## Load data - -USArrests <- datasets::USArrests -USArrests <- scale(USArrests,center = T,scale = T) -set.seed(420) - -test_that("getCentroids give correct results for L1_Norm and mean",{ - skip_on_cran() - - set.seed(420) - hvt.results <- muHVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L1_Norm",error_metric = "mean", quant_method = "kmeans") - - expect_equal(length(hvt.results),6) - - expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.5265759, 0.4197644, 0.4843762),1e-5) - - expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) - -}) - -test_that("getCentroids give correct results for L2_Norm and mean",{ - skip_on_cran() - - set.seed(420) - - hvt.results <- muHVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L2_Norm",error_metric = "mean", quant_method = "kmeans") - - expect_equal(length(hvt.results),6) - - expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.3141953, 0.2407124, 0.2885561),1e-5) - - expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) -}) - -test_that("getCentroids give correct results for L1_Norm and max",{ - skip_on_cran() - - set.seed(420) - - hvt.results <- muHVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L1_Norm",error_metric = "max", quant_method = "kmeans") - - expect_equal(length(hvt.results),6) - - expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(1.0147530, 0.6268437, 0.8490633),1e-5) - - expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) -}) - -test_that("getCentroids give correct results for L2_Norm and max",{ - skip_on_cran() - - set.seed(420) - hvt.results <- muHVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L2_Norm",error_metric = "max", quant_method = "kmeans") - - expect_equal(length(hvt.results),6) - - expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.6168272, 0.3525659, 0.5722204),1e-5) - - expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) -}) diff --git a/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd b/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd deleted file mode 100644 index 7d27438..0000000 --- a/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd +++ /dev/null @@ -1,135 +0,0 @@ ---- -title: "muHVT: Collection of functions used to build hierarchical topology preserving maps" -author: "Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya Shambhawi " -date: "`r Sys.Date()`" -fig.height: 4 -fig.width: 15 -output: - rmarkdown::html_vignette: - number_sections: true - toc: true - toc_depth : 3 -vignette: > - %\VignetteIndexEntry{muHVT: Collection of functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis"} - %\VignetteEngine{knitr::rmarkdown} - %\VignetteEncoding{UTF-8} ---- - - -```{css, echo=FALSE} -/* CSS for floating TOC on the left side */ -#TOC { - /* float: left; */ - position: fixed; - margin-left: -22vw; - width: 18vw; - height: fit-content; - overflow-y: auto; - padding-top: 20px; - padding-bottom: 20px; - background-color: #f9f9f9; - border-right: 1px solid #ddd; - margin-top: -18em; -} - -.main-container { - margin-left: 220px; /* Adjust this value to match the width of the TOC + some margin */ -} - -li { - padding-bottom: 5px; -} - -``` - -```{r setup, warning = FALSE, include = FALSE} -knitr::opts_chunk$set( - collapse = TRUE, - comment = "#>", - out.width = "672px", - out.height = "480px", - fig.width = 7, - fig.height = 5, - fig.align = "center", - fig.retina = 1, - dpi = 150 -) -``` - -# Abstract - -The muHVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high-dimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 3D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: - -1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. - -2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. - -3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. - -4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. - -The muHVT package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. below is an image depicting a captivating tessellation of a torus- - - -```{r predictlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 1: Heatmap Visualization of a Torus with 900 Cells'} -knitr::include_graphics('./torus2.png') -``` - - -# Version History - -## muHVT (v23.10.11) | What's New? - -10th October, 2023 - -In this version of muHVT package, the following new features have been introduced: - -This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. - - -## muHVT (v22.12.06) - -06th December, 2022 - -This package provides functionality to predict based on a set of maps to monitor entities over time. - -The creation of a predictive set of maps involves three steps - - -1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). -2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). -3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). - - -Let us try to understand the steps with the help of the diagram below- - -```{r mlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT()'} -#knitr::include_graphics('./mlayer1.png') -knitr::include_graphics('./predictLayerHVT_function.png') -``` - - - -# Installation of muHVT (v23.10.11) - -``` r -library(devtools) -devtools::install_github(repo = "Mu-Sigma/muHVT") -``` - - - -# Vignettes - -Following are the links to the vignettes for the muHVT package: - - -1. [**muHVT Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. - -2. [**muHVT Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for muHVT model. - -3. [**muHVT : Predicting Cells with Layers using predictLayerHVT:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html) Contains descriptions of the functions used for predicting cells with layers based on a sequence of maps using predictLayerHVT. - - - - - diff --git a/muHVT_3.0.1/muHVT/vignettes/predictLayerHVT_function.png b/muHVT_3.0.1/muHVT/vignettes/predictLayerHVT_function.png deleted file mode 100644 index b0e1dce9c7288b0478effde70f9f957c3b898779..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 62525 zcmeFZbx_p*_dmLbVj*FGASEIggn)Dzpdu{_A|=vY(kx)nf*^uQilj?OcPK3qlCpH? zvLMZ}aL-HdbLThrb7$_{ncto7AD8#M$8lX=@r-jGkH>kOr=POo?PEvikDySfW3qRo z@1annQz+EFu|s6=NfZt9W%z?d|IR%H6v~wyh4OldLT$oFUhpM{D=5^=V-!mCJqkr@ z6IHAt4*x**MDDgUY6tl*t}OX2d~(?4j)px7#eEL>pTs#)$`L+1_*7Ow=HMhL^AW-0 zJLn!0xFSkc`ucrm>|8(k;RC~RsqF%*`}t44PG7f(ViV?PYPwA(#?W-1Rf*$mh*88b 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zU4^Go!FVkX#_gdDWc;0g3|l|aDLX|?EnYF8ob2LbA1O_j>btZ!kgsc!GA^)L6wY36Z?As?EyPXrh0Ay46{u zG1LsrmU!r_m--b|`j9@uMPNi!!kdaeHQ~=n`8i?N%Q%dmK`1)OyBuThL!F8696~?e zov3lgl$7a4Kc8VMsj3uyth<8SEn@qQ5!_Ae#%e7&DpkZ%5&ljcsRCi$+=ED42xlzpOH1y zB-Dj!2S2*4YJo7|0811vBpT!I^SbFzTB@2eJVYPq_p|~zRcB?A6;rbU*j}>N~OQl&vc2hzs*Y8 zwVIU&^C-@8!49jh3sriN73}CDO^avzzrMRSBoAPh4#3OLdIx*SNhtxUB#eUo2UFtC APXGV_ From 973eaac3fa96a371c9c1e5cf7096bd32258f71b9 Mon Sep 17 00:00:00 2001 From: "ponanureka.s" Date: Thu, 12 Oct 2023 19:43:44 +0530 Subject: [PATCH 4/9] Removed contributors name from description and replaced muHVT to HVT --- DESCRIPTION | 30 +- muHVT_3.0.1/muHVT/DESCRIPTION | 29 + muHVT_3.0.1/muHVT/NAMESPACE | 26 + muHVT_3.0.1/muHVT/R/Add_boundary_points.R | 30 + muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R | 171 +++++ muHVT_3.0.1/muHVT/R/DelaunayInfo.R | 225 ++++++ muHVT_3.0.1/muHVT/R/Delete_Outpoints.R | 28 + muHVT_3.0.1/muHVT/R/HVT.R | 673 ++++++++++++++++++ muHVT_3.0.1/muHVT/R/ScaleMat.R | 21 + muHVT_3.0.1/muHVT/R/Transform_Coordinates.R | 31 + muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R | 410 +++++++++++ muHVT_3.0.1/muHVT/R/diagPlot.R | 230 ++++++ muHVT_3.0.1/muHVT/R/diagSuggestion.R | 65 ++ muHVT_3.0.1/muHVT/R/exploded_hmap.R | 307 ++++++++ muHVT_3.0.1/muHVT/R/getCentroids.R | 100 +++ muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R | 26 + muHVT_3.0.1/muHVT/R/getOptimalCentroids.R | 154 ++++ muHVT_3.0.1/muHVT/R/get_cell_id.R | 47 ++ muHVT_3.0.1/muHVT/R/global.R | 14 + muHVT_3.0.1/muHVT/R/hvq.R | 425 +++++++++++ muHVT_3.0.1/muHVT/R/hvtHmap.R | 361 ++++++++++ muHVT_3.0.1/muHVT/R/madPlot.R | 145 ++++ muHVT_3.0.1/muHVT/R/mlayerHVT.R | 162 +++++ muHVT_3.0.1/muHVT/R/multiNormalDist.R | 35 + muHVT_3.0.1/muHVT/R/plotCells.R | 220 ++++++ muHVT_3.0.1/muHVT/R/plotDiag.R | 52 ++ muHVT_3.0.1/muHVT/R/plotHVT.R | 208 ++++++ muHVT_3.0.1/muHVT/R/predictHVT.R | 436 ++++++++++++ muHVT_3.0.1/muHVT/R/predictLayerHVT.R | 260 +++++++ muHVT_3.0.1/muHVT/R/qeHistPlot.R | 44 ++ muHVT_3.0.1/muHVT/R/removeNovelty.R | 104 +++ muHVT_3.0.1/muHVT/R/removeOutliers.R | 104 +++ muHVT_3.0.1/muHVT/R/sammonsProjection.R | 48 ++ muHVT_3.0.1/muHVT/README.md | 127 ++++ muHVT_3.0.1/muHVT/build/vignette.rds | Bin 0 -> 280 bytes muHVT_3.0.1/muHVT/tests/testthat.R | 6 + muHVT_3.0.1/muHVT/tests/testthat/testhvt.R | 63 ++ muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd | 131 ++++ .../vignettes/predictLayerHVT_function.png | Bin 0 -> 62525 bytes muHVT_3.0.1/muHVT/vignettes/torus2.png | Bin 0 -> 380154 bytes 40 files changed, 5524 insertions(+), 24 deletions(-) create mode 100644 muHVT_3.0.1/muHVT/DESCRIPTION create mode 100644 muHVT_3.0.1/muHVT/NAMESPACE create mode 100644 muHVT_3.0.1/muHVT/R/Add_boundary_points.R create mode 100644 muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R create mode 100644 muHVT_3.0.1/muHVT/R/DelaunayInfo.R create mode 100644 muHVT_3.0.1/muHVT/R/Delete_Outpoints.R create mode 100644 muHVT_3.0.1/muHVT/R/HVT.R create mode 100644 muHVT_3.0.1/muHVT/R/ScaleMat.R create mode 100644 muHVT_3.0.1/muHVT/R/Transform_Coordinates.R create mode 100644 muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R create mode 100644 muHVT_3.0.1/muHVT/R/diagPlot.R create mode 100644 muHVT_3.0.1/muHVT/R/diagSuggestion.R create mode 100644 muHVT_3.0.1/muHVT/R/exploded_hmap.R create mode 100644 muHVT_3.0.1/muHVT/R/getCentroids.R create mode 100644 muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R create mode 100644 muHVT_3.0.1/muHVT/R/getOptimalCentroids.R create mode 100644 muHVT_3.0.1/muHVT/R/get_cell_id.R create mode 100644 muHVT_3.0.1/muHVT/R/global.R create mode 100644 muHVT_3.0.1/muHVT/R/hvq.R create mode 100644 muHVT_3.0.1/muHVT/R/hvtHmap.R create mode 100644 muHVT_3.0.1/muHVT/R/madPlot.R create mode 100644 muHVT_3.0.1/muHVT/R/mlayerHVT.R create mode 100644 muHVT_3.0.1/muHVT/R/multiNormalDist.R create mode 100644 muHVT_3.0.1/muHVT/R/plotCells.R create mode 100644 muHVT_3.0.1/muHVT/R/plotDiag.R create mode 100644 muHVT_3.0.1/muHVT/R/plotHVT.R create mode 100644 muHVT_3.0.1/muHVT/R/predictHVT.R create mode 100644 muHVT_3.0.1/muHVT/R/predictLayerHVT.R create mode 100644 muHVT_3.0.1/muHVT/R/qeHistPlot.R create mode 100644 muHVT_3.0.1/muHVT/R/removeNovelty.R create mode 100644 muHVT_3.0.1/muHVT/R/removeOutliers.R create mode 100644 muHVT_3.0.1/muHVT/R/sammonsProjection.R create mode 100644 muHVT_3.0.1/muHVT/README.md create mode 100644 muHVT_3.0.1/muHVT/build/vignette.rds create mode 100644 muHVT_3.0.1/muHVT/tests/testthat.R create mode 100644 muHVT_3.0.1/muHVT/tests/testthat/testhvt.R create mode 100644 muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd create mode 100644 muHVT_3.0.1/muHVT/vignettes/predictLayerHVT_function.png create mode 100644 muHVT_3.0.1/muHVT/vignettes/torus2.png diff --git a/DESCRIPTION b/DESCRIPTION index 293c609..51ffbae 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,20 +1,10 @@ Package: muHVT Type: Package -Date: 2023-07-07 +Date: 2023-10-10 Title: Constructing Hierarchical Voronoi Tessellations and Overlay Heatmap for Data Analysis -Version: (v23.06.07) -Authors@R: c( - person("Zubin", "Dowlaty", email = "zubin.dowlaty@mu-sigma.com", role = "aut"), - person("Shubhra", "Prakash", email = "shubhraprakash@live.com", role = "ctb"), - person("Sangeet Moy", "Das", email = "dassangeet768@gmail.com", role = "ctb"), - person("Sunuganty Achyut", "Raj", email = "achyut.raj92@gmail.com", role = "ctb"), - person("Shantanu", "Vaidya", email = "snv.shantanu@gmail.com", role = "ctb"), - person("Somya", "Shambhawi", email = "shambhawisomya@gmail.com", role = "ctb") - person("Praditi", "Shah", email = "shahpraditi@gmail.com", role = "ctb"), - person("Avinash", "Joshi", email = "avinash.joshi@mu-sigma.com", role = "ctb"), - person("Meet", "Dave", email = "meetdave06@gmail.com", role = "ctb"), - person("Mu Sigma, Inc.", email = "ird.experiencelab@mu-sigma.com", role = "cre")) +Version: 3.0.1 +Authors@R: person("Zubin", "Dowlaty", email = "zubin.dowlaty@mu-sigma.com", role = "aut") Description: The muHVT package is a collection of R functions to facilitate building topology preserving maps for rich multivariate data.See for more information. Credits to Mu Sigma for their continuous support throughout the development of the package. License: Apache License 2.0 Encoding: UTF-8 @@ -29,17 +19,9 @@ Suggests: knitr, rmarkdown, testthat, geozoo, kableExtra, plotly, data.table VignetteBuilder: knitr NeedsCompilation: no -Packaged: 2023-07-07 17:45:51 UTC; somya -Author: Zubin Dowlaty [aut], - Shubhra Prakash [ctb], - Sangeet Moy Das [ctb], - Sunuganty Achyut Raj [ctb], - Shantanu Vaidya [ctb], - Praditi Shah [ctb], - Avinash Joshi [ctb], - Somya Shambhawi [ctb] - Meet Dave [ctb], +Packaged: 2023-10-11 17:45:51 UTC; somya +Author: Zubin Dowlaty [aut], Mu Sigma, Inc. [cre] Maintainer: "Mu Sigma, Inc." Repository: CRAN -Date/Publication: 2023-07-07 20:10:03 UTC +Date/Publication: 2023-10-11 20:10:03 UTC diff --git a/muHVT_3.0.1/muHVT/DESCRIPTION b/muHVT_3.0.1/muHVT/DESCRIPTION new file mode 100644 index 0000000..ce89eee --- /dev/null +++ b/muHVT_3.0.1/muHVT/DESCRIPTION @@ -0,0 +1,29 @@ +Package: HVT +Type: Package +Date: 2023-10-12 +Title: Constructing Hierarchical Voronoi Tessellations and Overlay + Heatmap for Data Analysis +Version: 3.0.1 +Authors@R: c( + person("Zubin", "Dowlaty", email = "zubin.dowlaty@mu-sigma.com", role = "aut"), + person("Mu Sigma, Inc.", email = "ird.experiencelab@mu-sigma.com", role = "cre")) +Description: The HVT package is a collection of R functions to facilitate building topology preserving maps for rich multivariate data.See for more information. Credits to Mu Sigma for their continuous support throughout the development of the package. +License: Apache License 2.0 +Encoding: UTF-8 +Imports: MASS, deldir, grDevices, splancs, sp, conf.design, Hmisc, + stats, dplyr, purrr, magrittr, polyclip, ggplot2, tidyr, + scales, cluster, reshape2, plyr +Depends: R (>= 3.6.0) +BugReports: https://github.com/Mu-Sigma/muHVT/issues +URL: https://github.com/Mu-Sigma/muHVT +RoxygenNote: 7.1.2 +Suggests: knitr, rmarkdown, testthat, geozoo, kableExtra, plotly, + data.table +VignetteBuilder: knitr +NeedsCompilation: no +Packaged: 2023-10-12 06:27:00 UTC; anureka +Author: Zubin Dowlaty [aut], + Mu Sigma, Inc. [cre] +Maintainer: "Mu Sigma, Inc." +Repository: CRAN +Date/Publication: 2023-10-12 20:10:03 UTC diff --git a/muHVT_3.0.1/muHVT/NAMESPACE b/muHVT_3.0.1/muHVT/NAMESPACE new file mode 100644 index 0000000..8014f02 --- /dev/null +++ b/muHVT_3.0.1/muHVT/NAMESPACE @@ -0,0 +1,26 @@ +# Generated by roxygen2: do not edit by hand + +export(HVT) +export(VQ_codebookSplit) +export(diagPlot) +export(exploded_hmap) +export(get_cell_id) +export(hvq) +export(hvtHmap) +export(madPlot) +export(mlayerHVT) +export(multiNormalDist) +export(plotCells) +export(plotDiag) +export(plotHVT) +export(predictHVT) +export(qeHistPlot) +export(removeOutliers) +export(sammonsProjection) +import(dplyr) +import(ggplot2) +import(tidyr) +import(utils) +importFrom(magrittr,"%>%") +importFrom(plyr,rbind.fill) +importFrom(stats,complete.cases) diff --git a/muHVT_3.0.1/muHVT/R/Add_boundary_points.R b/muHVT_3.0.1/muHVT/R/Add_boundary_points.R new file mode 100644 index 0000000..6fae075 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/Add_boundary_points.R @@ -0,0 +1,30 @@ +Add_boundary_points <- +function (tile.child, tile.parent, data.points) { + desired_index <- c() + dist_to_tile_endpoints <- list() + #for all the vertices in the parent tile + for (m in 1: length(tile.parent$x)) { + #for all the centroids of the child tile. + for (n in 1: length(data.points[, 1])) { + #find out the distance of each vertex from the all the centroids of the child tile + dist_to_tile_endpoints[[n]] <- sum(((tile.parent$x[m] - data.points[n, 1]) ^ 2), + ((tile.parent$y[m] - data.points[n, 2]) ^ 2)) + } + # index of the child tile to which the vertex of the parent tile belongs is the one to which + # the vertex of the parent tile is closest + desired_index <- which(dist_to_tile_endpoints == min(as.numeric(dist_to_tile_endpoints))) + #if more than one centroid of the child is close to a given vertex then it should be + #added to all those child tiles. + for(i in 1: length(desired_index)){ + tile.x <- c(tile.child[[desired_index[i]]]$x, tile.parent$x[m]) + tile.y <- c(tile.child[[desired_index[i]]]$y, tile.parent$y[m]) + tile.bp <- c(tile.child[[desired_index[i]]]$bp, tile.parent$bp[m]) + #use only those points which form a convex hull + var1 <- grDevices::chull(tile.x,tile.y) + tile.child[[desired_index[i]]]$x <- tile.x[var1] + tile.child[[desired_index[i]]]$y <- tile.y[var1] + tile.child[[desired_index[i]]]$bp <- tile.bp[var1] + } + } + return (tile.child) +} diff --git a/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R b/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R new file mode 100644 index 0000000..a3ceaf9 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R @@ -0,0 +1,171 @@ +Corrected_Tessellations <- +function(current_dirsgs, current_tile, current_polygon){ + + requireNamespace("splancs") #csr function + requireNamespace("sp") #point.in.polygon function + requireNamespace("polyclip") + + + initial_dirsgs <- current_dirsgs + #vert_outside1 and vert_outside2 check for the points which are outside the parent polygon + vert_outside1 <- which(sp::point.in.polygon(current_dirsgs[, "x1"], + current_dirsgs[, "y1"], + current_tile$x, + current_tile$y) == 0) + + vert_outside2 <- which(sp::point.in.polygon(current_dirsgs[, "x2"], + current_dirsgs[, "y2"], + current_tile$x, + current_tile$y) == 0) + + #if the same index is present in both vert_outside1 and vert_outside2, it means the line + #joining these points has both the end-points outside the parent polygon + vert_outside <- intersect(vert_outside1, vert_outside2) + + #if the line joining the points p1 and p2 is outside the parent polygon and + #p1 is boundary point and p2 is not, then make p2 the boundary point or vice versa + if (length(vert_outside) > 0 ) { + for (j in 1: length(vert_outside)) { + #obtain the index of the line for which the point is outside + x_coord_index1 <- which((current_dirsgs[vert_outside[j], "x1"] == current_dirsgs[, c("x1", "x2")]) == TRUE) + y_coord_index1 <- which((current_dirsgs[vert_outside[j], "y1"] == current_dirsgs[, c("y1", "y2")]) == TRUE) + x_coord_index2 <- which((current_dirsgs[vert_outside[j], "x2"] == current_dirsgs[, c("x1", "x2")]) == TRUE) + y_coord_index2 <- which((current_dirsgs[vert_outside[j], "y2"] == current_dirsgs[, c("y1", "y2")]) == TRUE) + x_coord_index <- c(x_coord_index1, x_coord_index2) + y_coord_index <- c(y_coord_index1, y_coord_index2) + xy_index <- intersect(x_coord_index, y_coord_index) + ind_len <- length(xy_index) + #change the boundary points of those indices to TRUE + for (i in 1: ind_len) { + if (xy_index[i] > nrow(current_dirsgs)) { + current_dirsgs[(xy_index[i] - nrow(current_dirsgs)), "bp2"] <- TRUE + } else { + current_dirsgs[xy_index[i], "bp1"] <- TRUE + } + } + } + } + + #boundary points in the first index + firstpt <- current_dirsgs[which(current_dirsgs[, "bp1"] == TRUE), ] + #boundary points in the second index + secondpt <- current_dirsgs[which(current_dirsgs[, "bp2"] == TRUE), ] + + #use all these points together and remove the common rows + pts <- rbind(firstpt, secondpt) + if(any(duplicated(pts) == TRUE)){ + ptsout <- pts[-which(duplicated(pts) == TRUE), ] + }else{ + ptsout <- pts + } + + #2 matrices, 'm' to store slope and 'c' to store constants of the lines in the polygon + m_parent <- c_parent <- matrix(ncol = 1, nrow = nrow(current_polygon)) + #mat1 is the current polygon + mat1 <- current_polygon + #closing the polygon by making the first and last points same + mat1 <- rbind(mat1, mat1[1, ]) + + # Polygon offset to check if points lie within this margin + A<-list(list(x=mat1[,1], y=mat1[,2])) + C <- polyclip::polylineoffset(A, 0.0001, jointype="square", endtype="opensquare") + offset_polygon<-cbind(C[[1]][["x"]],C[[1]][["y"]]) + + #slopes and intercepts for lines in the parent polygon + for (i in 1: (nrow(mat1) - 1)) { + m_parent[i] <- ((mat1[(i + 1), 2] - mat1[i, 2]) / + (mat1[(i + 1), 1] - mat1[i, 1])) + c_parent[i] <- mat1[i, 2] - (m_parent[i] * mat1[i, 1]) + } + + #polygon is too small to calculate child level tessellations + if(any(is.nan(m_parent) == TRUE)){ + #flog.warn("Projection is not scaled enough") + return("-1") + } + + #slopes and intercepts for lines with endpoints outside the polgyon + if(nrow (ptsout) != 0){ + m_ptsout <- c_ptsout <- matrix(ncol = 1, nrow = nrow(ptsout)) + #for all lines in the child tessellations for which the points are outside + # i<-3 + for (i in 1: nrow(ptsout)){ + m_ptsout[i] <- ((ptsout[i, "y2"] - ptsout[i, "y1"]) / + (ptsout[i, "x2"] - ptsout[i, "x1"])) + c_ptsout[i] <- ptsout[i, "y1"] - (m_ptsout[i] * ptsout[i, "x1"]) + + #for all lines in the child tessellation for which the points are outside,, + #calculate the point of intersection of each line + #with all the boundary lines of the parent polygon + x <- y <- c() + for (j in 1: (nrow(mat1) - 1)) { + if ((abs(m_parent[j]) == Inf) || (m_parent[j] == m_ptsout[i])) { + x[j] <- mat1[j, 1] + if((abs(m_ptsout[i]) == Inf) || (m_parent[j] == m_ptsout[i])){ + #both are vertical lines or both are parallel + y[j] <- 500 + }else{ + y[j] <- (m_ptsout[i] * x[j]) + c_ptsout[i] + } + } else { + if (abs(m_ptsout[i]) == Inf) { + x[j] <- ptsout[i, "x1"] + y[j] <- (m_parent[j] * x[j]) + c_parent[j] + } else { + x[j] <- (c_ptsout[i] - c_parent[j]) / (m_parent[j] - m_ptsout[i]) + y[j] <- (m_ptsout[i] * x[j]) + c_ptsout[i] + } + } + } + + #check which points among all the points of intersection lies on the boundary of parent polygon + pt_intersect <- matrix(NA, ncol = 2, nrow = (nrow(mat1) - 1)) + xy.poly <- splancs::as.points(mat1) + for(j in 1: (nrow(mat1) - 1)){ + # j<-2 + xy <- splancs::as.points(x[j], y[j]) + if( + # (nrow(splancs::pip(xy, xy.poly, out = F, bound = TRUE)) != 0) || obsolete code + (sp::point.in.polygon(x[j], y[j], offset_polygon[, 1], offset_polygon[, 2]) !=0) || + (sp::point.in.polygon(as.character(x[j]), as.character(y[j]), offset_polygon[, 1], offset_polygon[, 2]) != 0)){ + pt_intersect[j, ] <- xy + } + } + #discard the points which are not on the boundary. + rows_del <- NULL + for(k in 1: (nrow(mat1) - 1)){ + if(length(all(is.na(pt_intersect[k,])))){ + rows_del[k] <- all(is.na(pt_intersect[k,])) + } + } + + if(any(rows_del == TRUE)){ + pt_intersect <- pt_intersect[-which(rows_del == TRUE), , drop = FALSE] + } + + #calculate the distance between the boundary point of the second level tessellation with the + #points of intersection which are on the boundary of the parent tile. + if(nrow(pt_intersect) != 0){ + distmat <- matrix(0, ncol = 2, nrow = (nrow(pt_intersect) + 1)) + distmat[2: nrow(distmat), ] <- pt_intersect + #choose the point which is a boundary point + if(ptsout[i, "bp1"] == TRUE){ + distmat[1, ] <- as.matrix(ptsout[i, c("x1", "y1")]) + desired_pt <- distmat[which(stats::dist(distmat) == min(as.matrix(stats::dist(distmat))[2: nrow(distmat),1])) + 1,] # +1 to get the correct index from the output of dist function + ptsout[i, c("x1", "y1")] <- desired_pt + } + if(ptsout[i, "bp2"] == TRUE){ + distmat[1, ] <- as.matrix(ptsout[i, c("x2", "y2")]) + desired_pt <- distmat[which(stats::dist(distmat) == min(as.matrix(stats::dist(distmat))[2: nrow(distmat),1])) + 1,] # +1 to get the correct index from the output of dist function + ptsout[i, c("x2", "y2")] <- desired_pt + } + } + } + } + + #assign the new points to the output of the tessellation + current_dirsgs[rownames(ptsout), ] <- ptsout + + #return the result + return (current_dirsgs) +} diff --git a/muHVT_3.0.1/muHVT/R/DelaunayInfo.R b/muHVT_3.0.1/muHVT/R/DelaunayInfo.R new file mode 100644 index 0000000..9d811ea --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/DelaunayInfo.R @@ -0,0 +1,225 @@ +DelaunayInfo <- +function(gidata, poly_info, rawdeldati, n_cells){ + + requireNamespace("deldir") #deldir function + requireNamespace("grDevices") #chull function + requireNamespace("splancs") #csr function + requireNamespace("sp") #point.in.polygon function + requireNamespace("conf.design") #factorize function + + new_pt <- matrix(0, ncol = 2, nrow = 1) + #function to perform the transformation to get the new points which will be inside the parent polygon + New_Points <- function(scale_translate_info){ + mat_scale <- matrix(c(scale_translate_info[1], 0, 0, scale_translate_info[2]), ncol = 2) + mat_tran <- matrix(c(scale_translate_info[3], scale_translate_info[4]), ncol = 1) + new_pt[1, ] <- t((mat_scale %*% matrix(c(rawdeldati[[ind1]][j, 1], + rawdeldati[[ind1]][j, 2]), ncol = 1)) + mat_tran) + return(new_pt) + } + + #function to chop parent tile into smaller boxes + Parent_Tile_Boxes <- function(output_polygon){ + + xrange_parent_poly <- range(output_polygon[, 1]) + yrange_parent_poly <- range(output_polygon[, 2]) + #divide the range into segments + xseq_parent <- seq(xrange_parent_poly[1], xrange_parent_poly[2], length.out = 15) + yseq_parent <- seq(yrange_parent_poly[1], yrange_parent_poly[2], length.out = 15) + + Points_on_ylines <- Points_on_xlines <- y_points_inside_polygon <- x_points_inside_polygon <- list() + + for(i in 1: length(xseq_parent)){ + #points on line with constant 'y' + Points_on_ylines[[i]] <- matrix(c(xseq_parent, + rep(yseq_parent[i], length(xseq_parent))), + ncol = 2, byrow = FALSE) + #points on line with constant 'x' + Points_on_xlines[[i]] <- matrix(c(rep(xseq_parent[i], length(yseq_parent)), + yseq_parent), ncol = 2, byrow = FALSE) + } + + for(i in 1: length(xseq_parent)){ + #points on line with constant 'x' and those that are inside the polygon + x_points_inside_polygon[[i]] <- Points_on_xlines[[i]][c(which(sp::point.in.polygon(Points_on_xlines[[i]][, 1], + Points_on_xlines[[i]][, 2], + output_polygon[, 1], + output_polygon[, 2]) != 0)), ,drop = FALSE] + #lines(x_points_inside_polygon[[i]][, 1], x_points_inside_polygon[[i]][, 2]) + } + + #constructing smaller polygons inside parent polygon + smaller_polygons_within_parent <- list() + #npoly <-0 + no_of_small_poly <- 1 + for(i in 1: (length(x_points_inside_polygon) - 1)){ + + #if there are 2 or more points on a line + if(length(x_points_inside_polygon[[i]][, 1]) > 1){ + + for(j in 1: (length(x_points_inside_polygon[[i]][, 1]) - 1)){ + + #if the consecutive y co-ordinates are present in the next line + if(x_points_inside_polygon[[i]][j, 2] %in% x_points_inside_polygon[[(i + 1)]][, 2] && + x_points_inside_polygon[[i]][(j + 1), 2] %in% x_points_inside_polygon[[(i + 1)]][, 2]){ + + smaller_polygons_within_parent[[no_of_small_poly]] <- matrix(c(x_points_inside_polygon[[i]][j, ], + x_points_inside_polygon[[(i + 1)]][1, 1], + x_points_inside_polygon[[i]][j, 2], + x_points_inside_polygon[[(i + 1)]][1, 1], + x_points_inside_polygon[[i]][(j + 1), 2], + x_points_inside_polygon[[i]][j, 1], + x_points_inside_polygon[[i]][(j + 1), 2]), + ncol = 2, byrow = TRUE) + no_of_small_poly <- no_of_small_poly + 1 + } + } + } + } + return(smaller_polygons_within_parent) + } + + #function to chop sammon space into smaller boxes + Sammon_Space_Boxes <- function(input_polygon, nbox){ + + requireNamespace("grDevices") #chull function + requireNamespace("splancs") #csr function + requireNamespace("sp") #point.in.polygon function + requireNamespace("conf.design") #factorize function + + xrange_sammon_poly <- range(input_polygon[, 1]) + yrange_sammon_poly <- range(input_polygon[, 2]) + #create same number of boxes as that in parent polygon + nbox_factors <- conf.design::factorize(nbox) + if(length(nbox_factors) == 1){ + nbox <- nbox - 1 + nbox_factors <- conf.design::factorize(nbox) + } + xseq_sammon <- seq(xrange_sammon_poly[1], + xrange_sammon_poly[2], + length.out = nbox_factors[length(nbox_factors)] + 1) + yseq_sammon <- seq(yrange_sammon_poly[1], + yrange_sammon_poly[2], + length.out = nbox / nbox_factors[length(nbox_factors)] + 1) + + samPoints_on_ylines <- samPoints_on_xlines <- list() + + for(i in 1: length(xseq_sammon)){ + #points on line with constant 'x' + samPoints_on_xlines[[i]] <- matrix(c(rep(xseq_sammon[i], length(yseq_sammon)), + yseq_sammon), + ncol = 2, byrow = FALSE) + } + + #constructing polygons inside sammon polygon + smaller_polygons_within_sammon <- list() + #npoly <-0 + no_of_small_samPoly <- 1 + for(l in 1: (length(samPoints_on_xlines) - 1)){ + #if there are 2 or more points on a line + if(length(samPoints_on_xlines[[l]][, 1]) > 1){ + for(m in 1: (length(samPoints_on_xlines[[l]][, 1]) - 1)){ + #if the consecutive y co-ordinates are present in the next line + if(samPoints_on_xlines[[l]][m, 2] %in% samPoints_on_xlines[[(l + 1)]][, 2] && + samPoints_on_xlines[[l]][(m + 1), 2] %in% samPoints_on_xlines[[(l + 1)]][, 2]){ + + smaller_polygons_within_sammon[[no_of_small_samPoly]] <- matrix(c(samPoints_on_xlines[[l]][m, ], + samPoints_on_xlines[[(l + 1)]][1, 1], + samPoints_on_xlines[[l]][m, 2], + samPoints_on_xlines[[(l + 1)]][1, 1], + samPoints_on_xlines[[l]][(m + 1), 2], + samPoints_on_xlines[[l]][m, 1], + samPoints_on_xlines[[l]][(m + 1), 2]), + ncol = 2, byrow = TRUE) + no_of_small_samPoly <- no_of_small_samPoly + 1 + } + } + } + } + return(smaller_polygons_within_sammon) + } + + #construct the polygons in parent tile + par_tile_polygon <- list() + #variable storing appropriate parent tile index + lindex <- c() + #for constructing sammon space polygon + xrange <- yrange <- sammon_space_polygon <- list() + #to store the chopped rectangles in both parent tile and sammon space + boxes_in_sammon_space <- boxes_in_parent_tile <- list() + #to store the scale-factors and translate matrix information + transformation_matrices_info <- int_list <- list() + #for the indices of the smaller rectangles containing sammon points in the sammon space polygon + rect_indices_containing_points <- inter_indices <- list() + #to store the transformed points + new_rawdeldati <- list() + parentTiles <- unique(gidata[, "Segment.Parent"]) + + for(ind1 in 1: length(parentTiles)){ + if(((parentTiles[ind1]) %% n_cells)){ + lindex[ind1] <- (parentTiles[ind1] %% n_cells) + }else{ + lindex[ind1] <- n_cells + } + par_tile_polygon[[ind1]] <- matrix(c(poly_info[[lindex[ind1]]]$x, + poly_info[[lindex[ind1]]]$y), + ncol = 2, byrow = FALSE) + + #construct the sammon space polygon using xrange and yrange of sammon + xrange[[ind1]] <- range(rawdeldati[[ind1]][, 1]) + yrange[[ind1]] <- range(rawdeldati[[ind1]][, 2]) + sammon_space_polygon[[ind1]] <- matrix(c(xrange[[ind1]][1], yrange[[ind1]][1], + xrange[[ind1]][2], yrange[[ind1]][1], + xrange[[ind1]][2], yrange[[ind1]][2], + xrange[[ind1]][1], yrange[[ind1]][2]), + ncol = 2, byrow = TRUE) + + #represent each small box in the bigger polygon as a polygon + + boxes_in_parent_tile[[ind1]] <- Parent_Tile_Boxes(par_tile_polygon[[ind1]]) + nbox <- length(boxes_in_parent_tile[[ind1]]) + if(nbox == 0){ + return("-1") + } + boxes_in_sammon_space[[ind1]] <- Sammon_Space_Boxes(sammon_space_polygon[[ind1]], nbox) + + #transformation_matrices_info will have scale matrix and translate matrix values for each + #rectangle-rectangle transformation from sammon space to parent polygon + + #obtain the scale matrix + scaleMat <- ScaleMat(boxes_in_sammon_space[[ind1]][[1]], + boxes_in_parent_tile[[ind1]][[1]]) + for(j in 1: length(boxes_in_sammon_space[[ind1]])){ + #get the translate matrix values by giving scale matrix also as input + int_list[[j]] <- Transform_Coordinates(boxes_in_sammon_space[[ind1]][[j]], + boxes_in_parent_tile[[ind1]][[j]], + scaleMat) + } + transformation_matrices_info[[ind1]] <- int_list + int_list <- list() + + #find the indices of the smaller boxes in sammon space in which the input sammon points exist + + for(j in 1: length(rawdeldati[[ind1]][, 1])){ + for(k in 1: length(boxes_in_sammon_space[[ind1]])){ + if(sp::point.in.polygon(rawdeldati[[ind1]][j, 1], + rawdeldati[[ind1]][j, 2], + boxes_in_sammon_space[[ind1]][[k]][, 1], + boxes_in_sammon_space[[ind1]][[k]][, 2]) != 0){ + inter_indices[[j]] <- k + } + } + } + rect_indices_containing_points[[ind1]] <- inter_indices + + #using the indices obtained above and the scale and transzlate matrices to + #get the transformed coordinates for the input sammon datapoints + int_matrix <- matrix(0, ncol = 2, nrow = length(rawdeldati[[ind1]][, 1])) + row.names(int_matrix) <- row.names(rawdeldati[[ind1]]) + + for(j in 1: length(rawdeldati[[ind1]][, 1])){ + int_matrix[j, ] <- New_Points(transformation_matrices_info[[ind1]][[rect_indices_containing_points[[ind1]][[j]]]]) + } + new_rawdeldati[[ind1]] <- int_matrix + } + return(new_rawdeldati) +} diff --git a/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R b/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R new file mode 100644 index 0000000..575a5c1 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R @@ -0,0 +1,28 @@ +Delete_Outpoints <- +function(tile, check_dirsgs){ + check_dirsgs[, c("x1","x2","y1", "y2")]<-round(check_dirsgs[, c("x1","x2","y1", "y2")], 6) + tile$x <- round(tile$x,6) + tile$y <- round(tile$y,6) + tile_vert_info <- list() + for(tile_index in 1: length(tile$x)){ + #get the index of the vertices which are outside the parent tile; if a vertex is outside + #the parent tile then the coordinate of that vertex will not be present in dirsgs + if(length(intersect(which(check_dirsgs[, c("y1", "y2")] == tile$y[tile_index]), + which(check_dirsgs[, c("x1", "x2")] == tile$x[tile_index])))){ + tile_vert_info[[tile_index]] <- TRUE + }else{ + tile_vert_info[[tile_index]] <- FALSE + } + + # tile_vert_info[[tile_index]] <- is.na(which(round(check_dirsgs[, c("y1", "y2")], 6) == round(tile$y[tile_index], 6)) && + # which(round(check_dirsgs[, c("x1", "x2")], 6) == round(tile$x[tile_index], 6))) + } + #delete the vertices which are outside the parent tile + del_ind <- which(tile_vert_info == FALSE) + if(length(del_ind)){ + tile$x <- tile$x[-del_ind] + tile$y <- tile$y[-del_ind] + tile$bp <- tile$bp[-del_ind] + } + return(tile) +} diff --git a/muHVT_3.0.1/muHVT/R/HVT.R b/muHVT_3.0.1/muHVT/R/HVT.R new file mode 100644 index 0000000..f66ed02 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/HVT.R @@ -0,0 +1,673 @@ +#' Constructing Hierarchical Voronoi Tessellations +#' +#' Main function to construct hierarchical voronoi tessellations. +#' +#' This is the main function to construct hierarchical voronoi tessellations. +#' The \code{hvq} function is called from this function. The output of the +#' \code{hvq} function is hierarchical clustered data which will be the input +#' for constructing tessellations. The data is then represented in 2d +#' coordinates and the tessellations are plotted using these coordinates as +#' centroids. For subsequent levels, transformation is performed on the 2d +#' coordinates to get all the points within its parent tile. Tessellations are +#' plotted using these transformed points as centroids. The lines in the +#' tessellations are chopped in places so that they do not protrude outside the +#' parent polygon. This is done for all the subsequent levels. +#' +#' @param dataset Data frame. A data frame with different columns is given as +#' input. +#' @param min_compression_perc Numeric. An integer indicating the minimum percent compression rate to +#' be achieved for the dataset +#' @param n_cells Numeric. An integer indicating the number of cells per +#' hierarchy (level) +#' @param depth Numeric. An integer indicating the number of levels. (1 = No +#' hierarchy, 2 = 2 levels, etc ...) +#' @param quant.err Numeric. A number indicating the quantization error +#' treshold. +#' @param projection.scale Numeric. A number indicating the scale factor for +#' the tesselations so as to visualize the sub-tesselations well enough. +#' @param normalize Logical. A logical value indicating if the columns in your +#' dataset should be normalized. Default value is TRUE. +#' @param scale_summary List. A list with mean and standard deviation values for all the features in the dataset. +#' Pass the scale summary when the input dataset is already scaled or normalize is set to False. +#' @param distance_metric character. The distance metric can be "L1_Norm" or "Manhattan". L1_Norm is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param quant_method character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default +#' @param diagnose Logical. A logical value indicating if the diagnose is required. Default value is TRUE. +#' @param hvt_validation Logical. A logical value indicating if the MAD values are to tested for validation set. Default value is FALSE. +#' @param train_validation_split_ratio Numeric. A numeric value indicating the train and validation split ratio. +#' @return A list that contains the hierarchical tesselation information. This +#' list has to be given as input argument to plot the tessellations. +#' \item{[[1]] }{List. Information about the tesselation co-ordinates - level +#' wise} \item{[[2]] }{List. Information about the polygon co-ordinates - level +#' wise} +#' \item{[[3]] }{List. Information about the hierarchical vector quantized data - level wise} +#' \item{[[4]] }{List. Information about the model diagnosis- selected level} +#' \item{[[5]] }{List. Information about the MAD values and percentage anomalies for validation dataset} +#' +#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya +#' @seealso \code{\link{plotHVT}} \cr \code{\link{hvtHmap}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#' +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 3, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' plotHVT(hvt.results, line.width = c(1.2,0.8,0.4), color.vec = c('#141B41','#0582CA','#8BA0B4'), +#' maxDepth = 3) +#' @export HVT + + +HVT <- + function(dataset, + min_compression_perc = NA, + n_cells = NA, + depth = 1, + quant.err = 0.2, + projection.scale = 10, + normalize = FALSE, + distance_metric = c("L1_Norm", "L2_Norm"), + error_metric = c("mean", "max"), + quant_method=c("kmeans","kmedoids"), + scale_summary = NA, + diagnose=FALSE, + hvt_validation=FALSE, + train_validation_split_ratio=0.8 + ) { + #browser() + requireNamespace("deldir") #deldir function + requireNamespace("Hmisc") #ceil function + requireNamespace("grDevices") #chull function + requireNamespace("splancs") #csr function + requireNamespace("sp") #point.in.polygon function + requireNamespace("conf.design") #factorize functionScreenshot from 2022-10-26 16-15-44 + +if(quant_method=="kmedoids"){message(' K-Medoids: Run time for vector quantization using K-Medoids is very high for large number of clusters.')} + # browser() + dataset <- as.data.frame(dataset) + # dataset <- as.data.frame(sapply(dataset[,1:length(dataset[1,])], as.numeric)) + dataset=data.frame( + lapply(dataset, as.numeric), + check.names = F, + row.names = rownames(dataset) + ) + + + ## Diagnose Function + if(hvt_validation){ + if(train_validation_split_ratio >1 | train_validation_split_ratio <0){stop("The train_validation_split_ratio should be in range 0-1 ")} + message(paste0("Check MAD parameter has been set to TRUE, the train data will be randomly split by the ratio of ",train_validation_split_ratio*100,":",(1-train_validation_split_ratio)*100)) + + set.seed(279) + smp_size <- floor(train_validation_split_ratio * nrow(dataset)) + train_ind <- sample(seq_len(nrow(dataset)), size = smp_size) + + validation_data <- dataset[-train_ind, ] + dataset <- dataset[train_ind, ] + + } + + + if (normalize) { + scaledata <- scale(dataset, scale = T, center = T) + rownames(scaledata) <- rownames(dataset) + + mean_data <- attr(scaledata, "scaled:center") + std_data <- attr(scaledata, "scaled:scale") + + scale_summary <- list(mean_data = mean_data, std_data = std_data) + + # flog.info("scaling is done") + } else { + scaledata <- as.matrix(dataset) + rownames(scaledata) <- rownames(dataset) + # flog.info("The data is not scaled as per the user requirement") + if(!all(is.na(scale_summary))){ + scale_summary = scale_summary + }else{ + scale_summary = NA + # stop("Please pass scale_summary to the function or set normalize parameter to TRUE") + } + + } + + polinfo <- hvqdata <- list() + # browser() + hvq_k <- + hvq( + scaledata, + min_compression_perc = min_compression_perc, + n_cells = n_cells, + depth = depth, + quant.err = quant.err, + distance_metric = distance_metric, + error_metric = error_metric, + quant_method=quant_method + ) + + if(!is.na(min_compression_perc)){ + n_cells <- hvq_k$compression_summary$noOfCells + depth <- 1 + } + + # flog.info("HVQ output is ready") + hvqoutput <- hvq_k$summary + + gdata <- hvqoutput #assign the output of hvq file to gdata + #cleaning the data by deleting the rows containing NA's + #gdata <- gdata[-which(is.na(gdata[, 5])), ] + gdata <- hvqoutput[stats::complete.cases(hvqoutput), ] + hvqdata <- gdata + # flog.info("NA's are removed from the HVQ output") + + #to store hvqdata according to each level + tessdata <- input.tessdata <- list() + #stores sammon co-ordinates and segregated according to each level + points2d <- list() + #sammon datapoints to be stored in hierarchy + rawdeldata <- list() + #rawdeldata is transformed to be within its parent tile and stored in new_rawdeldata + new_rawdeldata <- list() + #contains the vertices of the parent polygon + pol_info <- polygon_info <- list() + #number of levels + nlevel <- length(unique(gdata[, "Segment.Level"])) + #verify if the transformed points are correct + transpoints <- list() + + # New columns added to the dataset by the hvq function + newcols <- ncol(hvqoutput) - ncol(dataset) + # Variable to store information on mapping + par_map <- list() + + for (i in 1:nlevel) { + #hvqdata segregated according to different levels + tessdata[[i]] <- gdata[which(gdata[, "Segment.Level"]==i),] + # tessdata[[i]] <- tessdata[[i]] %>% mutate(across(where(is.double), round, 8)) + # tessdata[[i]] <- tessdata[[i]] %>% mutate_if(is.double, round, 8) + } + + # data to be used as input to sammon function + # input.tessdata[[i]] <- tessdata[[i]][, (newcols+1): ncol(hvqoutput)] + # d<-cmdscale() + # } + # } + # # tessdata[[i]] <- round(tessdata[[i]], digits = 8) + counter <- c(1:nlevel) + + sammon_par <- + function(x) { + 10 * (MASS::sammon( + # dist() function computes and returns the distance matrix computed by using the specified distance measure + #to compute the distances between the rows of a data matrix. + d = stats::dist(unique(tessdata[[x]][, (newcols + 1):ncol(hvqoutput)])), + # d = stats::dist(unique(round(tessdata[[x]], 8)[, (newcols + 1):ncol(hvqoutput)])), + niter = 10 ^ 5, + trace = FALSE + )$points) + } + + # sammon_par<-function(x){10 * (MASS::sammon(d=stats::dist(unique(tessdata[[x]][, (newcols+1): ncol(hvqoutput)])), y =jitter(cmdscale(dist(unique(tessdata[[x]][, (newcols+1): ncol(hvqoutput)])),2)), niter = 10^5,trace=FALSE)$points)} + points2d <- lapply(counter, sammon_par) + + + for (i in 1:nlevel) { + # #hvqdata segregated according to different levels + # tessdata[[i]] <- gdata[which(gdata[, "Segment.Level"] == i), ] + # + # #data to be used as input to sammon function + # input.tessdata[[i]] <- tessdata[[i]][, (newcols+1): ncol(hvqoutput)] + # + # #sammon function output is 2d coordinates which are saved level-wise + # points2d[[i]] <- projection.scale * (MASS::sammon(stats::dist(unique(input.tessdata[[i]])),niter = 10^5,trace=FALSE)$points) + # + # #sammon datapoints grouped according to the hierarchy + intermediate.rawdata <- list() + rn = row.names(points2d[[i]]) + vec = as.integer(rn) - sum(n_cells ^ (0:(i - 1))) + 1 + + # for(j in 1: length(unique(tessdata[[i]][, "Segment.Parent"]))) { + index = 1 + for (j in unique(tessdata[[i]][, "Segment.Parent"])) { + # print(((n_cells * (j - 1)) + 1): (j * n_cells)) + # intermediate.rawdata[[j]] <- cbind(points2d[[i]][((n_cells * (j - 1)) + 1): (j * n_cells), 1], + # points2d[[i]][((n_cells * (j - 1)) + 1): (j * n_cells), 2]) + if (any(dplyr::between(j - vec / n_cells, 0, 0.9999))) { + intermediate.rawdata[[index]] <- + cbind(points2d[[i]][rn[dplyr::between(j - vec / n_cells, 0, 0.9999)], 1], + points2d[[i]][rn[dplyr::between(j - vec / + n_cells, 0, 0.9999)], 2]) + index = index + 1 + } + } + rawdeldata[[i]] <- intermediate.rawdata + + } + rm(intermediate.rawdata) + # flog.info("Sammon points for all the levels have been calculated") + + #new_rawdeldata contains the transformed points of rawdeldata + new_rawdeldata[[1]] <- rawdeldata[[1]] + + #deldat1 is the output of the deldir::deldir function and contains the tessellation information + deldat1 <- deldat2 <- list() + #deldir function of deldir package gives the tessellations output + deldat2[[1]] <- deldir::deldir(new_rawdeldata[[1]][[1]][, 1], + new_rawdeldata[[1]][[1]][, 2]) + deldat1[[1]] <- deldat2 + rm(deldat2) + # flog.info("Tessellations are calculated for the first level") + #plotting the tessellation + #plot(deldat1[[1]][[1]], wlines = "tess", lty = 1, lwd = 4) + + #polygon_info stores parent tile vertices information + #polygon_info is the modified tile.list output except for first level. + pol_info[[1]] <- deldir::tile.list(deldat1[[1]][[1]]) + + #loop throught the polygon and add the row name as id variable + # row names of info in rawdeldata is preserved from the hvqoutput and this row name ties the rawdeldata back to the hierarchy + # in the hvqoutput dataset + pol_info[[1]] <- mapply(function(info, id) { + info$id = as.numeric(id) + info <- + append(info, as.list(gdata[row.names(gdata) == id, c('Segment.Level', 'Segment.Parent', 'Segment.Child')])) + return(info) + }, pol_info[[1]], as.list(row.names(new_rawdeldata[[1]][[1]])), SIMPLIFY = FALSE) + + polygon_info[[1]] <- pol_info + rm(pol_info) + par_tile_indices <- n_par_tile <- list() + par_tile_indices[[1]] <- + unique(tessdata[[1]][, "Segment.Parent"]) + n_par_tile[[1]] <- + length(unique(tessdata[[1]][, "Segment.Parent"])) + if (nlevel < 2) { + polinfo <- polygon_info + + fin_out <- list() + + fin_out[[1]] <- deldat1 + fin_out[[2]] <- polinfo + fin_out[[3]] <- hvq_k + fin_out[[3]][['scale_summary']] <- scale_summary + level = 1 + level_names <- list() + level_names[[level]] <- fin_out[[2]][[level]] %>% purrr::map(~ { + this <- . + element <- this[[1]] + return(element$Segment.Parent) + }) %>% unlist() + + names(fin_out[[2]][[level]]) <- level_names[[level]] + + ####### Adding Code for Diagnosis Plot + diag_Suggestion=NA + fin_out[[4]] = NA + fin_out[[5]] <- NA + if(diagnose){ + # fin_out[[4]] = NA + diag_list = diagPlot(hvt.results = fin_out, + data = dataset, + level = depth, + quant.err = quant.err, + distance_metric=distance_metric, + error_metric=error_metric + ) + diag_Suggestion = diagSuggestion(hvt.results = fin_out, + data = dataset, + level = depth, + quant.err = quant.err, + distance_metric=distance_metric, + error_metric=error_metric + ) + fin_out[[4]] = diag_list + + } + + ####### Adding Code for MAD Plot +# browser() + if(hvt_validation){ + ####### MAD Plot ################ + + predictions_validation = list() + predictions_validation <- predictHVT( + data = validation_data, + hvt.results.model=fin_out, + child.level = depth, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + mad.threshold = quant.err, + distance_metric = distance_metric, + error_metric = error_metric + ) + + mad_plot=madPlot(predictions_validation) + fin_out[[5]] <- list() + fin_out[[5]][["mad_plot"]] <- mad_plot + } + ### Model Info + + model_train_date=Sys.time() + input_parameters = list( + n_cells = n_cells, + depth = depth, + quant.err = quant.err, + projection.scale = projection.scale, + normalize = normalize, + distance_metric = distance_metric[1], + error_metric = error_metric[1], + quant_method = quant_method[1], + diagnose = diagnose, + hvt_validation = hvt_validation, + train_validation_split_ratio = train_validation_split_ratio + ) + + validation_result=diag_Suggestion + fin_out[["model_info"]]=list(model_train_date=model_train_date, + type="hvt_model", + input_parameters=input_parameters, + validation_result=validation_result + + ) + + # generating cell ID using get_cell_id + fin_out[[3]]$summary <- get_cell_id(hvt.results=fin_out) + fin_out[[3]]$summary <- fin_out[[3]]$summary %>% select(Segment.Level, Segment.Parent, Segment.Child, n, Cell.ID, Quant.Error, colnames(dataset)) + + return(fin_out) + + } else { + for (i in 2:nlevel) { + new_rawdeldata[[i]] <- list() + par_tile_indices[[i]] <- + unique(tessdata[[i]][, "Segment.Parent"]) + n_par_tile[[i]] <- + length(unique(tessdata[[i]][, "Segment.Parent"])) + par_map[[i - 1]] <- list() + + for (tileIndex in 1:n_par_tile[[(i - 1)]]) { + # print(tileIndex) + #a chunk of hvqdata which contains the rows corresponding to a particular parent tile + gi_par_tiles <- + par_tile_indices[[i]][intersect(which((par_tile_indices[[i]] / n_cells) <= par_tile_indices[[(i - 1)]][tileIndex]), + which((par_tile_indices[[(i - 1)]][tileIndex] - 1) < (par_tile_indices[[i]] / n_cells)))] + gidata <- + tessdata[[i]][which(tessdata[[i]][, "Segment.Parent"] %in% gi_par_tiles),] + par_map[[i - 1]][[par_tile_indices[[(i - 1)]][tileIndex]]] <- + gi_par_tiles + + #datapoints corresponding to a particular parent tile + rawdeldati <- + rawdeldata[[i]][intersect(which((par_tile_indices[[i]] / n_cells) <= par_tile_indices[[(i - 1)]][tileIndex]), + which((par_tile_indices[[(i - 1)]][tileIndex] - 1) < (par_tile_indices[[i]] / n_cells)))] + if (nrow(gidata) != 0) { + #transformation of rawdeldata such that they are inside the parent tile and output is stored in new_rawdeldata + transpoints <- + DelaunayInfo(gidata, polygon_info[[(i - 1)]][[tileIndex]], rawdeldati, n_cells) + if (all(transpoints != "-1")) { + new_rawdeldata[[i]] <- append(new_rawdeldata[[i]], transpoints) + } else{ + deldat1[i] <- 0 + polinfo <<- polygon_info + #flog.warn("Projection is not scaled enough and the polygon is very small to perform transformation") + return(deldat1) + #return("Projection is not scaled enough and the polygon is very small to perform transformation") + } + + } + } + # flog.info("Sammon points of level %s are transformed", i) + + deldat2 <- list() + par_tile_polygon <- list() + #? + for (tileNo in 1:n_par_tile[[i]]) { + # print(tileNo) + #modulus operation for the last index in polygon_info + if (((par_tile_indices[[i]][tileNo]) %% n_cells)) { + last_index <- (par_tile_indices[[i]][tileNo] %% n_cells) + } else{ + last_index <- n_cells + } + + #divide to get the parent tile + sec_index <- + Hmisc::ceil(par_tile_indices[[i]][tileNo] / n_cells) + + deldat2[[tileNo]] <- + deldir::deldir(new_rawdeldata[[i]][[tileNo]][, 1], + new_rawdeldata[[i]][[tileNo]][, 2], + rw = c( + range(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$x) - c(0.5,-0.5), + range(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$y) - c(0.5,-0.5) + )) + + #CORRECT ROW NAMES + deldat2[[tileNo]]$rownames.orig <- + as.numeric(row.names(new_rawdeldata[[i]][[tileNo]])) + + #constructing parent polygons + par_tile_polygon[[tileNo]] <- + matrix( + c(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$x, + polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$y), + ncol = 2, + byrow = FALSE + ) + #correct the tessellations + cur_dirsgs <- deldat2[[tileNo]]$dirsgs + cur_tile <- + polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]] + cur_polygon <- par_tile_polygon[[tileNo]] + verify_dirsgs <- Corrected_Tessellations(cur_dirsgs, + cur_tile, + cur_polygon) + + #polygon is sufficient to calculate next level tessellations inside this + if (all(verify_dirsgs[, 1:8] != "-1")) { + deldat2[[tileNo]]$dirsgs <- verify_dirsgs + # flog.info("Tessellations for level %s is calculated", i) + } else{ + deldat1[[i]] <- 0 + #flog.warn("Projection is not scaled enough and the polygon is very small to perform transformation") + polinfo <<- polygon_info + return(deldat1) + #return("Projection is not scaled enough to perform tessellations for the next level") + } + + #delete lines with both the points identical + new_dirsgs <- deldat2[[tileNo]]$dirsgs + del_rows <- 0 + for (j in 1:nrow(new_dirsgs)) { + if (round(new_dirsgs[j, "x1"], 6) == round(new_dirsgs[j, "x2"], 6) && + round(new_dirsgs[j, "y1"], 6) == round(new_dirsgs[j, "y2"], 6)) { + del_rows <- c(del_rows, j) + } + } + if (length(del_rows) > 1) { + new_dirsgs <- new_dirsgs[-del_rows, ] + } + deldat2[[tileNo]]$dirsgs <- new_dirsgs + # flog.info("Line with same endpoints are deleted") + } + + deldat1[[i]] <- deldat2 + + polygon_info[[i]] <- list() + #polygon information to correct the polygons + for (parentIndex in 1:n_par_tile[[i]]) { + polygon_info[[i]][[parentIndex]] <- + suppressMessages(deldir::tile.list(deldat1[[i]][[parentIndex]])) + # Add id corresponding to each segment from rownames.orig information + polygon_info[[i]][[parentIndex]] <- + mapply(function(info, id) { + info$id = as.numeric(id) + info <- + append(info, as.list(gdata[row.names(gdata) == id, c('Segment.Level', 'Segment.Parent', 'Segment.Child')])) + return(info) + }, + polygon_info[[i]][[parentIndex]], + as.list(deldat1[[i]][[parentIndex]]$rownames.orig), + SIMPLIFY = FALSE) + } + + #to delete the points which are outside the parent tile + + for (parentIndex in 1:length(polygon_info[[i]])) { + for (tileIndex in 1:length(polygon_info[[i]][[parentIndex]])) { + tile <- polygon_info[[i]][[parentIndex]][[tileIndex]] + check_dirsgs <- deldat1[[i]][[parentIndex]]$dirsgs + if (nrow(check_dirsgs) != 0 && length(tile$x) != 0) { + polygon_info[[i]][[parentIndex]][[tileIndex]] <- + Delete_Outpoints (tile, check_dirsgs) + } + } + } + # flog.info("Endpoints of tessellation lines which are outside parent polygon are deleted") + + for (parentIndex in 1:n_par_tile[[i]]) { + #modulo operation to obtain the last index + if (((par_tile_indices[[i]][parentIndex]) %% n_cells)) { + last_index <- (par_tile_indices[[i]][parentIndex] %% n_cells) + } else{ + last_index <- n_cells + } + #divide to get second index + sec_index <- + Hmisc::ceil(par_tile_indices[[i]] / n_cells)[parentIndex] + + polygon_info[[i]][[parentIndex]] <- + Add_boundary_points(polygon_info[[i]][[parentIndex]], + polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]], + new_rawdeldata[[i]][[parentIndex]]) + } + # flog.info("Vertices of parent tile are added to appropriate child tile") + } + + polinfo <- polygon_info + + # par_map <- reshape2::melt(par_map) + # colnames(par_map) <- c('Child','Parent','Level') + # par_map <- par_map %>% mutate(ChildNo = (Parent-1)*n_cells+Child) + + fin_out <- list() + + fin_out[[1]] <- deldat1 + fin_out[[2]] <- polinfo + fin_out[[3]] <- hvq_k + fin_out[[3]][['scale_summary']] <- scale_summary + # fin_out[[4]] <- par_map + level_names <- list() + + for (level in 1:nlevel) { + level_names[[level]] <- fin_out[[2]][[level]] %>% purrr::map(~ { + this <- . + element <- this[[1]] + return(element$Segment.Parent) + }) %>% unlist() + + names(fin_out[[2]][[level]]) <- level_names[[level]] + } + + # fin_out <- correctedBoundaries(fin_out,nlevel) + + emptyParents <- depth - length(fin_out[[2]]) + for (i in 1:emptyParents) { + fin_out[[2]][[length(fin_out[[2]]) + 1]] <- list() + } + + ###### Adding Code for Diagnosis Plot + diag_Suggestion =NA + fin_out[[4]] = NA + fin_out[[5]] <- NA + + if(diagnose){ + fin_out[[4]] = NA + diag_list = diagPlot(hvt.results = fin_out, + data = dataset, + level = depth, + quant.err = quant.err, + distance_metric=distance_metric, + error_metric=error_metric + ) + + diag_Suggestion = diagSuggestion(hvt.results = fin_out, + data = dataset, + level = depth, + quant.err = quant.err, + distance_metric=distance_metric, + error_metric=error_metric + ) + fin_out[[4]] = diag_list + + } + + # fin_out[[5]] <- NA + + ####### Adding Code for MAD Plot + if(hvt_validation){ + # browser() + + ####### MAD Plot ################ + predictions_validation = list() + predictions_validation <- predictHVT( + data = validation_data, + hvt.results.model=fin_out, + child.level = depth, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + mad.threshold = quant.err, + distance_metric = distance_metric, + error_metric = error_metric + ) + + mad_plot=madPlot(predictions_validation) + fin_out[[5]] <- list() + fin_out[[5]][["mad_plot"]] <- mad_plot + } + + #### Model info + + ### Model Info + + model_train_date=Sys.time() + input_parameters = list( + n_cells = n_cells, + depth = depth, + quant.err = quant.err, + projection.scale = projection.scale, + normalize = normalize, + distance_metric = distance_metric[1], + error_metric = error_metric[1], + quant_method = quant_method[1], + diagnose = diagnose, + hvt_validation = hvt_validation, + train_validation_split_ratio = train_validation_split_ratio + ) + + validation_result=diag_Suggestion + fin_out[["model_info"]]=list(model_train_date=model_train_date, + type="hvt_model", + input_parameters=input_parameters, + validation_result=validation_result + ) + + # generating cell ID using get_cell_id + fin_out[[3]]$summary <- get_cell_id(hvt.results=fin_out) + fin_out[[3]]$summary <- fin_out[[3]]$summary %>% select(Segment.Level, Segment.Parent, Segment.Child, n, Cell.ID, Quant.Error, colnames(dataset)) + + return(fin_out) + + } + + } diff --git a/muHVT_3.0.1/muHVT/R/ScaleMat.R b/muHVT_3.0.1/muHVT/R/ScaleMat.R new file mode 100644 index 0000000..9f56e42 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/ScaleMat.R @@ -0,0 +1,21 @@ +ScaleMat <- +function(samRectangle, parRectangle){ + + xrange_sam <- range(samRectangle[, 1]) + yrange_sam <- range(samRectangle[, 2]) + + xrange_par <- range(parRectangle[, 1]) + yrange_par <- range(parRectangle[, 2]) + + xlength_sam <- xrange_sam[2] - xrange_sam[1] + ylength_sam <- yrange_sam[2] - yrange_sam[1] + + xlength_par <- xrange_par[2] - xrange_par[1] + ylength_par <- yrange_par[2] - yrange_par[1] + + x_scalefactor <- xlength_par / xlength_sam + y_scalefactor <- ylength_par / ylength_sam + + scale_mat <- matrix(c(x_scalefactor, 0, 0, y_scalefactor), ncol = 2) + return(scale_mat) +} diff --git a/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R b/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R new file mode 100644 index 0000000..96cb5cd --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R @@ -0,0 +1,31 @@ +Transform_Coordinates <- +function(sam_rectangle, par_rectangle, scale_mat){ + + xrange_sam <- range(sam_rectangle[, 1]) + yrange_sam <- range(sam_rectangle[, 2]) + + xrange_par <- range(par_rectangle[, 1]) + yrange_par <- range(par_rectangle[, 2]) + + xlength_sam <- xrange_sam[2] - xrange_sam[1] + ylength_sam <- yrange_sam[2] - yrange_sam[1] + + xlength_par <- xrange_par[2] - xrange_par[1] + ylength_par <- yrange_par[2] - yrange_par[1] + + transformed_coord_int <- matrix(0, ncol = 2, nrow = 4) + for(i in 1: 4){ + transformed_coord_int[i, ] <- t((scale_mat %*% matrix(c(sam_rectangle[i, 1], + sam_rectangle[i, 2]), + ncol = 1))) + } + + translate_mat <- matrix(c(((sum(xrange_par) / 2) - (sum(range(transformed_coord_int[, 1])) / 2)), + ((sum(yrange_par) / 2) - (sum(range(transformed_coord_int[, 2])) / 2))), + ncol = 1) + + transformed_data <- c(scale_mat[1, 1], scale_mat[2, 2], translate_mat[1], translate_mat[2]) + + return(transformed_data) + +} diff --git a/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R b/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R new file mode 100644 index 0000000..58e6cb6 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R @@ -0,0 +1,410 @@ + + +requireNamespace("deldir") + +#====================================================================================== +# Global variables +#====================================================================================== + +#quant.err <- 80 +errorCode <- 0 + +#______________________________________________________________________________________ +# Splitting the codebooks +#______________________________________________________________________________________ + +split_codevec = function(codeVec,epsilon){ + #errorValue=errorValue/100 + codeVec <- plyr::llply(codeVec, .fun= function(X) return(list((1+epsilon)*X, (1-epsilon)*X))) + return(codeVec) +} + +#_____________________________________________________________________________________ +# Checks if the MAPE for a given cluster and its codebook is lesser/greater +# than the specified treshold +#_____________________________________________________________________________________ + +findMape <- function(cluster, centroid){ + mape <- 1/nrow(cluster) * sum(apply(cluster, MARGIN = 1, FUN= function(X){ return(abs(sum((X-centroid), na.rm=TRUE)/length(X)))})) + return(mape) +} + +mapeTest = function(cluster, centroid,errorValue){ + + if(is.null(dim(cluster))){ + return(TRUE) + } + + mape <- findMape(cluster, centroid) + #print(paste("Quantization error:", mape)) + + if(mape < errorValue){ + return(TRUE) + } else { + return(FALSE) + } +} + +#_____________________________________________________________________________________ +# allocate members to their centroids +#_____________________________________________________________________________________ +findMembers <- function(dataset, centroid){ + + # compute the distance of every point in the data from a centroid + #err <- lapply(centroid, FUN = function(X){ return(apply(dataset, MARGIN=1, FUN= function(Y)sqrt(sum((Y-X)^2))))}) + err = lapply(centroid, FUN=function(x) sqrt(colSums((t(dataset) - x)^2))) + err <- do.call(rbind, err) + + # Allocate the membership of a datum to its closest centroid + clust.list <- apply(err, MARGIN=2, FUN = function(X) { return(which(X==min(X), arr.ind=T))}) + + return(clust.list) +} + +#_____________________________________________________________________________________ +# Function to assign cluster membership of data points +#_____________________________________________________________________________________ + +findSeque <- function(dataset, clusters){ + + tryCatch({ + rownames(dataset) <- NULL + clusters <- lapply(clusters, unname) + clusters <- lapply(clusters, as.matrix) + clusters <- lapply(clusters , function(X){colnames(X)<- colnames(dataset); return(X)}) + oneRowIndices <- which(lapply(lapply(clusters, dim), function(X)return(X[2]))==1) + clusters[oneRowIndices] <- lapply(clusters[oneRowIndices], t) + pointPos <- lapply(clusters, FUN=function(X)rownames(plyr::match_df(dataset, as.data.frame(X)))) + pointPos <- lapply(pointPos, as.numeric) + sequeDf <- as.data.frame(1:nrow(dataset)) + lapply(1:length(pointPos), FUN=function(X){sequeDf[pointPos[[X]],]<<- X}) + clust.list <- sequeDf[,1] + }, + error=function(err){print(err)}, + finally={}) + + return(clust.list) +} + +#_____________________________________________________________________________________ +# allocate members to their centroids +#_____________________________________________________________________________________ + +allocateMembers <- function(dataset, centroid){ + + clust.list <- findMembers(dataset, centroid) + + return(lapply(unique(clust.list), FUN=function(X)which(clust.list==X))) +} + +#_____________________________________________________________________________________ +# Nearest neighbour condition - LBGVQ function +#_____________________________________________________________________________________ + +lbgVQ = function(dataset,quant.err,epsilon){ + + # mean of the entire data set + cnew <- list(apply(dataset, MARGIN = 2, FUN= function(X)mean(X, na.rm=TRUE))) + cFin <- c() + finalClusters <- c() + + # Set the quantization error + mape <- 1/nrow(dataset) * sum(apply(dataset, MARGIN = 1, FUN= function(X){ return(abs(sum((X-unlist(cnew)), na.rm=TRUE))/length(X))})) + if(mape != 0){ + errorValue <- mape*quant.err + } else { + errorValue <- quant.err + } + + # clust.list is the indices of the members of a cluster + clust.list <- list(1:nrow(dataset)) + + while(T){ + + # cluster is the actual data points in the cluster + cluster <- lapply(clust.list, FUN=function(Y) { dataset[Y,] }) + + # codesToSplit is the codebooks which have q error greater than the treshold + tryCatch({codesToSplit <- cnew[which(!unlist(lapply(1:length(cluster), FUN= function(i){mapeTest(cluster[[i]], cnew[[i]],errorValue)})))]}, + error=function(err){print(err)}, + finally={}) + + # split the codebooks + tryCatch({cSplit <- unlist(split_codevec(codesToSplit,epsilon), recursive=F)}, + error=function(err){print(err)}, + finally={}) + + # remove the final codebook from the list whose q error is lesser than the treshold + doneFlags <- !(cnew %in% codesToSplit) + cFin <- c(cFin, cnew[doneFlags]) + if(length(which(doneFlags))!=0){ + + # Update the finalClusters + finalClusters <- c(finalClusters, cluster[which(!cnew %in% codesToSplit)]) + cluster[which(!cnew %in% codesToSplit)] <- NULL + + + # Remove the clustered data from the original dataset + dataset <- dataset[-unlist(clust.list[which(doneFlags)]),] + + # Start afresh + cnew <- list(apply(dataset, MARGIN = 2, FUN= mean)) + clust.list <- list(1:nrow(dataset)) + + if(length(codesToSplit) == 0){ + break + } + next + } + + # update the clust.list with the new split codebooks and re-compute the mean codebook + tryCatch({clust.list <- allocateMembers(dataset, cSplit)}, + error=function(err){print(err)}, + finally={}) + + cnew <- lapply(clust.list, + FUN = function(X) + if(length(X)==1){ return(dataset[X,]) + } else { return(apply(dataset[unlist(X),], MARGIN=2, FUN=mean))} ) + } + + cFin <- lapply(cFin, FUN = as.numeric) + + return(list(clusters = finalClusters, codebooks = cFin,errorValue=errorValue)) +} + +#_____________________________________________________________________________________ +# Functions to merge the clusters that satisfy the quantization treshold +#_____________________________________________________________________________________ + +euDistance <- function(index, codebooks){ + return((codebooks[[index[1]]] - codebooks[[index[2]]])^2) +} + +#_____________________________________________________________________________________ +# Function checks if the clusters should be merged based on the quantization error +#_____________________________________________________________________________________ + +shouldMergeClusters <- function(X, clusters,errorValue){ + + # merge the two clusters and compute the new mean + newCluster <- do.call(rbind, list(clusters[[X[1]]], clusters[[X[2]]])) + meanCb <- apply(newCluster, MARGIN = 2, FUN= mean) + + # check for the quantization error + tryCatch({mapeFlag <- mapeTest(newCluster, meanCb,errorValue)}, + error=function(err){print(err)}, + finally={}) + + return(mapeFlag) +} + + +mergeClusters <- function(codebooks, clusters,errorValue){ + + # find the index of the centroids that are closest (X) + pairs <- t(utils::combn(length(codebooks),2)) + + tryCatch({euD <- sqrt(colSums(apply(pairs, MARGIN=1, FUN=function(X){euDistance(X, codebooks)})))}, + error=function(err){print(err)}, + finally={}) + + X<- pairs[which(euD==min(euD)),] + + + if(shouldMergeClusters(X, clusters,errorValue)){ + # merge the two clusters and compute the new mean + newCluster <- do.call(rbind, list(clusters[[X[1]]], clusters[[X[2]]])) + meanCb <- list(apply(newCluster, MARGIN = 2, FUN= mean)) + + # Update the codebooks and the clusters + clusters[[X[1]]] <- newCluster + clusters[[X[2]]] <- NULL + codebooks[[X[1]]] <- meanCb[[1]] + codebooks[[X[2]]] <- NULL + + # recurse to find the next merge-able codebook pair + mergeClusters(codebooks, clusters,errorValue) + } else { + return(list(clusters =clusters, codebooks = codebooks,errorValue=errorValue)) + } + +} + +#_______________________________________________________________________________________ +# Main Function to quantize +#______________________________________________________________________________________ + +vectorQuantize <- function(dataset,quant.err,epsilon){ + + tryCatch({lbgvq <- lbgVQ(dataset,quant.err,epsilon)}, + error=function(err){print(err)}, + finally={}) + + if(length(lbgvq$codebooks) > 1){ + + tryCatch({model <- mergeClusters(lbgvq$codebooks, lbgvq$clusters,lbgvq$errorValue)}, + error=function(err){print(err)}, + finally={}) + + + return(model) + + } else { + return(lbgvq) + } + +} + +#================================================================== +# Function to Trilaterate +# Input : a distance matrix or a 'dist' object +# Output : a set of trilaterated points +#================================================================== + +# trilaterate <- function(d){ +# if(class(d)=='dist'){ +# d <- as.matrix(d) +# } + +trilaterate <- function(d){ + # if(is(d, "dist")){ + if(inherits(d, "dist")){ + d <- as.matrix(d) + } + + + # p1, p2, p3 are the initial triangulation points + p1 <- c(0,0) + p2 <- c(0, d[1,2]) + + if(dim(d)[1]==3){ # If there are only 3 points to trilaterate + + p3y <- (d[1,3]^2 + d[1,2]^2 - d[2,3]^2)/(2*d[1,2]) + p3x <- sqrt(d[1,3]^2 - p3y^2) + p3 <- c(p3x,p3y) + pdash <- rbind(p1,p2,p3) + colnames(pdash) = c('x', 'y') + return(pdash) + + } else if(dim(d)[1] > 3){ # If there are more than 3 points to trilaterate + + p3y <- (d[1,3]^2 + d[1,2]^2 - d[2,3]^2)/(2*d[1,2]) + p3x <- sqrt(d[1,3]^2 - p3y^2) + p3 <- c(p3x,p3y) + + # iterator + i <- 4:dim(d)[1] + # compute the remaining points + pdash <- lapply(i, FUN= function(ind) { + y <- (d[1,ind]^2 + d[1,2]^2 - d[2,ind]^2)/(2*d[1,2]) + x <- (d[1,ind]^2 + d[1,3]^2 - d[3,ind]^2 - 2*y*p3[2])/(2*p3[1]) + return(c(x, y)) + }) + + pdash<- do.call(rbind, pdash) + pdash <- rbind(p1,p2, p3,pdash) + colnames(pdash) = c('x', 'y') + return(pdash) + } else { # If there are one or 2 points to trilaterate + pdash <- rbind(p1,p2) + colnames(pdash) = c('x', 'y') + return(pdash) + } +} + + + +#=========================================================================== +# Main function to call +#=========================================================================== + + + + + + + +#' VQ_codebookSplit +#' +#' Vector Quantization by codebook split method +#' +#' Performs Vector Quantization by codebook split method. Initially, the entire +#' dataset is considered to be one cluster where the codebook is the mean of +#' the cluster. The quantization criteria is checked and the codebook is split +#' such that the new codebooks are (codebook+epsilon) and (codebook-epsilon). +#' The observations are reassigned to these new codebooks based on the nearest +#' neighbour condition and the means recomputed for the new clusters. This is +#' done iteratively until all the clusters meet the quantization criteria. +#' +#' @param dataset Matrix. A matrix of multivariate data. Each row corresponds +#' to an observation, and each column corresponds to a variable. Missing values +#' are not accepted. +#' @param quant.err Numeric. The quantization error for the algorithm. +#' @param epsilon Numeric. The value to offset the codebooks during the +#' codebook split. Default is NULL, in which case the value is set to quant.err +#' parameter. +#' @return \item{clusters}{ List. A list showing each ID assigned to a cluster. +#' } \item{nodes.clust}{ List. A list corresponding to nodes' details. } +#' \item{idnodes}{ List. A list of ID and segments similar to +#' \code{nodes.clust} with additional columns for nodes ID. } +#' \item{error.quant}{ List. A list of quantization error for all levels and +#' nodes. } \item{plt.clust}{ List. A list of logical values indicating if the +#' quantization error was met. } \item{summary}{ Summary. Output table with +#' summary. } +#' @author Sangeet Moy Das +#' @seealso \code{\link{hvtHmap}} +#' @examples +#' +#' +#' data("iris",package="datasets") +#' iris <- iris[,1:2] +#' +#' vqOutput = VQ_codebookSplit(iris, quant.err = 0.5) +#' +#' @export VQ_codebookSplit +#' @keywords internal +VQ_codebookSplit <- function(dataset,quant.err=0.5,epsilon=NULL){ + + model <- list() + + if(is.null(epsilon)){ + epsilon = quant.err + } + + if(!is.null(dataset)){ + # Run VQ + tryCatch({system.time(model <- vectorQuantize(dataset,quant.err,epsilon))}, + error=function(err){print(err)}, + finally={}) + + } else { + #flog.error("Data is missing", name=logNS) + } + + if(exists('model')){ + + # Reduce the dimensionality of the codebooks to 2 + codebooks <- do.call(rbind, model$codebooks) + distances <- stats::dist(codebooks) + if(length(distances) != 0){ + tryCatch({twoDCodebooks <- trilaterate(distances)}, error=function(err){print(err)}, finally={}) + } else { + twoDCodebooks <- model$codebooks[[1]][1:2] + } + mapes <- lapply(1:length(model$clusters), FUN=function(i){findMape(model$clusters[[i]],model$codebooks[[i]])}) + + ztab <- data.frame('Segment.Level' = rep(1, length(model$clusters)), 'segment.Parent' = rep(1, length(model$clusters)), 'Segment.Child'= 1:length(model$clusters), 'n'= unlist(lapply(model$clusters, nrow)),'Quant.Error'= unlist(mapes)) + ztab <- cbind(ztab, do.call(rbind, model$codebooks)) + + idnodes <- lapply(model$clusters, rownames) + idnodes <- list(lapply(1:length(idnodes), FUN=function(i){data.frame('tet..k..'=idnodes[[i]], 'X1'=rep(1, length(idnodes[[i]])), 'X1.1'=rep(1, length(idnodes[[i]])), 'k'= i)})) + + return(list('clusters'=model$clusters, 'nodes.clust'= list(model$clusters), 'idnodes'= idnodes, 'error.quant'= list(mapes), plt.clust= list(mapes +#' @seealso \code{\link{predictHVT}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @import dplyr +#' @examples +#' data(USArrests) +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#'diagPlot(hvt.results = hvt.results, +#'data = USArrests, +#'level = 1, +#'quant.err = 0.2) +#' +#' @export diagPlot +#' @keywords internal + +diagPlot <- function(hvt.results, + data, + level, + quant.err, + distance_metric="L1_Norm", + error_metric="max", + ...){ + # browser() + + requireNamespace("reshape2") + requireNamespace("ggplot2") + requireNamespace("dplyr") + + ##### Min Inter-Centroid distance plot + # browser() + newdfMapping <- hvt.results[[3]][["summary"]] + + x <- newdfMapping %>% + dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < quant.err | n <= 3))) + x <- x[x%>%complete.cases(),] + + singleton_count=sum(x$Quant.Error< 0.0001) + num_cells=length(x$Quant.Error) + + # x <- hvt.results[[3]][["summary"]] + d <- stats::dist(x,method = "manhattan") + df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) + df <- df[df$value!=0,] + df$value <- df$value/ncol(x) + df_cent <- df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) + + + # p_cent <- ggplot() + + # aes(x = df_cent$min_dist) + + # geom_histogram(fill = "#112446") + + # theme_minimal()+ + # geom_vline(xintercept = mean(df_cent$min_dist), colour="red",linetype="dashed")+ + # ggtitle("Minimum Intra-Centroid Distance Plot")+ + # ggplot2::xlab("Distance between Centroids")+ + # ggplot2::ylab("Number of Occurrences")+ + # annotate("text",x = mean(df_cent$min_dist), + # y = Inf,vjust=1,hjust=-0.5, + # label = mean(df_cent$min_dist)%>%round(2),fontface = "bold") + + p_cent <- ggplot2::ggplot(df_cent,aes(x = min_dist)) + + ggplot2::geom_histogram(ggplot2::aes(y = stat(density)),fill = "midnightblue",colour="white",alpha=0.75) + + + ggplot2::stat_function(ggplot2::aes(color = "Normal"), fun = stats::dnorm,args = list(mean = mean(df_cent$min_dist),sd = stats::sd(df_cent$min_dist))) + + ggplot2::stat_density(ggplot2::aes(color = "Density"), geom = "line", linetype = "dashed") + + ggplot2::scale_colour_manual("", values = c("dodgerblue", "#EE7600")) + + ggplot2::scale_linetype_manual("", values = c("Normal" = 2, "Density" = 1)) + + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = mean(df_cent$min_dist), colour="#EE7600",linetype="dashed")+ + ggplot2::ggtitle("Minimum Intra-Centroid Distance Plot")+ + ggplot2::xlab("Distance between Centroids")+ + ggplot2::ylab("Density")+ + ggplot2::annotate("text",x = mean(df_cent$min_dist), + y = Inf,vjust=1,hjust=-0.5, + label = mean(df_cent$min_dist)%>%round(2),fontface = "bold") + + + ##### Min Inter-Point distance plot + + # browser() + # x=data + d = stats::dist(data,method = "manhattan") + + df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) + df=df[df$value!=0,] + df$value=df$value/ncol(data) + df_data = df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) + + # p_datapoint = ggplot() + + # aes(x = df_data$min_dist) + + # geom_histogram(fill = "#112446") + + # theme_minimal()+ + # geom_vline(xintercept = mean(df_data$min_dist), colour="red",linetype="dashed")+ + # ggtitle("Minimum Intra-DataPoint Distance Plot")+ + # ggplot2::xlab("Distance between DataPoints")+ + # ggplot2::ylab("Number of Occurrences")+ + # annotate("text",x = mean(df_data$min_dist), + # y = Inf,vjust=1,hjust=-0.5, + # label = mean(df_data$min_dist)%>%round(2),fontface = "bold") + # + + + p_datapoint = ggplot2::ggplot(df_data,aes(x = min_dist)) + + + ggplot2::geom_histogram(ggplot2::aes(y = stat(density)),fill = "midnightblue",colour="white",alpha=0.75) + + + ggplot2::stat_function(ggplot2::aes(color = "Normal"), fun = stats::dnorm,args = list(mean = mean(df_data$min_dist),sd = stats::sd(df_data$min_dist))) + + ggplot2::stat_density(ggplot2::aes(color = "Density"), geom = "line", linetype = "dashed") + + ggplot2::scale_colour_manual("", values = c("dodgerblue", "#EE7600")) + + ggplot2::scale_linetype_manual("", values = c("Normal" = 2, "Density" = 1)) + + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = mean(df_data$min_dist), colour="#EE7600",linetype="dashed")+ + ggtitle("Minimum Intra-DataPoint Distance Plot")+ + ggplot2::xlab("Distance between DataPoints")+ + ggplot2::ylab("Density")+ + ggplot2::annotate("text",x = mean(df_data$min_dist), + y = Inf,vjust=1,hjust=-0.5, + label = mean(df_data$min_dist)%>%round(2),fontface = "bold") + + # p_datapoint + + ####### Number of datapoints + + n_cells=x%>% dplyr::select("n") %>% unlist() + p_obs=ggplot2::ggplot() + + ggplot2::aes(x = n_cells) + + ggplot2::geom_histogram(fill = "midnightblue") + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = round(mean(n_cells),0), colour="red",linetype="dashed")+ + ggplot2::ggtitle("Distribution of number of observation in cells")+ + ggplot2::xlab("Number of Observation in Cells")+ + ggplot2::ylab("Number of Occurrences")+ + ggplot2::annotate("text",x =round(mean(n_cells),0), + y = Inf,vjust=1,hjust=-0.5, + label = round(mean(n_cells),0),fontface = "bold") + + # MAD Calibration + # browser() + ####### MAD Plot ################ + predictions_train = list() + predictions_train <- predictHVT( + data = data, + hvt.results.model=hvt.results, + child.level = level, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + mad.threshold = quant.err, + distance_metric = distance_metric, + error_metric = error_metric + ) + + mad_plot_train=madPlot(predictions_train) + + df_sing=data.frame( + "Centroid_Type"=c("Singletons","Non-Singletons"), + n=c(singleton_count,(num_cells-singleton_count)) + )%>% + dplyr::mutate(perc = `n` / sum(`n`)) %>% + dplyr::arrange(perc) %>% + dplyr::mutate(labels = scales::percent(perc)) + + + sing_pie=ggplot2::ggplot(df_sing, aes(x = "", y = perc, fill = Centroid_Type)) + + ggplot2::geom_col(color = "white") + + ggplot2::geom_label(aes(label = labels), + position = position_stack(vjust = 0.5), + show.legend = FALSE,colour="white",fontface = "bold") + + ggplot2::guides(fill = guide_legend(title = "Centroid_Type")) + + # scale_fill_viridis_d() + + ggplot2::coord_polar(theta = "y") + + ggplot2::scale_fill_manual(values=c("#2C83B5","#EE6A42"))+ + ggplot2::theme_void()+ggplot2::labs(title = "Singletons Pie Chart: HVT Model | Train Data", + caption = paste("Total number of centroids:",num_cells,",Singletons:",singleton_count,",Non-Singletons:",(num_cells-singleton_count))) + sing_pie + + + plot_list=list( + cent_plot = p_cent, + datapoint_plot = p_datapoint, + number_plot = p_obs, + mad_plot_train=mad_plot_train, + singleton_piechart=sing_pie, + singleton_count=list(singleton_count=singleton_count, + num_cells=num_cells, + singleton_count_percentage=(singleton_count/num_cells)*100) + + + ) + return(plot_list) + +} + + + + + + + + + + + diff --git a/muHVT_3.0.1/muHVT/R/diagSuggestion.R b/muHVT_3.0.1/muHVT/R/diagSuggestion.R new file mode 100644 index 0000000..85e12de --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/diagSuggestion.R @@ -0,0 +1,65 @@ + + +diagSuggestion <- function(hvt.results, + data, + level, + quant.err, + distance_metric="L1_Norm", + error_metric="max", + ...){ + + requireNamespace("reshape2") + requireNamespace("dplyr") + + ##### Min Inter-Centroid distance plot + # browser() + newdfMapping <- hvt.results[[3]][["summary"]] + + x <- newdfMapping %>% + dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < quant.err | n <= 3))) + x <- x[x%>%complete.cases(),] + + singleton_count=sum(x$Quant.Error< 0.0001) + num_cells=length(x$Quant.Error) + + # x <- hvt.results[[3]][["summary"]] + d <- stats::dist(x,method = "manhattan") + df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) + df <- df[df$value!=0,] + df$value <- df$value/ncol(x) + df_cent <- df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) + + + mean_cent_train=mean(df_cent$min_dist) + + ##### Min Inter-Point distance plot + + # browser() + # x=data + d = stats::dist(data,method = "manhattan") + df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) + df=df[df$value!=0,] + df$value=df$value/ncol(data) + df_data = df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) + + mean_dist_train=mean(df_data$min_dist) + + + diag_list=list( + mean_centroid_train = mean_cent_train, + mean_distance_train = mean_dist_train + ) + return(diag_list) + +} + + + + + + + + + + + diff --git a/muHVT_3.0.1/muHVT/R/exploded_hmap.R b/muHVT_3.0.1/muHVT/R/exploded_hmap.R new file mode 100644 index 0000000..365cf1e --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/exploded_hmap.R @@ -0,0 +1,307 @@ +#' @name exploded_hmap +#' +#' @title Function to construct an interactive 3D heatmap overlay for each HVT Level +#' +#' @param hvt.results List. A list of hvt.results obtained from the HVT +#' function. +#' @param child.level Numeric. Indicating the level for which the heat map is +#' to be plotted. +#' @param hmap.cols Numeric or Character. The column number of column name from +#' the dataset indicating the variables for which the heat map is to be +#' plotted. +#' @param n_cells.hmap Numeric. An integer indicating the number of clusters per +#' hierarchy (level) +#' @param sepration_width Numeric. An integer indicating the width between two Levels +#' @param layer_opacity Numeric. A vector indicating the opacity of each layer/ level +#' @param dim_size Numeric. An integer indicating the dimension size used to create the matrix for the plot +#' @param ... color.vec and line.width can be passed from here +#' @author Shubhra Prakash +#' @export exploded_hmap +#' +#' +exploded_hmap <- + function (hvt.results, + child.level=NULL, # Numeric + hmap.cols= NULL, # Character + n_cells.hmap = NULL, # Numeric + sepration_width=7, + layer_opacity=c(0.5,0.75,0.99), + dim_size=1000, + ...){ + + # library(tidyverse) + # library(plotly) + maxDepth <- min(child.level,max(hvt.results[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) + summaryDF = hvt.results[[3]][["summary"]] + valuesDataframe <- data.frame( + depth = 0, + cluster = 0, + child = 0, + qe=0, + n_cluster=0, + value = 0, + cellID = 0 + ) + positionsDataframe <- data.frame( + depth = 0, + cluster = 0, + child = 0, + x = 0, + y = 0 + ) + + centroidDataframe <- data.frame(x = 0, y = 0, lev = 0) + + for (depth in 1:maxDepth) { + if (depth < 3){ + + for (clusterNo in names(hvt.results[[2]][[depth]])) { + for (childNo in 1:length(hvt.results[[2]][[depth]][[clusterNo]])) { + if (!is.null(hvt.results[[2]][[depth]][[clusterNo]])) { + summaryFilteredDF <- + summaryDF %>% dplyr::filter( + Segment.Level == depth, + Segment.Parent == clusterNo, + Segment.Child == childNo + ) + + current_cluster = hvt.results[[2]][[depth]][[clusterNo]][[childNo]] + + + val = summaryFilteredDF[, hmap.cols] + qe = summaryFilteredDF[, "Quant.Error"] + ncluster = summaryFilteredDF[, "n"] + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + if("Cell.ID" %in% colnames(summaryFilteredDF)){ + cell_ID = summaryFilteredDF[, "Cell.ID"] + } else{ + cell_ID = 0 + } + valuesDataframe <- + rbind( + valuesDataframe, + data.frame( + depth = depth, + cluster = clusterNo, + child = childNo, + qe=qe, + n_cluster=ncluster, + value = val, + cellID = cell_ID + ) + ) + positionsDataframe <- + rbind( + positionsDataframe, + data.frame( + depth = rep(depth, length(x)), + cluster = rep(clusterNo, length(x)), + child = rep(childNo, length(x)), + x = x, + y = y + ) + ) + + centroidDataframe <- + rbind(centroidDataframe, + data.frame( + x = as.numeric(current_cluster[["pt"]][["x"]]), + y = as.numeric(current_cluster[["pt"]][["y"]]), + lev = depth + )) + + + + } + + } + } + + }else{ + for (clusterNo in 1:n_cells.hmap^(child.level-1)) { + for (childNo in 1:length(hvt.results[[2]][[depth]][[as.character(clusterNo)]])) { + if (!is.null(hvt.results[[2]][[depth]][[as.character(clusterNo)]])) { + summaryFilteredDF <- + summaryDF %>% dplyr::filter( + Segment.Level == depth, + Segment.Parent == clusterNo, + Segment.Child == childNo + ) + + current_cluster = hvt.results[[2]][[depth]][[as.character(clusterNo)]][[childNo]] + + + val = summaryFilteredDF[, hmap.cols] + qe = summaryFilteredDF[, "Quant.Error"] + + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + if("Cell.ID" %in% colnames(summaryFilteredDF)){ + cell_ID = summaryFilteredDF[, "Cell.ID"] + } else{ + cell_ID = 0 + } + valuesDataframe <- + rbind( + valuesDataframe, + data.frame( + depth = depth, + cluster = clusterNo, + child = childNo, + qe=qe, + n_cluster=ncluster, + value = val, + cellID = cell_ID + ) + ) + positionsDataframe <- + rbind( + positionsDataframe, + data.frame( + depth = rep(depth, length(x)), + cluster = rep(clusterNo, length(x)), + child = rep(childNo, length(x)), + x = x, + y = y + ) + ) + + centroidDataframe <- + rbind( + centroidDataframe, + data.frame( + x = as.numeric(current_cluster[["pt"]][["x"]]), + y = as.numeric(current_cluster[["pt"]][["y"]]), + lev = depth + ) + ) + } + } + } + } + } + valuesDataframe <- valuesDataframe[2:nrow(valuesDataframe), ] + + positionsDataframe <- + positionsDataframe[2:nrow(positionsDataframe), ] + + centroidDataframe <- + centroidDataframe[2:nrow(centroidDataframe), ] + + + datapoly <- + merge(valuesDataframe, + positionsDataframe, + by = c("depth", "cluster", "child")) + + + + Level_list = lapply(1:maxDepth, function(x) { + temp_df=datapoly[datapoly$depth==x,] + min_x=min(datapoly$x) + max_x=max(datapoly$x) + min_y=min(datapoly$y) + max_y=max(datapoly$y) + temp_df = temp_df %>% mutate(name=paste0("Segment",cluster,"-",child)) + # segments_number=unique() + returnList=split(temp_df, f =temp_df$name ) + return(list(returnList, + min_x, + max_x, + min_y, + max_y)) + }) + + + +# Level_1_data= data %>% dplyr::filter(depth) + ##################################################################################### + depth_wise_surface =function(finalList + # , + # hmap.cols, + # dim_size + ){ + # browser() + column <- hmap.cols + min_x = unlist(finalList[[2]]) + max_x = unlist(finalList[[3]]) + min_y = unlist(finalList[[4]]) + max_y = unlist(finalList[[5]]) + + # dim_size = 10000 + y <- rep(1:dim_size, times = dim_size) + x <- rep(1:dim_size, each = dim_size) + hvtVolcanoMatrix <- rep(0, each = dim_size^2) + for (k in names(finalList[[1]])) { + eval(parse( + text = paste0( + 'polygon_x <- round(scales::rescale(finalList[[1]]$`', + k, + '`$x, to=c(0, ', dim_size,'), from = c(min_x,max_x)))' + ) + )) + eval(parse( + text = paste0( + 'polygon_y <- round(scales::rescale(finalList[[1]]$`', + k, + '`$y, to=c(0, ', dim_size,'), from = c(min_y,max_y)))' + ) + )) + present <- sp::point.in.polygon(x, y, polygon_x, polygon_y) + eval(parse( + text = paste0( + 'quantError <- finalList[[1]]$`', + k, + '`$value[1]' + ) + )) + hvtVolcanoMatrix[which(present != 0)] <- quantError + } + + hvtVolcanoMatrix <- matrix(hvtVolcanoMatrix, nrow = dim_size) + return(hvtVolcanoMatrix) + } + + ##################################################################################### + + temp_hvtVolcanoMatrix= lapply(Level_list, depth_wise_surface) + number_of_layers = length(temp_hvtVolcanoMatrix) + p = plotly::plot_ly(showscale=F) + + temp=lapply(1: number_of_layers, function(i){ + hvtVolcanoMatrix=temp_hvtVolcanoMatrix[[i]] - ((i-1) * sepration_width) + p <<- p %>% + plotly::add_surface(z = ~ hvtVolcanoMatrix,opacity = layer_opacity[i] ,name=paste("Layer_",i), showlegend = T) + }) + + p<-p %>% + plotly::config( displaylogo = F) %>% + plotly::layout( + zaxis = list(title = hmap.cols), + title = paste( + "Hierarchical Voronoi Tessellation 3D Surface plot with", + hmap.cols, + "Heatmap Overlay" + ), + scene = list(zaxis = list(title = hmap.cols)) + ) + + + + return(suppressMessages(p)) + + } + + + + + + + + + + + + + diff --git a/muHVT_3.0.1/muHVT/R/getCentroids.R b/muHVT_3.0.1/muHVT/R/getCentroids.R new file mode 100644 index 0000000..ba180b8 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/getCentroids.R @@ -0,0 +1,100 @@ +#' @importFrom magrittr %>% + +# The function should take dataframe having m rows and n dimension as input. It should return distance from the center for each row or should return 0 if nrow(df) < 1 +# distance_metric=c("L1_Norm","L2_Norm") +# quant_method=c("kmeans","kmedoids") + +getCentroids <- + function (x, + kout, + n_cells, + function_to_calculate_distance_metric, + function_to_calculate_error_metric, + distance_metric = "L1_Norm", + quant_method=c("kmeans","kmedoids"), + ...) { + # browser() + if (quant_method == "kmeans") { + centl <- nout <- outl <- list() + options(warn = -1) + x <- data.frame(x) + # calculate_error <- x %>% dplyr::group_by(kout$cluster) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) + calculate_error <- + x %>% + group_by(kout$cluster) %>% + tidyr::nest() %>% + # calculate the distance for each datapoint for each cluster wrt to its centroid as per L1 or L2 norm + dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% + # arrange the dataframe by cluster number + dplyr::arrange(`kout$cluster`) %>% + dplyr::rename(err = data) + + # calcuate the quant error for each cluster as per error_metric = "mean" or "max" + calculate_error_for_each_cluster <- + lapply(calculate_error$err, function_to_calculate_error_metric) + maxQE_each_cluster <- lapply(calculate_error$err, "max") + meanQE_each_cluster <- lapply(calculate_error$err, "mean") + centl <- calculate_error_for_each_cluster + outl <- + c(1:n_cells) %>% purrr::map( ~ x[kout$cluster == .x, ]) + nout <- as.list(kout$size) + #return centroids, datapoints and size of each cluster + return( + list( + centers = centl, + maxQE = maxQE_each_cluster, + values = outl, + nsize = nout, + meanQE = meanQE_each_cluster + ) + ) + + ############################## Medoid implementation ############################################### + + } else if (quant_method == "kmedoids") { + if (distance_metric == "L1_Norm") { + distance_metric = "manhattan" + } else if (distance_metric == "L2_Norm") { + distance_metric = "euclidean" + } + + + kmedoids_model <- + cluster::pam( + x = cluster::daisy(x, metric = distance_metric), + k = n_cells, + diss = TRUE, + keep.data = F + ) + + centl <- nout <- outl <- list() + options(warn = -1) + x <- data.frame(x) + # calculate_error <- x %>% dplyr::group_by(kout$cluster) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) + calculate_error <- + x %>% dplyr::group_by(kmedoids_model[["clustering"]]) %>% tidyr::nest() %>% dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% arrange(`kmedoids_model[["clustering"]]`) %>% dplyr::rename(err = + data) + calculate_error_for_each_cluster <- + lapply(calculate_error$err, function_to_calculate_error_metric) + maxQE_each_cluster <- lapply(calculate_error$err, "max") + meanQE_each_cluster <- lapply(calculate_error$err, "mean") + centl <- calculate_error_for_each_cluster + outl <- + c(1:n_cells) %>% purrr::map(~ x[kmedoids_model[["clustering"]] == .x,]) + nout <- + as.list(as.numeric(table(kmedoids_model[["clustering"]]))) + + sum_val = as.data.frame(x[kmedoids_model[["medoids"]],]) + #return centroids, datapoints and size of each cluster + return( + list( + centers = centl, + maxQE = maxQE_each_cluster, + values = outl, + nsize = nout, + meanQE = meanQE_each_cluster, + sum_val = sum_val + ) + ) + } + } diff --git a/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R b/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R new file mode 100644 index 0000000..b183a77 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R @@ -0,0 +1,26 @@ +#' @importFrom magrittr %>% +#' @import dplyr +#' @import tidyr + +getCentroids_for_opti <- function (x, kout, n_cells,function_to_calculate_distance_metric,function_to_calculate_error_metric){ + requireNamespace("dplyr") + requireNamespace("tidyr") + requireNamespace("magrittr") + # browser() + calculate_error<- centl <- list() + # calculate_error <- x %>% dplyr::group_by(kout$clust) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) + calculate_error <- + x %>% + dplyr::group_by(kout$cluster) %>% + tidyr::nest() %>% + dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% + dplyr::arrange(`kout$cluster`) %>% + dplyr::rename(err = data) + + centl <-lapply(calculate_error$err,function_to_calculate_error_metric) + maxQE<- lapply(calculate_error$err, "max") + meanQE<- lapply(calculate_error$err, "mean") + + return(list(centl,maxQE,meanQE)) + +} \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R b/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R new file mode 100644 index 0000000..1c660f3 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R @@ -0,0 +1,154 @@ +#' getOptimalCentroids +#' +#' Get Optimal Centroids +#' +#' The raw data is first scaled and this scaled data is supplied as input to +#' the vector quantization algorithm. Vector quantization technique uses a +#' parameter called quantization error. This parameter acts as a threshold and +#' determines the number of levels in the hierarchy. It means that, if there +#' are 'n' number of levels in the hierarchy, then all the clusters formed till +#' this level will have quantization error equal or greater than the threshold +#' quantization error. The user can define the number of clusters in the first +#' level of hierarchy and then each cluster in first level is sub-divided into +#' the same number of clusters as there are in the first level. This process +#' continues and each group is divided into smaller clusters as long as the +#' threshold quantization error is met. The output of this technique will be +#' hierarchically arranged vector quantized data. +#' +#' @param x Data Frame. A dataframe of multivariate data. Each row corresponds to an +#' observation, and each column corresponds to a variable. Missing values are +#' not accepted. +#' @param n_cells Numeric. Indicating the number of nodes per hierarchy. +#' @param depth Numeric. Indicating the hierarchy depth (or) the depth of the +#' tree (1 = no hierarchy, 2 = 2 levels, etc..) +#' @param quant.err Numeric. The quantization error for the algorithm. +#' @param algorithm String. The type of algorithm used for quantization. +#' Available algorithms are Hartigan and Wong, "Lloyd", "Forgy", "MacQueen". +#' (default is "Hartigan-Wong") +#' @param distance_metric Character. The distance metric to calculate inter point distance. It can be 'L1_Norm" or "L2_Norm". L1_Norm is selected by default. +#' @param function_to_calculate_distance_metric Function. The function is to find 'L1_Norm" or "L2_Norm" distances. L1_Norm is selected by default. +#' @param function_to_calculate_error_metric Character. The error metric can be "mean" or "max". mean is selected by default +#' @param quant_method Character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default +#' @return \item{values}{ List. A list showing observations assigned to a cluster.} +#' \item{maxQE}{ List. A list corresponding to maximum QE values for each cell. } +#' \item{meanQE}{ List. A list corresponding to mean QE values for each cell. } +#' \item{centers}{ List. A list of quantization error for all levels and nodes. } +#' \item{nsize}{ List. A list corresponding to number of observations in respective groups. } +#' @author Shubhra Prakash , Sangeet Moy Das +#' @keywords internal + +getOptimalCentroids <- + function (x, + iter.max, + algorithm, + n_cells, + function_to_calculate_distance_metric, + function_to_calculate_error_metric=c("mean","max"), + quant.err, + distance_metric = "L1_Norm", + quant_method=c("kmeans","kmedoids"),... + ){ + # browser() + if(quant_method == "kmeans"){ + + options(warn = -1) + # Start with splitting data into three clusters + nclust_iter <- 3 + outkinit <- list(centers = numeric(),maxQE = numeric(),meanQE = numeric(), values = logical() , nsize = numeric()) + quantok <- rep(T, n_cells) + + # Check if 3 <= No of clusters AND No of cells in a cluster > 3 AND flag to check QE for all clusters + while(nclust_iter <= n_cells & nrow(x) > nclust_iter & (sum(quantok,na.rm = T) > 0)) { + resplt <- list() + #outkinit will have centroids and datapoints and size of the cluster + set.seed(100) + kout<-stats::kmeans(x, nclust_iter, iter.max=10^5, algorithm=algorithm) + result <- getCentroids_for_opti(x,kout, nclust_iter,function_to_calculate_distance_metric,function_to_calculate_error_metric) + + outkinit[[1]] <- result[[1]] + outkinit[[2]] <- result[[2]] + outkinit[[3]] <- result[[3]] + #flag to check for quantization error + resplt <- unlist(outkinit$centers) > quant.err + quantok <- unlist(resplt) + nclust_iter <- nclust_iter + 1 + } + clusts <- nclust_iter-1 + outkinit[[4]] <- c(1:clusts) %>% purrr::map(~x[kout$cluster==.x,]) + outkinit[[5]] <- as.list(kout$size) + outkinit[["centroid_val"]] <- kout$centers + + dummy_iter = n_cells - nclust_iter + 1 + + if(dummy_iter !=0){ + outkinit[["centers"]] <- c(outkinit[["centers"]],as.list(rep(NA,dummy_iter))) + outkinit[["maxQE"]] <- c(outkinit[["maxQE"]],as.list(rep(NA,dummy_iter))) + outkinit[["meanQE"]] <- c(outkinit[["meanQE"]],as.list(rep(NA,dummy_iter))) + outkinit[["values"]] <- c(outkinit[["values"]],as.list(rep(NA,dummy_iter))) + outkinit[["nsize"]] <- c(outkinit[["nsize"]],as.list(rep(0,dummy_iter))) + temprow <- matrix(c(rep.int(NA,length(outkinit[["centroid_val"]][1,]))),nrow=length(nclust_iter:n_cells),ncol=length(outkinit[["centroid_val"]][1,])) + outkinit[["centroid_val"]] <- rbind(outkinit[["centroid_val"]],temprow) + } + # return centroids, datapoints and size of each cluster + return(outkinit) + }else if(quant_method == "kmedoids"){ + options(warn = -1) + # Start with splitting data into three clusters + # browser() + nclust_iter <- 3 + outkinit <- list(centers = numeric(),maxQE = numeric(),meanQE = numeric(), values = logical() , nsize = numeric()) + quantok <- rep(T, n_cells) + if(distance_metric == "L1_Norm") { + distance_metric = "manhattan" + }else if(distance_metric == "L2_Norm") { + distance_metric = "euclidean" + } + kout=list() + while(nclust_iter <= n_cells & nrow(x) > nclust_iter & (sum(quantok,na.rm = T) > 0)) { + resplt <- list() + #outkinit will have centroids and datapoints and size of the cluster + set.seed(100) + + kmedoids_model <- + cluster::pam( + x = cluster::daisy(x, metric = distance_metric), + k = nclust_iter, + diss = TRUE, + keep.data = F + ) + kout$cluster=kmedoids_model[["clustering"]] + result<- getCentroids_for_opti(x,kout, nclust_iter,function_to_calculate_distance_metric,function_to_calculate_error_metric) + outkinit[[1]] <-result[[1]] + outkinit[[2]]<- result[[2]] + outkinit[[3]]<- result[[3]] + + + #flag to check for quantization error + resplt <- unlist(outkinit$centers) > quant.err + quantok <- unlist(resplt) + nclust_iter <- nclust_iter + 1 + } + kout$size=as.numeric(table(kmedoids_model[["clustering"]])) + kout$centers=as.matrix(x[kmedoids_model[["medoids"]],]) + clusts <- nclust_iter-1 + outkinit[[4]] <- c(1:clusts) %>% purrr::map(~x[kout$cluster==.x,]) + outkinit[[5]] <- as.list(kout$size) + outkinit[["centroid_val"]] <- kout$centers + + dummy_iter = n_cells - nclust_iter + 1 + + if(dummy_iter !=0){ + outkinit[["centers"]] <- c(outkinit[["centers"]],as.list(rep(NA,dummy_iter))) + outkinit[["maxQE"]] <- c(outkinit[["maxQE"]],as.list(rep(NA,dummy_iter))) + outkinit[["meanQE"]] <- c(outkinit[["meanQE"]],as.list(rep(NA,dummy_iter))) + outkinit[["values"]] <- c(outkinit[["values"]],as.list(rep(NA,dummy_iter))) + outkinit[["nsize"]] <- c(outkinit[["nsize"]],as.list(rep(0,dummy_iter))) + temprow <- matrix(c(rep.int(NA,length(outkinit[["centroid_val"]][1,]))),nrow=length(nclust_iter:n_cells),ncol=length(outkinit[["centroid_val"]][1,])) + outkinit[["centroid_val"]] <- rbind(outkinit[["centroid_val"]],temprow) + + } + # return centroids, datapoints and size of each cluster + return(outkinit) + } + + } diff --git a/muHVT_3.0.1/muHVT/R/get_cell_id.R b/muHVT_3.0.1/muHVT/R/get_cell_id.R new file mode 100644 index 0000000..d1b7815 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/get_cell_id.R @@ -0,0 +1,47 @@ +#' Cell ID +#' +#' @title Function to generate cell ID based on 1D sammons projection +#' +#' @description To generate cell id for the multivariate data, the data is being projected from n-dimensions to 1-dimension +#' and the cell id is being assigned by ordering these values and finding the corresponding indexes. The output CellID gets +#' appended to the HVT model. +#' +#' @param hvt.results List. A list of hvt.results obtained from the HVT +#' function. +#' @author Shubhra Prakash +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#'get_cell_id (hvt.results) +#' @export get_cell_id + + +get_cell_id <- function (hvt.results){ +# browser() + generic_col=c("Segment.Level","Segment.Parent","Segment.Child","n","Quant.Error") + temp_summary=hvt.results[[3]][["summary"]] %>% dplyr::select(!generic_col) %>% dplyr::mutate(id=row_number()) + cent_val= temp_summary %>% subset(.,complete.cases(.)) + set.seed(123) + sammon_1d_cord <- MASS::sammon( + d = stats::dist(cent_val %>% dplyr::select(!id),method = "manhattan"), + niter = 10 ^ 5, + trace = FALSE, + k=1 + )$points + temp_df=data.frame(sammon_1d_cord,id=cent_val$id)%>%dplyr::arrange(sammon_1d_cord) %>% dplyr::mutate(Cell.ID=row_number()) %>% dplyr::select(!sammon_1d_cord) + temp_summary = dplyr::left_join(temp_summary,temp_df,by="id") %>% select(!"id") + hvt.results[[3]][["summary"]]$Cell.ID=temp_summary$Cell.ID + + return(hvt.results[[3]][["summary"]]) + } + + + + diff --git a/muHVT_3.0.1/muHVT/R/global.R b/muHVT_3.0.1/muHVT/R/global.R new file mode 100644 index 0000000..9875a6a --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/global.R @@ -0,0 +1,14 @@ +#' @import utils +#' + +utils::globalVariables(c(".","k","Segment.Level","Segment.Child","Quant.Error", + "noOfCellsBelowQuantizationError","noOfCells","index", + "Segment.Parent","cluster","child","value", + "min_dist", "perc", "Centroid_Type", "polygon_x", "polygon_y", + "quantError", "kout$cluster", 'kmedoids_model[["clustering"]]', + "cellID", "Mean_Absolute_Deviation", "Percentage_of_Anomalous_Points", + "hvt.results", "Index", "centroidRadius", "sumOriginal", "Quant.Error.x", + "n.x", "n.y", "Quant.Error.y", "Scored.Quant.Error", "anomalyFlag", + "bp.x", "bp.y", "x", "y", "density","Cell.ID","Cell.Number","MapA.Cell.ID","MapA.Segment.Child","MapA.Segment.Level" + ,"MapA.Segment.Parent","MapC.Cell.ID","MapC.Cell.Path","MapC.Segment.Child","MapC.Segment.Level","MapC.Segment.Parent", + "Row.Number","identified_outlier_cells", "Cell.ID.x", "Cell.ID.y", "Layer1.Cell.ID", "Layer2.Cell.ID", "Segment.Child.x", "Segment.Child.y", "Segment.Level.x", "Segment.Level.y", "Segment.Parent.x", "Segment.Parent.y", "discard", "identified_Novelty_cells", "mapC_cell_path", "setnames")) \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/hvq.R b/muHVT_3.0.1/muHVT/R/hvq.R new file mode 100644 index 0000000..3178c2c --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/hvq.R @@ -0,0 +1,425 @@ +#' hvq +#' +#' Hierarchical Vector Quantization +#' +#' The raw data is first scaled and this scaled data is supplied as input to +#' the vector quantization algorithm. Vector quantization technique uses a +#' parameter called quantization error. This parameter acts as a threshold and +#' determines the number of levels in the hierarchy. It means that, if there +#' are 'n' number of levels in the hierarchy, then all the clusters formed till +#' this level will have quantization error equal or greater than the threshold +#' quantization error. The user can define the number of clusters in the first +#' level of hierarchy and then each cluster in first level is sub-divided into +#' the same number of clusters as there are in the first level. This process +#' continues and each group is divided into smaller clusters as long as the +#' threshold quantization error is met. The output of this technique will be +#' hierarchically arranged vector quantized data. +#' +#' @param x Data Frame. A dataframe of multivariate data. Each row corresponds to an +#' observation, and each column corresponds to a variable. Missing values are +#' not accepted. +#' @param min_compression_perc Numeric. An integer indicating the minimum percent compression rate to +#' be achieved for the dataset +#' @param n_cells Numeric. Indicating the number of nodes per hierarchy. +#' @param depth Numeric. Indicating the hierarchy depth (or) the depth of the +#' tree (1 = no hierarchy, 2 = 2 levels, etc..) +#' @param quant.err Numeric. The quantization error for the algorithm. +#' @param algorithm String. The type of algorithm used for quantization. +#' Available algorithms are Hartigan and Wong, "Lloyd", "Forgy", "MacQueen". +#' (default is "Hartigan-Wong") +#' @param distance_metric character. The distance metric can be 'L1_Norm" or "L2_Norm". L1_Norm is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param quant_method character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default +#' @return \item{clusters}{ List. A list showing each ID assigned to a cluster. +#' } \item{nodes.clust}{ List. A list corresponding to nodes' details. } +#' \item{idnodes}{ List. A list of ID and segments similar to +#' \code{nodes.clust} with additional columns for nodes ID. } +#' \item{error.quant}{ List. A list of quantization error for all levels and +#' nodes. } \item{plt.clust}{ List. A list of logical values indicating if the +#' quantization error was met. } \item{summary}{ Summary. Output table with +#' summary. } +#' @author Shubhra Prakash , Sangeet Moy Das +#' @seealso \code{\link{hvtHmap}} +#' @importFrom magrittr %>% +#' @importFrom stats complete.cases +#' @examples +#' +#' data("USArrests",package="datasets") +#' hvqOutput = hvq(USArrests, n_cells = 5, depth = 2, quant.err = 0.2, +#' distance_metric='L1_Norm',error_metric='mean',quant_method="kmeans") +#' +#' @export hvq +#' @keywords internal + +hvq <- + function (x, + min_compression_perc = NA, + n_cells = NA, + depth = 3, + quant.err = 10, + algorithm = "Hartigan-Wong", + distance_metric = c("L1_Norm", "L2_Norm"), + error_metric = c("mean", "max"), + quant_method=c("kmeans","kmedoids") + ) { + + requireNamespace("dplyr") + # browser() + + rescl <- list() + resid <- list() + resm <- list() + maxqe <- list() + meanqe <- list() + resplt <- list() + ztab3up <- list() + ztab1 <- ztab2 <- ztabn <- NULL + ztab11 <- ztab12 <- ztab13 <- NULL + zdepth <- depth + if(!is.na(n_cells)){ + quantinit <- rep(F, n_cells) + ztab3upc<-matrix(0, nrow = ncol(x), n_cells) + std<-matrix(0, nrow = ncol(x), n_cells) + } + + set.seed(300) + # flog.info("Parameters are initialized") + #outkinit will have centroids and datapoints and size of the cluster + # outkinit <- getOptimalCentroids(x, iter.max=100, algorithm=algorithm, n_cells,distance_metric=distance_metric,error_metric=error_metric,quant.err=quant.err) + + colSd <- function (x, na.rm=FALSE) apply(X=x, MARGIN=2, FUN=stats::sd, na.rm=na.rm) + + calculate_euclidean_distance_for_each_cluster <- function(x){ + sqrt(rowSums(scale(x,center = T,scale = F)^2))/ncol(x) + } + + calculate_manhattan_distance_for_each_cluster <- function(x){ + rowSums(abs(scale(x,center = T,scale = F)))/ncol(x) + } + + + ## for distance metrics i.e; manhattan or eucleadian + if(distance_metric == "L1_Norm"){ + function_to_calculate_distance_metric <- calculate_manhattan_distance_for_each_cluster + } else if(distance_metric == "L2_Norm"){ + function_to_calculate_distance_metric <- calculate_euclidean_distance_for_each_cluster + } else{ + stop('distance_metric must be L1_Norm (Manhattan), L2_Norm (Euclidean) or a custom distance function') + } + + ## for error metric i.e; mean or max + if(error_metric %in% c("mean","max")){ + function_to_calculate_error_metric <- error_metric + } else{ + stop('error_metric must be max,mean or custom function') + } + + if(!is.na(min_compression_perc)){ + depth <- 1 + compress_percent <- 0 + n_cells_compress_perc = 2 + num_data_points <- rep(F, n_cells_compress_perc) + n_cells_quant_err_list <- list() + n_cells = NA + + while(n_cells_compress_perc < nrow(x) & compress_percent <= min_compression_perc){ + quantinit <- rep(F, n_cells_compress_perc) + ztab3upc<-matrix(0, nrow = ncol(x), n_cells_compress_perc) + std<-matrix(0, nrow = ncol(x), n_cells_compress_perc) + # print(n_cells_compress_perc) + outkinit <- getCentroids(x=x, + kout = stats::kmeans(x, n_cells_compress_perc, iter.max=10^5, algorithm=algorithm), + n_cells=n_cells_compress_perc, + function_to_calculate_distance_metric=function_to_calculate_distance_metric, + function_to_calculate_error_metric=function_to_calculate_error_metric, + distance_metric=distance_metric, + quant_method = quant_method) + + n_cells_quant_err_list <- unlist(outkinit$cent) + noOfCells = sum(!is.na(n_cells_quant_err_list)) + noOfCellsBelowQuantizationError = sum(n_cells_quant_err_list < quant.err,na.rm = TRUE) + compress_percent = round((noOfCellsBelowQuantizationError/noOfCells) * 100, 2) #percentOfCellsBelowQuantizationErrorThreshold + n_cells_compress_perc <- n_cells_compress_perc + 1 + } + n_cells_optimal <- n_cells_compress_perc - 1 + print(paste0("For the given dataset ",min_compression_perc,"% compression rate is achieved at n_cells : ", n_cells_optimal)) + + }else{ + + outkinit <- getCentroids(x=x, + kout = stats::kmeans(x, n_cells, iter.max=10^5, algorithm=algorithm), + n_cells=n_cells, + function_to_calculate_distance_metric=function_to_calculate_distance_metric, + function_to_calculate_error_metric=function_to_calculate_error_metric, + distance_metric=distance_metric, + quant_method = quant_method) + + n_cells_optimal <- n_cells + } + + # names(outkinit$val) <- seq_along(outkinit$val) + rescl[[1]] <- outkinit$val + tet <- lapply(outkinit$val, row.names) + + # tet <- lapply(1:length(tet),function(k){ + # data.frame(tet[[as.character(k)]], 1, 1, k) + # }) + # tet <- lapply(1:length(tet),function(k){ + # k<- as.character(k) + # if(length(tet[[k]])!=0) + # data.frame(tet[[as.character(k)]], 1, 1, k) + # else data.frame(`tet..as.character.k...`=character(0), `1`=numeric(0),'1'=numeric(0), k=integer(0)) + # }) + + #length(tet) = no of clusters + for (k in 1:length(tet)){ + #print(k) + tet[[k]] <- data.frame(tet[[k]], 1, 1, k) + #print(head(tet[[k]])) + } + + names(tet) <- paste(1:length(tet)) + # names(tet) <- seq_along(tet) + # for (k in 1: length(tet)) + # tet[[as.character(k)]] <- data.frame(tet[[as.character(k)]], 1, 1, k) + #ID for each datapoint + resid[[1]] <- tet + #centroids of each cluster + # names(outkinit$cent) <- seq_along(outkinit$cent) + resm[[1]] <- outkinit$cent + maxqe[[1]] <- outkinit$maxQE + meanqe[[1]] <- outkinit$meanQE + #flag to check for quantization error + resplt[[1]] <- unlist(outkinit$cent) > quant.err + #initial values for next level k-means + # names(outkinit$values)<-seq_along(outkinit$values) + initclust <- outkinit$values + + + if (depth > 1) { + # flog.info("HVQ calculation started") + i <- 1 + while (i < depth) { + ijclust <- NULL + #stores values of datapoints + ijrescl <- list() + #ids of the datapoints + ijresid <- list() + #to store the centroids + ijresm <- list() + # to store max qe as radius for anomalies + ijmaxqe <- list() + ijmeanqe <- list() + #flag to check the quantization error + ijresplt <- list() + #number of datapoints in a cluster + ijresnsize <- list() + ijztab3up <- list() + #flag which checks quantization error + quantok <- unlist(resplt[[i]]) + j <- 1 + + ## Intervention 1 + while (j < (n_cells^i) + 1) { + + #if datapoint exceeds quantization error and number of datapoints in that cluster is greater than n_cells + if (quantok[j] & NROW(initclust[[j]]) > 3) { + #k-means on the initclust to obtain the next level clustering(sub-clusters) + z = data.frame(initclust[[j]]) + # try( + # outk <- getOptimalCentroids_new(z, iter.max = 10^5, algorithm = algorithm, n_cells, n_min_points, function_to_calculate_distance_metric, function_to_calculate_error_metric, quant.err = quant.err, distance_metric = distance_metric, quant_method=quant_method) + outk <- getOptimalCentroids(z, iter.max = 10^5, algorithm = algorithm, n_cells, function_to_calculate_distance_metric, function_to_calculate_error_metric, quant.err = quant.err, distance_metric = distance_metric, quant_method=quant_method) + # ) + + # outk$centers <- outk$centers[-which(sapply(outk$centers, is.na))] + # outk$maxQE <- outk$maxQE[-which(sapply(outk$maxQE, is.na))] + # outk$meanQE <- outk$meanQE[-which(sapply(outk$meanQE, is.na))] + # outk$values <- outk$values[-which(sapply(outk$values, is.na))] + # outk$nsize <- outk$nsize[-which(sapply(outk$nsize, is.na))] + + # browser() + # outk <- getOptimalCentroids(initclust[[j]], iter.max = 100, algorithm = algorithm, n_cells,distance_metric = distance_metric,error_metric = error_metric,quant.err = quant.err) + + # outk <- getCentroids(initclust[[j]], kout = stats::kmeans(initclust[[j]], n_cells, iter.max = 100, algorithm = algorithm), n_cells,distance_metric = distance_metric,error_metric = error_metric) + #store the datapoints + # names(outk$val)<-seq_along(outk$val) + ijrescl[[j]] <- outk$val + # tet <- lapply(outk$val, sapply, row.names) + tet <- lapply(outk$val, row.names) + tet[-which(sapply(tet, is.null))] + # names(tet) <- seq_along(tet) + #create ID's for each datapoint + # tet <- lapply(1:length(tet),function(k){ + # if(length(tet[[as.character(k)]])!=0) + # data.frame(tet[[as.character(k)]], i+1, j, k) + # else data.frame(`tet..as.character.k...`=character(0), `i...1`=numeric(0), j=numeric(0), k=integer(0)) + # }) + # for (k in 1: length(tet)) { + # print(k) + # print(nrow(data.frame(tet[[k]]))) + # } + for (k in 1: length(tet)){ + + if(!is.null(tet[[k]])){ + tet[[k]] <- data.frame(tet[[k]],i + 1, j, k) + } + else{ + tet[[k]] <- data.frame(tet[[k]]<-numeric(0)) + } + } + + # names(tet) <- paste(1:length(tet)) + # names(tet)<-seq_along(tet) + ijresid[[j]] <- tet + #store the centroids + # names(outk$cent) <- seq_along(outk$cent) + ijresm[[j]] <- outk$centers + ijmaxqe[[j]] <- outk$maxQE + ijmeanqe[[j]] <- outk$meanQE + #size of a cluster + # names(outk$nsize) <- seq_along(outk$nsize) + ijresnsize[[j]] <- outk$nsize + # ijztab3up[[j]] <- sapply(outk$val, mean) + + ijztab3up[[j]]<-matrix(0, nrow = ncol(x), n_cells) + + # rownames(ijztab3up[[j]]) <- colnames(x) + ijztab3up[[j]] <- t(outk$centroid_val) + # ijztab3up[[j]]<- na.omit(ijztab3up[[j]]) + + #flag to check if the quantization error threshold is exceeded + ijresplt[[j]] <- unlist(outk$centers) > quant.err + #store the datapoints + ijclust <- c(ijclust, outk$values) + }else { + ijrescl[[j]] <- rep(NA, n_cells) + ijresid[[j]] <- NULL + ijresm[[j]] <- rep(NA, n_cells) + ijmaxqe[[j]] <- rep(NA, n_cells) + ijmeanqe[[j]] <- rep(NA, n_cells) + ijresnsize[[j]] <- rep(0, n_cells) + ijztab3up[[j]] <- matrix(NA, ncol(x), n_cells) + ijresplt[[j]] <- rep(F, n_cells) + ijclust <- c(ijclust, rep(NA, n_cells)) + } + n_cells_at_j <- length(tet) + ztab1 <- c(ztab1, paste(i + 1, j, 1:n_cells_at_j, sep = ",")) + ztab11 <- c(ztab11, rep(i + 1, n_cells_at_j)) + ztab12 <- c(ztab12, rep(j, n_cells_at_j)) + ztab13 <- c(ztab13, 1: n_cells_at_j) + j <- j + 1 + } + rescl[[i + 1]] <- ijrescl + resid[[i + 1]] <- ijresid + resm[[i + 1]] <- ijresm + maxqe[[i + 1]] <- ijmaxqe + meanqe[[i + 1]] <- ijmeanqe + resplt[[i + 1]] <- ijresplt + ztab2 <- c(ztab2, unlist(ijresnsize)) + ztab3up[[i + 1]] <- data.frame(ijztab3up) + ztabn <- c(ztabn, unlist(ijresm)) + initclust <- ijclust + # flog.info("Output for Level %s is ready", i) + i <- i + 1 + #check if the desired depth is reached + if (!is.element(T, unlist(ijresplt))) { + zdepth <- i + i <- depth + } + } + # flog.info("HVQ for user-defined depth has been calculated") + #ztab is the output which contains the datapoints and their IDs. + #initialize ztab + ztab <- data.frame(matrix(0, nrow = sum(n_cells^(1:zdepth)), + ncol = (ncol(x) + 5))) + #Segment Level + ztab[1:n_cells, 1] <- rep(1, n_cells) + #Segment Parent + ztab[1:n_cells, 2] <- rep(1, n_cells) + #Segment Child + ztab[1:n_cells, 3] <- 1: n_cells + #Size of the cluster + ztab[1:n_cells, 4] <- unlist(outkinit$nsize) + #Centroid/Quantization error of the cluster + ztab[1:n_cells, 5] <- unlist(outkinit$cent) + # ztab3upc <- sapply(outkinit$val, mean, na.rm = T) + # ztab3upc<-matrix(0, nrow = ncol(x), n_cells) + # std<-matrix(0, nrow = ncol(x), n_cells) + for(a in 1: n_cells){ + for(b in 1: ncol(x)){ + ztab3upc[b, a] <- as.matrix(mean(outkinit$val[[a]][, b], na.rm = T)) + rownames(ztab3upc) <- colnames(x) + # Calculating sd + std[b, a] <- as.matrix(stats::sd(outkinit$val[[a]][, b], na.rm = T)) + rownames(std) <- colnames(x) + } + } + for (l in 1:length(ztab3up)){ + ztab3upc <- cbind(ztab3upc,ztab3up[[l]]) + std <- cbind(std, ztab3up[[l]]) + } + + ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 1] <- ztab11 + ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 2] <- ztab12 + ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 3] <- ztab13 + ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 4] <- ztab2 + ztab[, 6: ncol(ztab)] <- t(ztab3upc) + ztab[(n_cells + 1): sum(n_cells^(1: zdepth)), 5] <- ztabn + names(ztab) <- c("Segment.Level", "Segment.Parent", "Segment.Child", + "n", "Quant.Error", colnames(x)) + } else { + # else loop if depth = 1 + ztab <- data.frame(matrix(0, nrow = n_cells_optimal, ncol = (ncol(x) + + 5))) + ztab[, 1] <- rep(1, n_cells_optimal) + ztab[, 2] <- rep(1, n_cells_optimal) + ztab[, 3] <- 1:n_cells_optimal + ztab[, 4] <- unlist(outkinit$nsize) + ztab[, 5] <- unlist(outkinit$cent) + ztab_mean <- t(sapply(outkinit$val, colMeans, + na.rm = T)) + std <- t(sapply(outkinit$val, colSd, + na.rm = T)) + if(quant_method == "kmeans"){ + ztab[, 6:ncol(ztab)] <- ztab_mean # mean values + } else { + ztab[, 6:ncol(ztab)] <- outkinit[["sum_val"]] # Medoid/median values + } + + names(ztab) <- c("Segment.Level", "Segment.Parent", "Segment.Child", + "n", "Quant.Error", colnames(x)) + } + + + if(depth > 1){ + meanCol = t(ztab3upc) + std = t(std) + }else{ + meanCol = ztab_mean + std = data.frame(std) + } + + + + ## Calculate compress percentage + compression_summary <- ztab %>% + dplyr::group_by(Segment.Level) %>% + dplyr::summarise( noOfCells = sum(!is.na(Quant.Error)), noOfCellsBelowQuantizationError = sum(Quant.Error < quant.err,na.rm = TRUE)) %>% dplyr::mutate(percentOfCellsBelowQuantizationErrorThreshold = (noOfCellsBelowQuantizationError/noOfCells)) + + colnames(compression_summary)[1] <- "segmentLevel" + + if(any(is.nan(compression_summary$percentOfCellsBelowQuantizationErrorThreshold))){ + compression_summary <- compression_summary[stats::complete.cases(compression_summary),] + } + + + compression_summary$parameters=paste("n_cells:",n_cells_optimal,"quant.err:",quant.err,"distance_metric:",distance_metric[1],"error_metric:",error_metric[1],"quant_method:",quant_method[1]) + + + ridnames <- resid + rclnames <- rescl + return(list(clusters = initclust, nodes.clust = rescl, idnodes = resid, + error.quant = resm, max_QE = maxqe, plt.clust = resplt, summary = ztab, compression_summary = compression_summary, + meanClust = meanCol, sdClust = std,mean_QE = meanqe )) + + } \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/hvtHmap.R b/muHVT_3.0.1/muHVT/R/hvtHmap.R new file mode 100644 index 0000000..7c2acfc --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/hvtHmap.R @@ -0,0 +1,361 @@ +#' Heat Map over Hierarchical Voronoi Tessellations +#' +#' Main function to construct heatmap overlay for hierarchical voronoi tessellations. +#' +#' The output of the \code{HVT} function has all the required information about +#' the HVT. Now a heat map is overlayed over this HVT. The user defines the +#' level and also those variables of the data for which the heat map is to be +#' plotted. Now for each variable a separate heat map is plotted. The plot area +#' is divided into 2 screens where the first screen is relatively large and +#' will have the heat map. The second screen is small and contains the gradient +#' scale. To plot the heat map, the data is first normalized. The gradient +#' scale is divided into 'n' regions(500 is the set default). Using the +#' normalized data, the different regions into which the data items fall are +#' found. Each data item is now having a region on the gradient scale. This +#' color is filled in the tile corresponding to the data item. This procedure +#' is done for all the tiles for that level to get the complete heat map. Once +#' the heat map is ready, the higher level tessellations are plotted to +#' represent the hierarchies. The size of the centroids, the thickness of the +#' lines and the color of the tessellation lines can be given as input by the +#' user. Appropriate values for these parameters should be given to identify +#' the hierarchies properly. In the second screen the gradient scale is +#' plotted. The heat maps and hierarchical tessellations are obtained for all +#' the desired variables. +#' +#' @param hvt.results List. A list of hvt.results obtained from the HVT +#' function. +#' @param dataset Data frame. The input data set. +#' @param child.level Numeric. Indicating the level for which the heat map is +#' to be plotted. +#' @param hmap.cols Numeric or Character. The column number of column name from +#' the dataset indicating the variables for which the heat map is to be +#' plotted. +#' @param color.vec Vector. A color vector such that length(color.vec) = +#' (child.level - 1). (default = NULL) +#' @param line.width Vector. A line width vector such that length(line.width) = +#' (child.level - 1). (default = NULL) +#' @param centroid.size Numeric. Indicating the centroid size of the first +#' level. (default = 3) +#' @param pch Numeric. Indicating the centroid's symbol type. +#' (default = 21) +#' @param palette.color Numeric. Indicating the heat map color palette. 1 - +#' rainbow, 2 - heat.colors, 3 - terrain.colors, 4 - topo.colors, 5 - +#' cm.colors, 6 - seas color. (default = 6) +#' @param previous_level_heatmap Logical. If TRUE, the heatmap of previous level will be overlayed on the heatmap of selected level. If #' FALSE, the heatmap of only selected level will be plotted +#' @param show.points Logical. Indicating if the centroids should +#' be plotted on the tessellations. (default = FALSE) +#' @param asp Numeric. Indicating the aspect ratio type. For flexible aspect +#' ratio set, asp = NA. (default = 1) +#' @param ask Logical. If TRUE (and the R session is interactive) the user is +#' asked for input, before a new figure is drawn. (default = TRUE) +#' @param tess.label Vector. A vector for labelling the tessellations. (default +#' = NULL) +#' @param label.size Numeric. The size by which the tessellation labels should +#' be scaled. (default = 0.5) +#' @param quant.error.hmap Numeric. A number indicating the quantization error +#' threshold. +#' @param n_cells.hmap Numeric. An integer indicating the number of cells/clusters per +#' hierarchy (level) +#' @param ... The ellipsis is passed to it as additional argument. (Used internally) +#' @author Shubhra Prakash , Sangeet Moy Das +#' @seealso \code{\link{plotHVT}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @examples +#' data(USArrests) +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' hvtHmap(hvt.results, USArrests, child.level = 1,hmap.cols = 'Murder', +#' line.width = c(0.2), color.vec = c('#141B41'),palette.color = 6, +#' quant.error.hmap = 0.2, n_cells.hmap = 6) +#' @export hvtHmap + + +hvtHmap <- + function (hvt.results, + dataset, + child.level, + hmap.cols, + color.vec = NULL, + line.width = NULL, + centroid.size = 3, + pch = 21, + palette.color = 6, + previous_level_heatmap = T, + show.points = F, + asp = 1, + ask = T, + tess.label = NULL, + quant.error.hmap = NULL, + n_cells.hmap = NULL, + label.size = .5, + ...){ + # browser() + + hvt_list <- hvt.results + # maxDepth <- child.level + maxDepth <- min(child.level,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) + summaryDF = hvt_list[[3]][["summary"]] + valuesDataframe <- data.frame( + depth = 0, + cluster = 0, + child = 0, + qe=0, + n_cluster=0, + value = 0, + cellID = 0 + ) + positionsDataframe <- data.frame( + depth = 0, + cluster = 0, + child = 0, + x = 0, + y = 0 + ) + + centroidDataframe <- data.frame(x = 0, y = 0, lev = 0) + + for (depth in 1:maxDepth) { + if (depth < 3){ + + for (clusterNo in names(hvt_list[[2]][[depth]])) { + for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { + if (!is.null(hvt_list[[2]][[depth]][[clusterNo]])) { + summaryFilteredDF <- + summaryDF %>% dplyr::filter( + Segment.Level == depth, + Segment.Parent == clusterNo, + Segment.Child == childNo + ) + + current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] + + + val = summaryFilteredDF[, hmap.cols] + qe = summaryFilteredDF[, "Quant.Error"] + ncluster = summaryFilteredDF[, "n"] + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + if("Cell.ID" %in% colnames(summaryFilteredDF)){ + cell_ID = summaryFilteredDF[, "Cell.ID"] + } else{ + cell_ID = 0 + } + valuesDataframe <- + rbind( + valuesDataframe, + data.frame( + depth = depth, + cluster = clusterNo, + child = childNo, + qe=qe, + n_cluster=ncluster, + value = val, + cellID = cell_ID + ) + ) + positionsDataframe <- + rbind( + positionsDataframe, + data.frame( + depth = rep(depth, length(x)), + cluster = rep(clusterNo, length(x)), + child = rep(childNo, length(x)), + x = x, + y = y + ) + ) + + centroidDataframe <- + rbind(centroidDataframe, + data.frame( + x = as.numeric(current_cluster[["pt"]][["x"]]), + y = as.numeric(current_cluster[["pt"]][["y"]]), + lev = depth + )) + + + + } + + } + } + + }else{ + for (clusterNo in 1:n_cells.hmap^(child.level-1)) { + for (childNo in 1:length(hvt_list[[2]][[depth]][[as.character(clusterNo)]])) { + if (!is.null(hvt_list[[2]][[depth]][[as.character(clusterNo)]])) { + summaryFilteredDF <- + summaryDF %>% dplyr::filter( + Segment.Level == depth, + Segment.Parent == clusterNo, + Segment.Child == childNo + ) + + current_cluster = hvt_list[[2]][[depth]][[as.character(clusterNo)]][[childNo]] + + + val = summaryFilteredDF[, hmap.cols] + qe = summaryFilteredDF[, "Quant.Error"] + + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + if("Cell.ID" %in% colnames(summaryFilteredDF)){ + cell_ID = summaryFilteredDF[, "Cell.ID"] + } else{ + cell_ID = 0 + } + valuesDataframe <- + rbind( + valuesDataframe, + data.frame( + depth = depth, + cluster = clusterNo, + child = childNo, + qe=qe, + n_cluster=ncluster, + value = val, + cellID = cell_ID + ) + ) + positionsDataframe <- + rbind( + positionsDataframe, + data.frame( + depth = rep(depth, length(x)), + cluster = rep(clusterNo, length(x)), + child = rep(childNo, length(x)), + x = x, + y = y + ) + ) + + centroidDataframe <- + rbind( + centroidDataframe, + data.frame( + x = as.numeric(current_cluster[["pt"]][["x"]]), + y = as.numeric(current_cluster[["pt"]][["y"]]), + lev = depth + ) + ) + } + } + } + } + } + valuesDataframe <- valuesDataframe[2:nrow(valuesDataframe), ] + + positionsDataframe <- + positionsDataframe[2:nrow(positionsDataframe), ] + + centroidDataframe <- + centroidDataframe[2:nrow(centroidDataframe), ] + + + datapoly <- + merge(valuesDataframe, + positionsDataframe, + by = c("depth", "cluster", "child")) + + p <- ggplot2::ggplot() + colour_scheme <- c("#6E40AA", "#6B44B2", "#6849BA", "#644FC1", "#6054C8", "#5C5ACE" ,"#5761D3" ,"#5268D8", "#4C6EDB", "#4776DE", "#417DE0", "#3C84E1" ,"#368CE1", + "#3194E0", "#2C9CDF", "#27A3DC", "#23ABD8","#20B2D4", "#1DBACE", "#1BC1C9", "#1AC7C2" ,"#19CEBB", "#1AD4B3" ,"#1BD9AB", "#1DDFA3", "#21E39B", + "#25E892", "#2AEB8A" ,"#30EF82", "#38F17B" ,"#40F373", "#49F56D", "#52F667", "#5DF662", "#67F75E", "#73F65A", "#7FF658", "#8BF457", "#97F357", "#A3F258") + + data <- datapoly + if(maxDepth>1){ + for(i in 1:(maxDepth-1)){ + index_tess<-which(data$depth==i & data$qe>quant.error.hmap & data$n_cluster>3 ) + data<-data[-index_tess,] + + rm(index_tess) + } + } + + # changing hoverText for torus demo + if ("Cell.ID" %in% colnames(summaryFilteredDF)) { + p <- + p + ggplot2::geom_polygon( + data = data, + ggplot2::aes( + x = x, + y = y, + group = interaction(depth, cluster, child), + fill = value, + text = paste(" Cell.ID:", cellID, + "
", "Segment.Level:", depth, + "
", "Segment.Parent:", cluster, + "
", "Segment.Child:", child + ) + ) + + ) + + ggplot2::scale_fill_gradientn(colours = colour_scheme ) + + ggplot2::labs(fill = hmap.cols) + + } else { p <- + p + ggplot2::geom_polygon( + data = data, + ggplot2::aes( + x = x, + y = y, + group = interaction(depth, cluster, child), + fill = value, + ) + ) + + ggplot2::scale_fill_gradientn(colours = colour_scheme ) + + ggplot2::labs(fill = hmap.cols)} + + + for (i in child.level:1 ) { + p <- + p + ggplot2::geom_polygon( + data = datapoly[which(datapoly$depth==i),], + ggplot2::aes( + x = x, + y = y, + color = factor(depth), + size = factor(depth), + group = interaction(depth, cluster, child) + + ), + fill = NA + ) + + ggplot2::scale_colour_manual(values = color.vec)+ + ggplot2::scale_size_manual(values=line.width,guide=FALSE) + + ggplot2::labs(color = "Level")} + + + + + + for (depth in 1:maxDepth) { + p <- p + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + fill = color.vec[depth], + color = color.vec[depth] + ) + ggplot2::theme(plot.background = ggplot2::element_blank() + ,plot.title = element_text( + size = 20, + hjust = 0.5, + margin = margin(0, 0, 20, 0) + ) + ,panel.grid = ggplot2::element_blank() + ,panel.border = ggplot2::element_blank() + ,axis.ticks = element_blank() + ,axis.text = element_blank() + ,axis.title = element_blank() + ,panel.background = element_blank())+ + ggplot2::scale_x_continuous(expand = c(0, 0)) + + ggplot2::scale_y_continuous(expand = c(0, 0)) + } + + return(suppressMessages(p)) + } \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/madPlot.R b/muHVT_3.0.1/muHVT/R/madPlot.R new file mode 100644 index 0000000..facbab7 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/madPlot.R @@ -0,0 +1,145 @@ +#' Mean Absolute Deviation Plot +#' +#' Function to create Mean Absolute Deviation Plot +#' +#' This function plots percentage anomalies vs mean absolute deviation for test data. The plot helps in +#' deciding an optimal MAD value for the use case. +#' +#' +#' @param hvt.prediction List. A list of hvt.prediction obtained from the predictHVT +#' function. +#' @param ... The ellipsis is passed to it as additional argument. (Used internally) +#' @return Mean Absolute Deviation Plot +#' \item{mad_plot}{ggplot plot. A plot with percentage anomalies on y axis and mean absolute deviation values on xaxis. } +#' @author Shubhra Prakash +#' @seealso \code{\link{predictHVT}} +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @examples +#' data(USArrests) +#' #Split in train and test +#' +#' train <- USArrests[1:40,] +#' test <- USArrests[41:50,] +#' +#' hvt.results <- list() +#' hvt.results <- HVT(train, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' +#' predictions <- predictHVT(test,hvt.results, child.level=2,mad.threshold = 0.2) +#' print(predictions$scoredPredictedData) +#' madPlot(hvt.prediction=predictions) +#' @export madPlot +#' @keywords internal + +madPlot = function(hvt.prediction, + ...) { + # browser() + requireNamespace("ggplot2") #deldir function + requireNamespace("scales") #deldir function + + qe = hvt.prediction[["predictInput"]][["quant.err"]] + df_scored = hvt.prediction[["scoredPredictedData"]] + qe_val = df_scored$Quant.Error + + + if (qe < 0.75) { + x_breaks = seq(qe, 0.75, length.out = 10) %>% round(2) + MAD_list = lapply(seq(qe, 0.75, by = 0.01), function(x) { + anom_points = sum(qe_val > x) + max_cells = length(qe_val) + perct_anom = (anom_points / max_cells) + + return(c(x, anom_points, max_cells, perct_anom)) + }) + } else if (qe > 0.75) { + x_breaks = seq(qe, (qe + 0.75), length.out = 10) %>% round(2) + MAD_list = lapply(seq(qe, (qe + 0.75), by = 0.01), function(x) { + anom_points = sum(qe_val > x) + max_cells = length(qe_val) + perct_anom = (anom_points / max_cells) + + return(c(x, anom_points, max_cells, perct_anom)) + }) + + + + } + + + comp_nclust_anom = MAD_list %>% purrr::reduce(rbind) %>% as.data.frame() + names(comp_nclust_anom) = c( + "Mean_Absolute_Deviation", + "anom_points", + "max_cells", + "Percentage_of_Anomalous_Points" + ) + + ############################################ + + mark_x = which(comp_nclust_anom$Percentage_of_Anomalous_Points < 0.01) + mark_x = comp_nclust_anom[mark_x[1], ] + + + + mad_plot = + ggplot() + + geom_point( + data = comp_nclust_anom, + mapping = aes(x = Mean_Absolute_Deviation, + y = Percentage_of_Anomalous_Points), + shape = "circle", + size = 1.5, + colour = "midnightblue" + ) + + geom_hline(yintercept = 0.01, + linetype = "dashed", + colour = "brown2") + + geom_vline( + xintercept = mark_x$Mean_Absolute_Deviation, + linetype = "dashed", + colour = "brown2" + ) + + # geom_segment(aes(xend=mark_x$Mean_Absolute_Deviation, + # yend = mark_x$Percentage_of_Anomalous_Points, + # x=mark_x$Mean_Absolute_Deviation, + # y=-1 + # ),linetype="dashed",colour="brown2") + + + annotate( + "text", + x = mark_x$Mean_Absolute_Deviation + (0.03 * max( + comp_nclust_anom$Mean_Absolute_Deviation + )), + y = mark_x$Percentage_of_Anomalous_Points + (0.1), + label = mark_x$Mean_Absolute_Deviation, + fontface = "bold" + ) + + annotate( + "text", + x = qe, + y = 0.01 + (0.1), + label = "1%", + fontface = "bold" + ) + + + ggplot2::theme_bw() + + ggplot2::theme( + plot.title = ggplot2::element_text(size = 12), + axis.text = element_text(size = 8), + # axis.text.x = element_text(angle = 90), + axis.title = element_text(size = 8) + ) + + labs(title = "Mean Absolute Deviation Plot") + + scale_y_continuous(labels = scales::percent_format(), limits = c(0, 1)) + + scale_x_continuous(breaks =x_breaks) + + + + # labs(title = , + # subtitle = "95% Compression, QE=varying, n_cells=1033,L1Norm,Max", + # caption = "Mean Absolute Deviation is non dynamic i.e constant for each(earlier version was based on max QE of cells)") + return(mad_plot) +} diff --git a/muHVT_3.0.1/muHVT/R/mlayerHVT.R b/muHVT_3.0.1/muHVT/R/mlayerHVT.R new file mode 100644 index 0000000..0363d3f --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/mlayerHVT.R @@ -0,0 +1,162 @@ +#' @name mlayerHVT +#' +#' @title Predict which cell and what level each point in the test dataset belongs to +#' +#' +#' @param data Data Frame. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from +#' this dataset can also be used to overlay as heatmap +#' @param hvt_mapA A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data +#' @param hvt_mapB A list of removed outlier rows using removedOutliers function +#' @param hvt_mapC A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data without outlier(s) +#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) +#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation +#' @param line.width Vector. A line width vector +#' @param color.vec Vector. A color vector +#' @param normalize Logical. A logical value indicating if the columns in your +#' dataset should be normalized. Default value is TRUE. +#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param yVar character. Name of the dependent variable(s) +#' @param ... color.vec and line.width can be passed from here +#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' +#' #Split in train and test +#' train <- USArrests[1:40,] +#' test <- USArrests[41:50,] +#' +#' hvt_mapA <- list() +#' hvt_mapA <- HVT(train, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' +#' +#' identified_outlier_cells <- c(2, 10) +#' output_list <- removeOutliers(identified_outlier_cells, hvt_mapA) +#' hvt_mapB <- output_list[[1]] +#' dataset_without_outliers <- output_list[[2]] +#' +#' +#' mapA_scale_summary = hvt_mapA[[3]]$scale_summary +#' hvt_mapC <- list() +#' hvt_mapC <- HVT(dataset_without_outliers, n_cells = 15, +#' depth = 2, quant.err = 0.2, distance_metric = "L1_Norm", +#' error_metric = "max", quant_method = "kmeans", +#' projection.scale = 10, normalize = FALSE, scale_summary = mapA_scale_summary) +#' +#' predictions <- list() +#' predictions <- mlayerHVT(test, hvt_mapA, hvt_mapB, hvt_mapC) +#' +#' @keywords mlayer +#' @export mlayerHVT + + +mlayerHVT <- function(data, + hvt_mapA, + hvt_mapB, + hvt_mapC, + mad.threshold = 0.2, + normalize = T, + distance_metric="L1_Norm", + error_metric="max", + child.level = 1, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + yVar= NULL, + ...){ + # browser() + + set.seed(300) + requireNamespace("dplyr") + requireNamespace("purrr") + + mapA_predictions <- predictHVT(data, + hvt_mapA, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6), + color.vec = c("#141B41"), + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapA_scoredPredictedData <- as.data.frame(mapA_predictions$scoredPredictedData) + mapA_scoredPredictedData$row_number <- row.names(mapA_scoredPredictedData) + + mapC_predictions <- predictHVT(data, + hvt_mapC, + child.level = length(unique(hvt_mapC[[3]]$summary[, "Segment.Level"])), + line.width = line.width, + color.vec = color.vec, + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapC_scoredPredictedData <- as.data.frame(mapC_predictions$scoredPredictedData) + mapC_scoredPredictedData$row_number <- row.names(mapC_scoredPredictedData) + mapC_scoredPredictedData$mapC_cell_path <- paste0(mapC_scoredPredictedData$Segment.Level,"-",mapC_scoredPredictedData$Segment.Parent,"-",mapC_scoredPredictedData$Segment.Child) + + ############################## + + colnames(mapA_scoredPredictedData) <- c("MapA.Segment.Level","MapA.Segment.Parent","MapA.Segment.Child","n","MapA.Cell.ID","Quant.Error","Murder","Assault","UrbanPop","Rape","centroidRadius","diff","anomalyFlag","Row.Number") + colnames(mapC_scoredPredictedData) <- c("MapC.Segment.Level","MapC.Segment.Parent","MapC.Segment.Child","n","MapC.Cell.ID","Quant.Error","Murder","Assault","UrbanPop","Rape","centroidRadius","diff","anomalyFlag","Row.Number","MapC.Cell.Path") + + predictions_set <- merge(x = mapA_scoredPredictedData, y = mapC_scoredPredictedData, by = c("Row.Number")) + + predictions_table <- predictions_set %>% select(Row.Number,MapA.Segment.Level,MapA.Segment.Parent, MapA.Segment.Child,MapA.Cell.ID, + # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapB_cell_path,Cell.ID.y, + MapC.Segment.Level, MapC.Segment.Parent, MapC.Segment.Child, MapC.Cell.Path,MapC.Cell.ID + ) + + + ############################## + # predictions_set <- merge(x = mapA_scoredPredictedData, y = mapC_scoredPredictedData, by = c("row_number")) + # + # predictions_table <- predictions_set %>% select(row_number, Segment.Level.x, Segment.Parent.x, Segment.Child.x,Cell.ID.x, + # # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapB_cell_path,Cell.ID.y, + # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapC_cell_path,Cell.ID.y + # ) + # colnames(predictions_table) <- c('Row.Number','MapA.Segment.Level','MapA.Segment.Parent','MapA.Segment.Child','MapA.Cell.ID', + # 'MapC.Segment.Level','MapC.Segment.Parent','MapC.Segment.Child','MapC.Cell.Path','MapC.Cell.ID') + # + removed_outlier_cells <- as.vector(unique(hvt_mapB$Cell.Number)) + + predictions_table$MapB.Cell.ID <- ifelse( + (predictions_table$MapA.Segment.Child %in% identified_outlier_cells), + paste0(predictions_table$MapA.Cell.ID), # if condition is met + NA # else put NA + ) + + predictions_table$MapC.Cell.ID <- ifelse( + (is.na(predictions_table$MapB.Cell.ID)), + paste0(predictions_table$MapC.Cell.ID), # if condition is met + NA # else put NA + ) + + predictions_table$Row.Number <- as.integer(predictions_table$Row.Number) + predictions_table <- predictions_table[order(predictions_table$Row.Number, decreasing = FALSE),] + + scoredPredictionsData_CellID <- predictions_table %>% select(c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapC.Cell.ID')) + scoredPredictionsData_CellID <- lapply(scoredPredictionsData_CellID, as.numeric) + + scoredPredictionsData_CellID <- as.data.frame(scoredPredictionsData_CellID) + unique.Cell.ID <- as.data.frame(unique(hvt_mapB$Cell.ID)) + colnames(unique.Cell.ID) <- c('MapB.Cell.ID') + rownames(unique.Cell.ID) <- 1:nrow(unique.Cell.ID) + unique.Cell.ID$index <- row.names(unique.Cell.ID) + unique.Cell.ID <- as.data.frame(unique.Cell.ID) + + scoredPredictionsData_CellID <- dplyr::left_join(scoredPredictionsData_CellID, unique.Cell.ID, by = "MapB.Cell.ID") + scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% select(c('Row.Number','MapA.Cell.ID','index','MapC.Cell.ID')) + colnames(scoredPredictionsData_CellID) <- c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapC.Cell.ID') + scoredPredictionsData_CellID <- as.data.frame(lapply(scoredPredictionsData_CellID, as.numeric)) + + + return(scoredPredictionsData_CellID) +} diff --git a/muHVT_3.0.1/muHVT/R/multiNormalDist.R b/muHVT_3.0.1/muHVT/R/multiNormalDist.R new file mode 100644 index 0000000..54f9945 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/multiNormalDist.R @@ -0,0 +1,35 @@ +#' Multivariate normal distribution +#' +#' Function to generate multivariate normal distribution where each variable has a standard normal distribution N(0,1) +#' +#' The multivariate normal distribution, multivariate Gaussian distribution, or +#' joint normal distribution is a generalization of the one-dimensional (univariate) +#' normal distribution to higher dimensions. It is a vector in multiple normally distributed variables, +#' such that any linear combination of the variables is also normally distributed. +#' +#' @param sample.size Numeric. Indicating the sample size for distribution +#' @param ncol Numeric. Indicating the number of columns +#' @author Shubhra Prakash +#' @importFrom magrittr %>% +#' @examples +#' multiNormalDist(2500,2) +#' x=multiNormalDist(2500,2) +#' hist(x[,1]) + +#' @export multiNormalDist + + +multiNormalDist <- + function (sample.size=2500,ncol=5){ + if(sample.size<1) stop("sample.size is less than 1") + df = matrix(ncol = ncol, nrow = sample.size) %>% as.data.frame() + for (i in 1:ncol) { + df[,i] = stats::rnorm(n = sample.size ,mean = 0 ,sd = 1) + } + return(df) + } + + + + + diff --git a/muHVT_3.0.1/muHVT/R/plotCells.R b/muHVT_3.0.1/muHVT/R/plotCells.R new file mode 100644 index 0000000..2ad5e4a --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/plotCells.R @@ -0,0 +1,220 @@ +#' @name plotCells +#' @title Plot the identified outlier cell(s) in the voronoi tessellations map. +#' +#' Plotting function to construct hierarchical voronoi tessellations and highlight the cells using the +#' compressed HVT map. +#' +#' @param plot.cells Vector. A vector indicating the cells to be highlighted in the map +#' @param hvt.map List. A list containing the output of \code{HVT} function +#' which has the details of the tessellations to be plotted. +#' @param line.width Numeric Vector. A vector indicating the line widths of the +#' tessellation boundaries for each level. +#' @param color.vec Vector. A vector indicating the colors of the boundaries of +#' the tessellations at each level. +#' @param pch1 Numeric. Symbol type of the centroids of the tessellations +#' (parent levels). Refer \code{\link{points}}. (default = 21) +#' @param centroid.size Numeric. Size of centroids of first level +#' tessellations. (default = 3) +#' @param title String. Set a title for the plot. (default = NULL) +#' @param maxDepth Numeric. An integer indicating the number of levels. (default = NULL) +#' @author Shantanu Vaidya +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @import ggplot2 +#' +#' @export plotCells + + +# library(ggplot2) +plotCells <- + function(plot.cells, + hvt.map, + line.width = c(0.6), + color.vec = c("#141B41"), + pch1 = 21, + centroid.size = 0.5, + title = NULL, + maxDepth = 1) { + # browser() + + hvt_list <- hvt.map + outlier_cell_k = plot.cells + + maxDepth = min(maxDepth,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) + + min_x = 1e9 + min_y = 1e9 + max_x = -1e9 + max_y = -1e9 + depthVal = c() + clusterVal = c() + childVal = c() + value = c() + x_pos = c() + y_pos = c() + x_cor = c() + y_cor = c() + depthPos = c() + clusterPos = c() + childPos = c() + levelCluster = c() + for (clusterNo in 1:length(hvt_list[[2]][[1]][[1]])) { + bp_x = hvt_list[[2]][[1]][[1]][[clusterNo]][["x"]] + bp_y = hvt_list[[2]][[1]][[1]][[clusterNo]][["y"]] + + + if (min(bp_x) < min_x) + min_x = min(bp_x) + if (max(bp_x) > max_x) + max_x = max(bp_x) + if (min(bp_y) < min_y) + min_y = min(bp_y) + if (max(bp_y) > max_y) + max_y = max(bp_y) + + } + + for (depth in 1:maxDepth) { + for (clusterNo in 1:length(hvt_list[[2]][[depth]])) { + for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { + current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] + + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + x_cor = c(x_cor, as.numeric(current_cluster[["pt"]][["x"]])) + y_cor = c(y_cor, as.numeric(current_cluster[["pt"]][["y"]])) + depthVal = c(depthVal, depth) + clusterVal = c(clusterVal, clusterNo) + childVal = c(childVal, childNo) + depthPos = c(depthPos, rep(depth, length(x))) + clusterPos = c(clusterPos, rep(clusterNo, length(x))) + childPos = c(childPos, rep(childNo, length(x))) + x_pos = c(x_pos, x) + y_pos = c(y_pos, y) + levelCluster = c(levelCluster, depth) + } + } + } + + # outlier_cell_k = c(53) + + + valuesDataframe <- data.frame(depth = depthVal, + cluster = clusterVal, + child = childVal) + valuesDataframe <- valuesDataframe %>% + dplyr::mutate(outlier_cell = ifelse((child %in% outlier_cell_k), + "Outlier_Cell", "")) + + positionsDataframe <- data.frame( + depth = depthPos, + cluster = clusterPos, + child = childPos, + x = x_pos, + y = y_pos + ) + + + centroidDataframe <- + data.frame(x = x_cor, y = y_cor, lev = levelCluster) + + datapoly <- + merge(valuesDataframe, + positionsDataframe, + by = c("depth", "cluster", "child")) + + datapoly_outlier_cell <- datapoly[which(datapoly$outlier_cell == "Outlier_Cell"), ] + datapoly_non_outlier_cell <- datapoly[which(datapoly$outlier_cell != "Outlier_Cell"), ] + + + p <- ggplot2::ggplot() + + for (i in maxDepth:1) { + p <- + p + ggplot2::geom_polygon( + data = datapoly_outlier_cell[which(datapoly_outlier_cell$depth == i), ], + ggplot2::aes( + x = x, + y = y, + color = factor(depth), + size = factor(depth), + group = interaction(depth, cluster, child), + + ), + fill = "red" + ) + + ggplot2::geom_polygon( + data = datapoly_non_outlier_cell[which(datapoly_non_outlier_cell$depth == i), ], + ggplot2::aes( + x = x, + y = y, + color = factor(depth), + size = factor(depth), + group = interaction(depth, cluster, child), + + ), + fill = NA + ) + + ggplot2::scale_colour_manual(values = color.vec) + + ggplot2::scale_size_manual(values = line.width, guide = "none") + + ggplot2::labs(color = "Level") + } + + for (depth in 1:maxDepth) { + p <- p + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + pch = 21, + fill = color.vec[depth], + color = color.vec[depth] ) + + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + pch = 21, + fill = color.vec[depth], + color = color.vec[depth] ) + } + + p <- p + + ggplot2::scale_color_manual(name = "Outlier Cell", + values = color.vec) + + ggplot2::theme_bw() + ggplot2::theme( + plot.background = ggplot2::element_blank() + , + plot.title = element_text( + size = 20, + hjust = 0.5, + margin = margin(0, 0, 20, 0) + ) + , + panel.grid = ggplot2::element_blank() + , + panel.border = ggplot2::element_blank() + , + axis.ticks = element_blank() + , + axis.text = element_blank() + , + axis.title = element_blank() + , + panel.background = element_blank() + ) + ggplot2::theme(plot.title = element_text(hjust = 0.5)) + + ggplot2::scale_x_continuous(expand = c(0, 0)) + + ggplot2::scale_y_continuous(expand = c(0, 0)) + + ggplot2::geom_label(label = centroidDataframe$outlier_cell, + nudge_x=0.45, nudge_y=0.1, + check_overlap=T, + label.padding=unit(0.55, "lines"), + label.size=0.4, + color="white", + fill="#038225" ) + + theme(legend.position = "none") + + + return(suppressMessages(p)) + + + } diff --git a/muHVT_3.0.1/muHVT/R/plotDiag.R b/muHVT_3.0.1/muHVT/R/plotDiag.R new file mode 100644 index 0000000..3291c9a --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/plotDiag.R @@ -0,0 +1,52 @@ +#' @name plotDiag +#' +#' @title Make the diagnostic plots for hierarchical voronoi tessellations model. +#' +#' @param model_obj List. A list of model_obj obtained from the HVT +#' function or prediction object +#' @author Shubhra Prakash +#' @seealso \code{\link{plotHVT}} +#' @keywords diagnostics +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @export plotDiag + + +plotDiag <- + function (model_obj){ + + # browser() + # require(ggplot2) + # require(magrittr) + # require(patchwork) + + # Model Print + + if(model_obj[["model_info"]][["type"]]=="hvt_model"){ + p1=model_obj[[4]]$datapoint_plot+ggplot2::ggtitle("Minimum Intra-DataPoint Distance Plot: Train Data") + p2=model_obj[[4]]$cent_plot+ggplot2::ggtitle("Minimum Intra-Centroid Distance Plot: HVT Model | Train Data") + p3=model_obj[[4]]$mad_plot_train+ggplot2::ggtitle("Mean Absolute Deviation Plot: Calibration: HVT Model | Train Data") + p4=model_obj[[4]]$number_plot+ggplot2::ggtitle("Distribution of Number of Observations in Cells: HVT Model | Train Data") + p5=model_obj[[4]]$singleton_piechart + if (model_obj[["model_info"]][["input_parameters"]][["hvt_validation"]]){ + p6=hvt.results[[5]][["mad_plot"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot:Validation") + + plotDiag=(p3/(p1|p2)/(p4|p5)/p6) + } else{ + plotDiag=(p3/(p1|p2)/(p4|p5)) + } + + } else if(model_obj[["model_info"]][["type"]]=="hvt_prediction" ){ + # browser() + mtrain=model_obj[["model_mad_plots"]][["mtrain"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot: Calibration on Train Data") + mtest=model_obj[["model_mad_plots"]][["mtest"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot:Validation") + mpred=madPlot(model_obj)+ggplot2::ggtitle("Mean Absolute Deviation Plot:Test Data") + # + plotDiag=mtrain/mtest/mpred + } + + + + + return(plotDiag) + } diff --git a/muHVT_3.0.1/muHVT/R/plotHVT.R b/muHVT_3.0.1/muHVT/R/plotHVT.R new file mode 100644 index 0000000..2b0ca1f --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/plotHVT.R @@ -0,0 +1,208 @@ +#' @name plotHVT +#' @title Plot the hierarchical tesselations. +#' +#' Main plotting function to construct hierarchical voronoi tessellations. +#' +#' @param hvt.results List. A list containing the ouput of \code{HVT} function +#' which has the details of the tessellations to be plotted. +#' @param line.width Numeric Vector. A vector indicating the line widths of the +#' tessellation boundaries for each level. +#' @param color.vec Vector. A vector indicating the colors of the boundaries of +#' the tessellations at each level. +#' @param pch1 Numeric. Symbol type of the centroids of the tessellations +#' (parent levels). Refer \code{\link{points}}. (default = 21) +#' @param centroid.size Numeric. Size of centroids of first level +#' tessellations. (default = 3) +#' @param title String. Set a title for the plot. (default = NULL) +#' @param maxDepth Numeric. An integer indicating the number of levels. (default = NULL) +#' @author Shubhra Prakash , Sangeet Moy Das +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @keywords hplot +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @examples +#' +#' data("USArrests",package="datasets") +#' +#' hvt.results <- list() +#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#' +#' @export plotHVT + +library(ggplot2) +plotHVT <- + function(hvt.results, + line.width, + color.vec, + pch1 = 21, + centroid.size = 1.5, + title = NULL, + maxDepth=NULL) { + # browser() + + hvt_list <- hvt.results + + maxDepth = min(maxDepth,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) + + + min_x = 1e9 + min_y = 1e9 + max_x = -1e9 + max_y = -1e9 + depthVal = c() + clusterVal = c() + childVal = c() + value = c() + x_pos = c() + y_pos = c() + x_cor = c() + y_cor = c() + depthPos = c() + clusterPos = c() + childPos = c() + levelCluster = c() + for (clusterNo in 1:length(hvt_list[[2]][[1]][[1]])) { + bp_x = hvt_list[[2]][[1]][[1]][[clusterNo]][["x"]] + bp_y = hvt_list[[2]][[1]][[1]][[clusterNo]][["y"]] + + + if (min(bp_x) < min_x) + min_x = min(bp_x) + if (max(bp_x) > max_x) + max_x = max(bp_x) + if (min(bp_y) < min_y) + min_y = min(bp_y) + if (max(bp_y) > max_y) + max_y = max(bp_y) + + } + + + for (depth in 1:maxDepth) { + for (clusterNo in 1:length(hvt_list[[2]][[depth]])) { + for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { + current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] + + x = as.numeric(current_cluster[["x"]]) + y = as.numeric(current_cluster[["y"]]) + x_cor = c(x_cor, as.numeric(current_cluster[["pt"]][["x"]])) + y_cor = c(y_cor, as.numeric(current_cluster[["pt"]][["y"]])) + depthVal = c(depthVal, depth) + clusterVal = c(clusterVal, clusterNo) + childVal = c(childVal, childNo) + depthPos = c(depthPos, rep(depth, length(x))) + clusterPos = c(clusterPos, rep(clusterNo, length(x))) + childPos = c(childPos, rep(childNo, length(x))) + x_pos = c(x_pos, x) + y_pos = c(y_pos, y) + levelCluster = c(levelCluster, depth) + } + } + } + + valuesDataframe <- data.frame(depth = depthVal, + cluster = clusterVal, + child = childVal) + + + positionsDataframe <- data.frame( + depth = depthPos, + cluster = clusterPos, + child = childPos, + x = x_pos, + y = y_pos + ) + + + centroidDataframe <- + data.frame(x = x_cor, y = y_cor, lev = levelCluster) + + datapoly <- + merge(valuesDataframe, + positionsDataframe, + by = c("depth", "cluster", "child")) + + + p <- ggplot2::ggplot() + + for (i in maxDepth:1) { + p <- + p + ggplot2::geom_polygon( + data = datapoly[which(datapoly$depth == i), ], + ggplot2::aes( + x = x, + y = y, + color = factor(depth), + size = factor(depth), + group = interaction(depth, cluster, child), + + ), + fill = NA + ) + + ggplot2::scale_colour_manual(values = color.vec) + + ggplot2::scale_size_manual(values = line.width, guide = "none") + + ggplot2::labs(color = "Level") + } + + + for (depth in 1:maxDepth) { + p <- p + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + pch = 21, + fill = color.vec[depth], + color = color.vec[depth] ) + + ggplot2::geom_point( + data = centroidDataframe[centroidDataframe["lev"] == depth, ], + ggplot2::aes(x = x, y = y), + size = (centroid.size / (2 ^ (depth - 1))), + pch = 21, + fill = color.vec[depth], + color = color.vec[depth] ) + } + + p <- p + + ggplot2::scale_color_manual(name = "Level", + values = color.vec) + + ggplot2::theme_bw() + ggplot2::theme( + plot.background = ggplot2::element_blank() + , + plot.title = element_text( + size = 20, + hjust = 0.5, + margin = margin(0, 0, 20, 0) + ) + , + panel.grid = ggplot2::element_blank() + , + panel.border = ggplot2::element_blank() + , + axis.ticks = element_blank() + , + axis.text = element_blank() + , + axis.title = element_blank() + , + panel.background = element_blank() + ) + ggplot2::theme(plot.title = element_text(hjust = 0.5)) + + ggplot2::scale_x_continuous(expand = c(0, 0)) + + ggplot2::scale_y_continuous(expand = c(0, 0)) + + ggplot2::geom_label(label = centroidDataframe$outlier_cell, + nudge_x=0.45, nudge_y=0.1, + check_overlap=T, + label.padding=unit(0.55, "lines"), + label.size=0.4, + color="white", + fill="#038225" ) + + + return(suppressMessages(p)) + + + } diff --git a/muHVT_3.0.1/muHVT/R/predictHVT.R b/muHVT_3.0.1/muHVT/R/predictHVT.R new file mode 100644 index 0000000..8976a3e --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/predictHVT.R @@ -0,0 +1,436 @@ +#' @name predictHVT +#' +#' @title Predict which cell and what level each point in the test dataset belongs to +#' +#' +#' @param data List. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from +#' this dataset can also be used to overlay as heatmap +#' @param hvt.results.model A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data +#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) +#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation +#' @param line.width Vector. A line width vector +#' @param color.vec Vector. A color vector +#' @param normalize Logical. A logical value indicating if the columns in your +#' dataset should be normalized. Default value is TRUE. +#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param yVar character. Name of the dependent variable(s) +#' @param ... color.vec and line.width can be passed from here +#' @author Shubhra Prakash , Sangeet Moy Das +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @keywords predict +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' #Split in train and test +#' +#' train <- USArrests[1:40,] +#' test <- USArrests[41:50,] +#' +#' hvt.results <- list() +#' hvt.results <- HVT(train, n_cells = 15, depth = 1, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans",diagnose=TRUE) +#' +#' predictions <- predictHVT(test,hvt.results, child.level=2,mad.threshold = 0.2) +#' print(predictions$scoredPredictedData) +#' @export predictHVT + + +predictHVT <- function(data, + hvt.results.model, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + normalize = T, + distance_metric="L1_Norm", + error_metric="max", + yVar= NULL, + ...){ + # browser() + + set.seed(300) + requireNamespace("dplyr") + requireNamespace("purrr") + # require("plotly") + # requireNamespace("rjson") + + # browser() + if(!('Cell.ID' %in% colnames(hvt.results.model[[3]]$summary))){ + hvt.results.model[[3]]$summary <- get_cell_id(hvt.results=hvt.results.model) + } + hvt.results.model[[3]]$summary = cbind(hvt.results.model[[3]]$summary,centroidRadius=unlist( hvt.results.model[[3]]$max_QE)) + + options(warn = -1) + + # distance_metric <- + # ifelse(distance_metric == "L1_Norm", "manhattan", "euclidean") + + summary_list <- hvt.results.model[[3]] + # n_cells <- n_cells.hmap + + train_colnames <- names(summary_list[["nodes.clust"]][[1]][[1]]) + + if (!all(train_colnames %in% colnames(data))) { + stop('Not all training columns are part of test dataset') + } + + if (!all(is.na(summary_list$scale_summary)) && normalize == T) { + scaled_test_data <- scale( + data[, train_colnames], + center = summary_list$scale_summary$mean_data[train_colnames], + scale = summary_list$scale_summary$std_data[train_colnames]) + } else { + scaled_test_data <- data[, train_colnames] + } + + colnames(scaled_test_data) <- train_colnames + # level <- length(summary_list$nodes.clust) + level <- child.level + + # keep_col <- names(summary_list$summary) + # subsetting df based on multiple dep variables + if(!is.null(yVar)){ + yVardf <- data[,yVar] + if(length(yVar) != 1){ + colnames(yVardf) <- paste0("Scored.", yVar) + } + } + + # dfWithMapping <- summary_list$summary + + + find_path <- function(data_vec, centroid_data) { + # centroidDist <- which.min(sqrt(colSums((centroid_data - data_vec) ^ 2))) + if (distance_metric == "L1_Norm") { + centroidDist <- which.min(colSums(abs(centroid_data - data_vec), na.rm = TRUE)) + Quant.Error <- (colSums(abs(centroid_data - data_vec), na.rm = TRUE))[centroidDist] + } else { + centroidDist <- which.min(sqrt(colSums((centroid_data - data_vec) ^ 2, na.rm = TRUE))) + Quant.Error <- sqrt(colSums((centroid_data - data_vec) ^ 2, na.rm = TRUE))[centroidDist] + } + return(data.frame("Index" = centroidDist, "Quant.Error" = Quant.Error / length(train_colnames))) + } + + ## Get a df with Segment level, parent, child info joined with max QE value + # centroidRadius <- unlist(summary_list$max_QE) + newdfMapping <- summary_list$summary + + innermostCells2 <- newdfMapping %>% + dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < mad.threshold | n <= 3))) + + transposedCells <- innermostCells2 %>% + select(all_of(train_colnames)) %>% t() + + cent_dist_df2 <- apply(data.frame(scaled_test_data), 1, find_path, transposedCells) %>% + bind_rows() + + groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child")), yVar) + if ("Cell.ID" %in% names(innermostCells2)) groupCols2 <- c(groupCols2, "Cell.ID", "centroidRadius") + + predict_test_data2 <- + cbind(data.frame(scaled_test_data, "n" = 1), cent_dist_df2) %>% + dplyr::left_join(innermostCells2 %>% + select(all_of(groupCols2)) %>% + cbind(Index = as.integer(row.names(.))), + by = "Index") %>% select(-Index) %>% + select(names(newdfMapping)) + + # Considering margin of error + predict_test_data3 <- predict_test_data2 %>% mutate(diff = centroidRadius- Quant.Error) + predict_test_data3 <- predict_test_data3 %>% mutate(anomalyFlag = ifelse(Quant.Error < (mad.threshold), 0, 1)) + + # Renaming fitted yVar with prefix Fitted + if(!is.null(yVar)){ + if(length(yVar) == 3){ + for(i in 1:length(yVar)){ + indexScored <- which(colnames(predict_test_data2) == yVar[i]) + colnames(predict_test_data2)[indexScored] <- paste0("Fitted.", yVar[i]) + } + } else { + indexScored <- which(colnames(predict_test_data2) == yVar) + colnames(predict_test_data2)[indexScored] <- paste0("Fitted.", yVar) + } + } + + + # Adding dep Variables back to scored data + if(!is.null(yVar)){ + predict_test_data2 <- merge(predict_test_data2, yVardf, by = 0) %>% select(-"Row.names") + if(length(yVar) == 1){ + indexFitted <- which(colnames(predict_test_data2) == "y") + colnames(predict_test_data2)[indexFitted] <- paste0("Scored.", yVar) + } + } + + groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child")), "anomalyFlag") + # Calculating mean for scored data for each centroid + groupCols3 <- c(paste0("Segment.", c("Level", "Parent", "Child"))) + # filter anomalous values for test dataset + + if(error_metric == "mean") { + predictQE2 <- predict_test_data3 %>% + group_by_at(groupCols2) %>% + dplyr::summarise( + n = sum(n), + Quant.Error = mean(Quant.Error)) + predictQE3 <- predict_test_data3 %>% + group_by_at(groupCols3) %>% + dplyr::summarise( + n = sum(n), + Quant.Error = mean(Quant.Error)) + } else { + predictQE2 <- predict_test_data3 %>% # with anamoly flags + group_by_at(groupCols2) %>% + dplyr::summarise( + n = sum(n), + Quant.Error = max(Quant.Error)) + predictQE3 <- predict_test_data3 %>% # wo anamoly flags + group_by_at(groupCols3) %>% + dplyr::summarise( + n = sum(n), + Quant.Error = max(Quant.Error)) + } + + # Calculating mean for scored data for each centroid + groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child"))) + newdfMapping <- newdfMapping %>% mutate(sumOriginal = Quant.Error*n) + df_temp <- inner_join(predictQE2, + newdfMapping %>% select(c(groupCols2, Quant.Error, sumOriginal,n)), + by = groupCols2) + df_temp2 <- inner_join(predictQE3, + newdfMapping %>% select(c(groupCols2, Quant.Error, sumOriginal,n)), + by = groupCols2) + + + if(error_metric == "mean"){ + df_temp <- df_temp %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) # sum original is wrong + df_temp2 <- df_temp2 %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) + } else { + df_temp <- df_temp %>% mutate(Scored.Quant.Error = max(Quant.Error.x, Quant.Error.y)) + df_temp2 <- df_temp2 %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) # should be maxScored + } + + QECompareDf2 <- df_temp %>% mutate( + Quant.Error.Diff = abs(Scored.Quant.Error - Quant.Error.y), + `Quant.Error.Diff (%)` = abs(Scored.Quant.Error - Quant.Error.y) / Quant.Error.y * 100) %>% + dplyr::rename(Fitted.Quant.Error = Quant.Error.y, n = n.x) %>% + select(-c("Quant.Error.x", "sumOriginal" ,"n.y")) + + plotList <- hvt.results.model[[2]] %>% + unlist(., recursive = F) %>% unlist(., recursive = F) + + boundaryCoords2 <- + lapply(plotList, function(x) { + data.frame( + "Segment.Level" = x[["Segment.Level"]], + "Segment.Parent" = x[["Segment.Parent"]], + "Segment.Child" = x[["Segment.Child"]], + "x" = x$pt["x"], + "y" = x$pt["y"], + "bp.x" = I(x$x), + "bp.y" = I(x$y)) + }) %>% + bind_rows(.) %>% + right_join(., + QECompareDf2 %>% dplyr::filter(anomalyFlag == 1), + by = paste0("Segment.", c("Level", "Parent", "Child"))) + + + predictPlot <- plotHVT( + hvt.results.model, + line.width = line.width, + color.vec = color.vec, + centroid.size = 1.5, + title = paste0( + "Hierarchical Voronoi Tessellation With Depth = ", + child.level + ), + maxDepth = child.level + + ) + ggtitle(paste( + "Hierarchical Voronoi Tessellation for Level", + child.level + )) + + theme( + plot.title = element_text( + size = 18, + hjust = 0.5, + margin = margin(0, 0, 20, 0) + ), + # legend.title = element_blank(), + panel.grid.major = element_blank(), + panel.grid.minor = element_blank(), + panel.background = element_blank(), + axis.text.x = element_blank(), + axis.ticks.x = element_blank(), + axis.title.x = element_blank(), + axis.text.y = element_blank(), + axis.ticks.y = element_blank(), + axis.title.y = element_blank(), + legend.position = "bottom" + ) + + scale_x_continuous(expand = c(0, 0)) + + scale_y_continuous(expand = c(0, 0)) + + + colour_scheme <- c("#6E40AA", "#6B44B2", "#6849BA", "#644FC1", "#6054C8", "#5C5ACE" ,"#5761D3" ,"#5268D8", "#4C6EDB", "#4776DE", "#417DE0", "#3C84E1" ,"#368CE1", + "#3194E0", "#2C9CDF", "#27A3DC", "#23ABD8","#20B2D4", "#1DBACE", "#1BC1C9", "#1AC7C2" ,"#19CEBB", "#1AD4B3" ,"#1BD9AB", "#1DDFA3", "#21E39B", + "#25E892", "#2AEB8A" ,"#30EF82", "#38F17B" ,"#40F373", "#49F56D", "#52F667", "#5DF662", "#67F75E", "#73F65A", "#7FF658", "#8BF457", "#97F357", "#A3F258") + + if (nrow(boundaryCoords2) != 0) { + hoverText <- paste( + " Cell ID:", + boundaryCoords2$Cell.ID, + "
", + "Segment.Level:", + boundaryCoords2$Segment.Level, + "
", + "Segment.Parent:", + boundaryCoords2$Segment.Parent, + "
", + "Segment.Child:", + boundaryCoords2$Segment.Child, + "
", + "Number of observations:", + boundaryCoords2$n, + "
" + ) + } else { hoverText <- NULL} + # browser() + predictPlot <- predictPlot + geom_polygon( + data = boundaryCoords2, + aes( + x = bp.x, + y = bp.y, + group = interaction(Segment.Level, Segment.Parent, Segment.Child), + fill = n, + text = hoverText + ), + color = "red", + size = 1 + ) + + geom_point(data = boundaryCoords2 %>% distinct(x, y), aes(x = x, y = y), size = 1.5) + + scale_fill_gradientn(colours = colour_scheme)+ + guides(colour = "none") + + plotlyPredict <- plotly::ggplotly(predictPlot, tooltip = "text") + + hoverText <- lapply(plotlyPredict$x$data, function(x) { + if (!is.null(x$text)) + return(x$text) + }) %>% unlist() + + checkCell <- substr(hoverText, 1, 5) %in% " Cell" + trace_vec <- seq_along(checkCell)[!checkCell] + + plotlyPredict <- plotlyPredict %>% + plotly::layout(hoverlabel = list(bgcolor = 'rgba(255,255,0,0.2)'), + legend = list( + title = list(text = "Level"), + itemdoubleclick = F, + itemclick = "toggleothers", + traceorder = "reversed" + ) + ) %>% + plotly::style(plotlyPredict, hoverinfo = "none", traces = trace_vec) %>% + plotly::config(displayModeBar = F) + + predict_test_data3 <- predict_test_data3 %>% mutate_if(is.numeric, round, digits = 4) # Rounding decimal columns using dplyr function + predict_test_dataRaw <- predict_test_data3 + predict_test_dataRaw[, train_colnames] <- data[, train_colnames] + + ################################################# Changes ################# + + + + predicted_result <- hvt.results.model[[3]]$summary + current_predicted <- colnames(predicted_result) + new_names <- paste0("pred_", current_predicted) + colnames(predicted_result) <- new_names + Cell.ID <- data.frame(predicted_result$pred_Cell.ID) + predicted_result <- predicted_result %>% select(-c("pred_Segment.Level","pred_Segment.Parent","pred_Segment.Child","pred_n","pred_Cell.ID", "pred_Quant.Error", "pred_centroidRadius")) + predicted_result <- cbind(Cell.ID,predicted_result) + predicted_result <- data.table::setnames(predicted_result, "predicted_result.pred_Cell.ID", "Cell.ID") + + + + actuals <- predict_test_data3 + current_actual <- colnames(actuals) + new_names <- paste0("act_", current_actual) + colnames(actuals) <- new_names + + actuals$Row.No <- row.names(data) + data_with_row <- data.frame(actuals$Row.No) + data_with_cell <- data.frame(actuals$act_Cell.ID) + actuals <- actuals %>% select(-c("act_Segment.Level","act_Segment.Parent","act_Segment.Child","act_n","act_Cell.ID", "act_Quant.Error", "act_centroidRadius","act_diff","act_anomalyFlag","Row.No")) + actuals_data <- cbind(data_with_row,actuals,data_with_cell) + actuals_data <- data.table::setnames(actuals_data, "actuals.act_Cell.ID", "Cell.ID") + actuals_data <- data.table::setnames(actuals_data, "actuals.Row.No", "Row.No") + + + + merged_df <- merge(actuals_data, predicted_result, by="Cell.ID") + merged_result <-merged_df %>% arrange(as.numeric(merged_df$Row.No)) + + subtract_predicted_actual <- function(data, actual_prefix = "act_", predicted_prefix = "pred_") { + actual_cols <- grep(paste0("^", actual_prefix), names(data), value = TRUE) + df_new <- data.frame(matrix(ncol = 1, nrow = nrow(data))) + temp0 <<- data.frame(matrix(nrow = nrow(data))) + for (col in actual_cols) { + predicted_col <- gsub(actual_prefix, predicted_prefix, col) + + if (predicted_col %in% names(data)) { + temp0[[predicted_col]] <<- abs(data[[col]] - data[[predicted_col]]) + + } + } + temp0 <- temp0 %>% purrr::discard(~all(is.na(.) | . =="")) + df_new[,1] <- rowMeans(temp0) + return(df_new) + } + + + + diff <- subtract_predicted_actual(merged_result) + merged_result$diff <- diff$matrix.ncol...1..nrow...nrow.data.. + merged_result <- rename(merged_result, c("diff"="diff")) + + + # Define the desired column order + desired_order <- c("Row.No", grep("^act_", colnames(merged_result), value = TRUE), "Cell.ID", grep("^pred_", colnames(merged_result), value = TRUE),"diff") + + # Reorder the columns in the data frame + df_reordered <- merged_result[, desired_order] + + + + ################################################# + + prediction_list = list( + scoredPredictedData = predict_test_data3, + actual_predictedTable = df_reordered, + QECompareDf = QECompareDf2, + predictPlot = plotlyPredict, + predictInput = c("depth"= child.level, "quant.err"=mad.threshold), + model_mad_plots=list(), + model_info = list(type="hvt_prediction") + + ) + model_mad_plots=NA + # browser() + if(!all(is.na(hvt.results.model[[4]]))){ + mtrain=hvt.results.model[[4]]$mad_plot_train+ggtitle("Mean Absolute Deviation Plot: Calibration on Train Data") + } + if(!all(is.na(hvt.results.model[[5]]))){ + mtest=hvt.results.model[[5]][["mad_plot"]]+ggtitle("Mean Absolute Deviation Plot:Validation") + } + + if(!all(is.na(hvt.results.model[[4]])) &!all(is.na(hvt.results.model[[5]]) )) { model_mad_plots=list(mtrain=mtrain,mtest=mtest)} + + + prediction_list$model_mad_plots=model_mad_plots + return(prediction_list) +} diff --git a/muHVT_3.0.1/muHVT/R/predictLayerHVT.R b/muHVT_3.0.1/muHVT/R/predictLayerHVT.R new file mode 100644 index 0000000..92559c6 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/predictLayerHVT.R @@ -0,0 +1,260 @@ +#' @name predictLayerHVT +#' +#' @title Predict which cell and what level each point in the test dataset belongs to +#' +#' +#' @param data Data Frame. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from +#' this dataset can also be used to overlay as heatmap +#' @param hvt_mapA A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data +#' @param hvt_mapB A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data with novelty(s) +#' @param hvt_mapC A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data without novelty(s) +#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) +#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation +#' @param line.width Vector. A line width vector +#' @param color.vec Vector. A color vector +#' @param normalize Logical. A logical value indicating if the columns in your +#' dataset should be normalized. Default value is TRUE. +#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. +#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default +#' @param yVar character. Name of the dependent variable(s) +#' @param ... color.vec and line.width can be passed from here +#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya ,Somya Shambhawi +#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} +#' @importFrom magrittr %>% +#' @examples +#' data(USArrests) +#' +#' #Split in train and test +#' train <- USArrests[1:40,] +#' test <- USArrests[41:50,] +#' +#' hvt_mapA <- list() +#' hvt_mapA <- HVT(train, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' +#' +#' identified_outlier_cells <<- c(2, 10) +#' output_list <- removeNovelty(identified_outlier_cells, hvt_mapA) +#' +#' data_with_novelty <- output_list[[1]] +#' +#' hvt_mapB <- HVT(data_with_novelty ,n_cells = 3, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' +#' dataset_without_novelty <- output_list[[2]] +#' +#' +#' mapA_scale_summary = hvt_mapA[[3]]$scale_summary +#' hvt_mapC <- list() +#' hvt_mapC <- HVT(dataset_without_novelty, n_cells = 15, +#' depth = 2, quant.err = 0.2, distance_metric = "L1_Norm", +#' error_metric = "max", quant_method = "kmeans", +#' projection.scale = 10, normalize = FALSE, scale_summary = mapA_scale_summary) +#' +#' predictions <- list() +#' predictions <- predictLayerHVT(test, hvt_mapA, hvt_mapB, hvt_mapC) +#' +#' @keywords predictLayer +#' @export predictLayerHVT + +predictLayerHVT <- function(data, + hvt_mapA, + hvt_mapB, + hvt_mapC, + mad.threshold = 0.2, + normalize = T, + distance_metric="L1_Norm", + error_metric="max", + child.level = 1, + line.width = c(0.6, 0.4, 0.2), + color.vec = c("#141B41", "#6369D1", "#D8D2E1"), + yVar= NULL, + ...){ + #browser() + + set.seed(300) + requireNamespace("dplyr") + requireNamespace("purrr") + +# Predictions from Map A + + mapA_predictions <- predictHVT(data, + hvt_mapA, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6), + color.vec = c("#141B41"), + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapA_scoredPredictedData <- as.data.frame(mapA_predictions$scoredPredictedData) + mapA_scoredPredictedData$row_number <- row.names(mapA_scoredPredictedData) + + # Predictions from map B + mapB_predictions <- predictHVT(data, + hvt_mapB, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6), + color.vec = c("#141B41"), + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapB_scoredPredictedData <- as.data.frame(mapB_predictions$scoredPredictedData) + mapB_scoredPredictedData$row_number <- row.names(mapB_scoredPredictedData) + + # Predictions from map C + + mapC_predictions <- predictHVT(data, + hvt_mapC, + child.level = 1, + mad.threshold = 0.2, + line.width = c(0.6), + color.vec = c("#141B41"), + normalize = normalize, + distance_metric=distance_metric, + error_metric=error_metric, + yVar= NULL,) + + mapC_scoredPredictedData <- as.data.frame(mapC_predictions$scoredPredictedData) + mapC_scoredPredictedData$row_number <- row.names(mapC_scoredPredictedData) + mapC_scoredPredictedData$mapC_cell_path <- paste0(mapC_scoredPredictedData$Segment.Level,"-",mapC_scoredPredictedData$Segment.Parent,"-",mapC_scoredPredictedData$Segment.Child) + + # Merged map A, map B, map C predictions value. + + predictions_set <-merge(merge(mapA_scoredPredictedData,mapB_scoredPredictedData, by = "row_number"), mapC_scoredPredictedData, by = "row_number") + + predictions_table <- predictions_set %>% select(row_number, Segment.Level.x, Segment.Parent.x, Segment.Child.x,Cell.ID.x, + Segment.Level.y, Segment.Parent.y, Segment.Child.y ,Cell.ID.y,mapC_cell_path,Segment.Level,Segment.Parent,Segment.Child,Cell.ID) + + + colnames(predictions_table) <- c('Row.Number','MapA.Segment.Level','MapA.Segment.Parent','MapA.Segment.Child','MapA.Cell.ID', + 'MapB.Segment.Level','MapB.Segment.Parent','MapB.Segment.Child','MapB.Cell.ID','Map.Cell.Path','MapC.Segment.Level','MapC.Segment.Parent','MapC.Segment.Child','MapC.Cell.ID') + + + #removed_outlier_cells <- as.vector(unique(map_B$Cell.Number)) + + predictions_table$MapB.Cell.ID_original <- ifelse( + (predictions_table$MapA.Segment.Child %in% identified_Novelty_cells), + paste0(predictions_table$MapB.Cell.ID), # if condition is met + NA # else put NA + ) + + predictions_table$MapC.Cell.ID <- ifelse( + (is.na(predictions_table$MapB.Cell.ID_original)), + paste0(predictions_table$MapC.Cell.ID), # if condition is met + NA # else put NA + ) + + predictions_table$Row.Number <- as.integer(predictions_table$Row.Number) + predictions_table <- predictions_table[order(predictions_table$Row.Number, decreasing = FALSE),] + + scoredPredictionsData_CellID <- predictions_table %>% select(c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapB.Cell.ID_original','MapC.Cell.ID')) + scoredPredictionsData_CellID <- lapply(scoredPredictionsData_CellID, as.numeric) + + scoredPredictionsData_CellID <- as.data.frame(scoredPredictionsData_CellID) + scoredPredictionsData_CellID$MapB.Cell.ID_original <- unlist(scoredPredictionsData_CellID$MapB.Cell.ID_original) + + scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% dplyr::select("Row.Number","MapA.Cell.ID","MapB.Cell.ID_original","MapC.Cell.ID") + + scoredPredictionsData_CellID$MapA.Cell.ID <- ifelse(is.na(scoredPredictionsData_CellID$MapA.Cell.ID), NA, paste0("A",scoredPredictionsData_CellID$MapA.Cell.ID)) + scoredPredictionsData_CellID$MapB.Cell.ID_original <- ifelse(is.na(scoredPredictionsData_CellID$MapB.Cell.ID_original), NA, paste0("B",scoredPredictionsData_CellID$MapB.Cell.ID_original)) + scoredPredictionsData_CellID$MapC.Cell.ID <- ifelse(is.na(scoredPredictionsData_CellID$MapC.Cell.ID), NA, paste0("C",scoredPredictionsData_CellID$MapC.Cell.ID)) + + scoredPredictionsData_CellID$Combined.Cell.ID <- coalesce(scoredPredictionsData_CellID$MapB.Cell.ID_original,scoredPredictionsData_CellID$MapC.Cell.ID) + scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% dplyr::select("Row.Number","MapA.Cell.ID","Combined.Cell.ID") + colnames(scoredPredictionsData_CellID) <- c("Row.Number","Layer1.Cell.ID","Layer2.Cell.ID") + + ##################### Changes ############### + new_predict <- scoredPredictionsData_CellID + scaled_test_data <- mapA_predictions[["scoredPredictedData"]] + current_actual <- colnames(scaled_test_data) + new_names <- paste0("act_", current_actual) + colnames(scaled_test_data) <- new_names + merge <- cbind(new_predict,scaled_test_data) %>% select(-c("act_Segment.Level","act_Segment.Parent","act_Segment.Child","act_n", "act_centroidRadius","act_diff", "act_anomalyFlag","act_Cell.ID")) + + data <- merge + combined <- data %>% + mutate(Cell.ID = gsub("[C]", "", Layer2.Cell.ID)) %>% + merge(hvt_mapC[[3]]$summary, by = "Cell.ID", all.x = TRUE) %>% + arrange(as.numeric(Row.Number)) + + data1 <- combined + combined <- data1 %>% + mutate(Cell.ID = gsub("[B]", "", Layer2.Cell.ID)) %>% + merge(hvt_mapB[[3]]$summary, by = "Cell.ID", all.x = TRUE) %>% + arrange(as.numeric(Row.Number)) %>% select(-c(Cell.ID)) + + + combined <- combined %>% select(-c("act_Quant.Error","Segment.Level.x" ,"Segment.Parent.x","Segment.Child.x","n.x","Quant.Error.x","Segment.Level.y" ,"Segment.Parent.y","Segment.Child.y", "n.y","Quant.Error.y" )) + + requireNamespace("dplyr") + + df_data <- combined %>% + select(matches("^act_|Row.Number|Layer1.Cell.ID|Layer2.Cell.ID")) + + df <- combined %>% + select(-c(Row.Number, Layer1.Cell.ID, Layer2.Cell.ID)) %>% + select(-starts_with("act_")) + + create_predictions <- function(df) { + pred_cols <- unique(sub("\\..*", "", names(df))) # Extract unique column names + pred_values <- vector("list", length(pred_cols)) + + for (i in seq_along(pred_cols)) { + col_x <- paste0(pred_cols[i], ".x") + col_y <- paste0(pred_cols[i], ".y") + pred_values[[i]] <- coalesce(df[[col_x]], df[[col_y]]) + } + + df1 <- as.data.frame(pred_values) + names(df1) <- paste0("pred_", pred_cols) + return(df1) + } + + df1 <- create_predictions(df) + combined_data <- cbind(df_data,df1) + + subtract_predicted_actual <- function(data, actual_prefix = "act_", predicted_prefix = "pred_") { + actual_cols <- grep(paste0("^", actual_prefix), names(data), value = TRUE) + df_new <- data.frame(matrix(ncol = 1, nrow = nrow(data))) + temp0 <<- data.frame(matrix(nrow = nrow(data))) + for (col in actual_cols) { + predicted_col <- gsub(actual_prefix, predicted_prefix, col) + + if (predicted_col %in% names(data)) { + temp0[[predicted_col]] <<- abs(data[[col]] - data[[predicted_col]]) + + } + } + temp0 <- temp0 %>% discard(~all(is.na(.) | . =="")) + df_new[,1] <- rowMeans(temp0) + return(df_new) + } + + diff <- subtract_predicted_actual(combined_data) + combined_data$diff <- diff$matrix.ncol...1..nrow...nrow.data.. + desired_order <- c("Row.Number", grep("^act_", colnames(combined_data), value = TRUE), "Layer1.Cell.ID","Layer2.Cell.ID", grep("^pred_", colnames(combined_data), value = TRUE),"diff") + df_reordered <- combined_data[, desired_order] + + #################### + + prediction_list = list( + predictLayer_Output = scoredPredictionsData_CellID, + actual_predictedTable = df_reordered + ) + + return(prediction_list) + + +} + + \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/qeHistPlot.R b/muHVT_3.0.1/muHVT/R/qeHistPlot.R new file mode 100644 index 0000000..744b16b --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/qeHistPlot.R @@ -0,0 +1,44 @@ +#' @title plotDiag +#' +#' Make the diagnostic plots for hierarchical voronoi tessellations model. +#' +#' @param hvt.results List. A list of hvt.results obtained from the HVT +#' function. +#' @param hvt.predictions List. A list of hvt.predictions obtained from the Predict +#' function. +#' @author Shubhra Prakash +#' @seealso \code{\link{plotHVT}} +#' @keywords diagnostics +#' @importFrom magrittr %>% +#' @import ggplot2 +#' @export qeHistPlot + + +qeHistPlot=function(hvt.results,hvt.predictions){ + # require(patchwork) + val=hvt.results[[3]][["max_QE"]]%>%unlist()%>%as.numeric() + p1=ggplot2::ggplot() + + ggplot2::aes(x = val) + + ggplot2::geom_histogram(fill = "midnightblue",colour="white",alpha=0.75) + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = mean(val[val>0.00000001]),linetype="dashed")+ + ggplot2::geom_vline(xintercept = mean(val),colour="red",linetype="dashed")+ ggplot2::ggtitle("1.Max QE Distribution: Train ")+ + ggplot2::xlab("Max QE values for cells: Train Data") + # + + # ggtitle("Max QE Distribution (Train)") + + + + pred_val=hvt.predictions[["scoredPredictedData"]] + p2=ggplot2::ggplot() + + ggplot2::aes(x = pred_val$Quant.Error) + + ggplot2::geom_histogram(fill = "midnightblue",colour="white",alpha=0.75) + + ggplot2::theme_minimal()+ + ggplot2::geom_vline(xintercept = mean(pred_val$Quant.Error), colour="red",linetype="dashed")+ + ggplot2::ggtitle("2.Max QE Distribution: Test ")+ + ggplot2::xlab("Max QE values for cells: Test Data") + + plot_output= p1/p2 + return(plot_output) + +} \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/removeNovelty.R b/muHVT_3.0.1/muHVT/R/removeNovelty.R new file mode 100644 index 0000000..db84716 --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/removeNovelty.R @@ -0,0 +1,104 @@ +#' removeNovelty +#' +#' Remove identified outlier cell(s) from the dataset +#' +#' This function is used to remove the identified outlier cell(s) from the dataset. +#' It is recommended to run the \code{HVT} function before running this function. It takes input in the form +#' of cell number of the outlier cell(s) identified using the output of the \code{HVT} function and +#' the compressed map (hvt_mapA) generated using the \code{HVT} function. The output of this function is +#' a list of two items: a new map having the data of removed outlier cell(s) and the subset of dataset without outliers. +#' +#' @param outlier_cells Vector. A vector with the cell number of the identified outliers +#' @param hvt_results List. A list having the results of the compressed map i.e. output of \code{HVT} function +#' +#' @return A list of two items: a map having the data of removed outlier cells and the subset of the dataset without outlier(s) which +#' has to be passed as input argument to \code{HVT} function to generate another map +#' \item{[[1]] }{Dataframe. Information about the removed outlier cell(s)} +#' \item{[[2]] }{Dataframe. Subset of dataset without the outlier cell(s)} +#' +#' @author Shantanu Vaidya +#' @seealso \code{\link{HVT}} \cr \code{\link{predictLayerHVT}} +#' @importFrom magrittr %>% +#' @importFrom plyr rbind.fill +#' @examples +#' data(USArrests) +#' hvt_mapA <- list() +#' hvt_mapA <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' plotHVT(hvt_mapA, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#' +#' identified_Novelty_cells <<- c(2, 10) +#' output_list <- removeNovelty(identified_Novelty_cells, hvt_mapA) +#' hvt_mapB <- output_list[[1]] +#' dataset_without_novelty <- output_list[[2]] +#' +#' @export removeNovelty + + +removeNovelty <- + function (outlier_cells, hvt_results) + { + #browser() + remove_outlier_cells <- as.vector(outlier_cells) + + if (length(remove_outlier_cells) == 0){ + print("No outlier cells were removed from the dataset.") + + hvt_results_cells <- hvt_results[[3]]$clusters + scaled_data <- data.frame() + temp_df <- data.frame() + + for(i in 1:length(hvt_results_cells)){ + temp_df <- as.data.frame(hvt_results_cells[[i]]) + temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) + scaled_data <- rbind.fill(scaled_data, temp_df) + } + row.names(scaled_data) <- scaled_data$Row.Number + scaled_data <- select(scaled_data, -c(Row.Number)) + + return(list( + hvt_mapB = NA, + dataset_without_outliers = scaled_data + )) + + }else{ + + hvt_results_cells <- hvt_results[[3]]$clusters + scaled_data <- data.frame() + temp_df <- data.frame() + + for(i in 1:length(hvt_results_cells)){ + temp_df <- as.data.frame(hvt_results_cells[[i]]) + temp_df$Cell.Number <- i + temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) + scaled_data <- rbind.fill(scaled_data, temp_df) + } + row.names(scaled_data) <- scaled_data$Row.Number + + Cell.ID.mapping <- hvt_results[[3]]$summary[, c("Segment.Child", "Cell.ID")] + + scaled_data <- merge(x = scaled_data, y = Cell.ID.mapping, by.x = c("Cell.Number"), by.y = c("Segment.Child")) + + outlier_rows_df <- scaled_data %>% dplyr::filter(Cell.Number %in% identified_Novelty_cells) + removed_outlier_rows <- as.vector(outlier_rows_df$Row.Number) + outliers_data_scaled <- select(outlier_rows_df, -c(Row.Number)) + outliers_data_scaled <- outliers_data_scaled[,c(ncol(outliers_data_scaled),1:(ncol(outliers_data_scaled)-1))] + + `%notin%` <- Negate(`%in%`) + dataset_without_outliers_scaled <- scaled_data %>% dplyr::filter(Cell.Number %notin% remove_outlier_cells) + row.names(dataset_without_outliers_scaled) <- dataset_without_outliers_scaled$Row.Number + dataset_without_outliers_scaled <- select(dataset_without_outliers_scaled, -c(Row.Number, Cell.Number, Cell.ID)) + dataset_without_outliers_scaled <- dataset_without_outliers_scaled[ order(as.numeric(row.names(dataset_without_outliers_scaled))), ] + + print(paste0(c("The following cell(s) have been removed as novelties from the dataset: ", remove_outlier_cells), collapse = " ")) + + + return(list( + hvt_mapB = outliers_data_scaled, + dataset_without_outliers = dataset_without_outliers_scaled + )) + } +} diff --git a/muHVT_3.0.1/muHVT/R/removeOutliers.R b/muHVT_3.0.1/muHVT/R/removeOutliers.R new file mode 100644 index 0000000..2767a3c --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/removeOutliers.R @@ -0,0 +1,104 @@ +#' removeOutliers +#' +#' Remove identified outlier cell(s) from the dataset +#' +#' This function is used to remove the identified outlier cell(s) from the dataset. +#' It is recommended to run the \code{HVT} function before running this function. It takes input in the form +#' of cell number of the outlier cell(s) identified using the output of the \code{HVT} function and +#' the compressed map (hvt_mapA) generated using the \code{HVT} function. The output of this function is +#' a list of two items: a new map having the data of removed outlier cell(s) and the subset of dataset without outliers. +#' +#' @param outlier_cells Vector. A vector with the cell number of the identified outliers +#' @param hvt_results List. A list having the results of the compressed map i.e. output of \code{HVT} function +#' +#' @return A list of two items: a map having the data of removed outlier cells and the subset of the dataset without outlier(s) which +#' has to be passed as input argument to \code{HVT} function to generate another map +#' \item{[[1]] }{Dataframe. Information about the removed outlier cell(s)} +#' \item{[[2]] }{Dataframe. Subset of dataset without the outlier cell(s)} +#' +#' @author Shantanu Vaidya +#' @seealso \code{\link{HVT}} \cr \code{\link{mlayerHVT}} +#' @importFrom magrittr %>% +#' @importFrom plyr rbind.fill +#' @examples +#' data(USArrests) +#' hvt_mapA <- list() +#' hvt_mapA <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, +#' distance_metric = "L1_Norm", error_metric = "mean", +#' projection.scale = 10, normalize = TRUE, +#' quant_method="kmeans") +#' plotHVT(hvt_mapA, line.width = c(0.8), color.vec = c('#141B41'), +#' maxDepth = 1) +#' +#' identified_outlier_cells <- c(2, 10) +#' output_list <- removeOutliers(identified_outlier_cells, hvt_mapA) +#' hvt_mapB <- output_list[[1]] +#' dataset_without_outliers <- output_list[[2]] +#' +#' @export removeOutliers + + +removeOutliers <- + function (outlier_cells, hvt_results) + { + + remove_outlier_cells <- as.vector(outlier_cells) + + if (length(remove_outlier_cells) == 0){ + print("No outlier cells were removed from the dataset.") + + hvt_results_cells <- hvt_results[[3]]$clusters + scaled_data <- data.frame() + temp_df <- data.frame() + + for(i in 1:length(hvt_results_cells)){ + temp_df <- as.data.frame(hvt_results_cells[[i]]) + temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) + scaled_data <- rbind.fill(scaled_data, temp_df) + } + row.names(scaled_data) <- scaled_data$Row.Number + scaled_data <- select(scaled_data, -c(Row.Number)) + + return(list( + hvt_mapB = NA, + dataset_without_outliers = scaled_data + )) + + }else{ + + hvt_results_cells <- hvt_results[[3]]$clusters + scaled_data <- data.frame() + temp_df <- data.frame() + + for(i in 1:length(hvt_results_cells)){ + temp_df <- as.data.frame(hvt_results_cells[[i]]) + temp_df$Cell.Number <- i + temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) + scaled_data <- rbind.fill(scaled_data, temp_df) + } + row.names(scaled_data) <- scaled_data$Row.Number + + Cell.ID.mapping <- hvt_results[[3]]$summary[, c("Segment.Child", "Cell.ID")] + + scaled_data <- merge(x = scaled_data, y = Cell.ID.mapping, by.x = c("Cell.Number"), by.y = c("Segment.Child")) + + outlier_rows_df <- scaled_data %>% dplyr::filter(Cell.Number %in% remove_outlier_cells) + removed_outlier_rows <- as.vector(outlier_rows_df$Row.Number) + outliers_data_scaled <- select(outlier_rows_df, -c(Row.Number)) + outliers_data_scaled <- outliers_data_scaled[,c(ncol(outliers_data_scaled),1:(ncol(outliers_data_scaled)-1))] + + `%notin%` <- Negate(`%in%`) + dataset_without_outliers_scaled <- scaled_data %>% dplyr::filter(Cell.Number %notin% remove_outlier_cells) + row.names(dataset_without_outliers_scaled) <- dataset_without_outliers_scaled$Row.Number + dataset_without_outliers_scaled <- select(dataset_without_outliers_scaled, -c(Row.Number, Cell.Number, Cell.ID)) + dataset_without_outliers_scaled <- dataset_without_outliers_scaled[ order(as.numeric(row.names(dataset_without_outliers_scaled))), ] + + print(paste0(c("The following cell(s) have been removed as outliers from the dataset: ", remove_outlier_cells), collapse = " ")) + + + return(list( + hvt_mapB = outliers_data_scaled, + dataset_without_outliers = dataset_without_outliers_scaled + )) + } +} diff --git a/muHVT_3.0.1/muHVT/R/sammonsProjection.R b/muHVT_3.0.1/muHVT/R/sammonsProjection.R new file mode 100644 index 0000000..a332f0c --- /dev/null +++ b/muHVT_3.0.1/muHVT/R/sammonsProjection.R @@ -0,0 +1,48 @@ +#' sammonsProjection +#' +#' This is a wrapper for the sammon function of the MASS package for non-metric +#' multidimensional scaling +#' +#' This chooses a two-dimensional configuration to minimize the stress, the sum +#' of squared differences between the input distances and those of the +#' configuration, weighted by the distances, the whole sum being divided by the +#' sum of input distances to make the stress scale-free. +#' +#' An iterative algorithm is used, which will usually converge in around 50 +#' iterations. As this is necessarily an O(n^2) calculation, it is slow for +#' large datasets. Further, since the configuration is only determined up to +#' rotations and reflections (by convention the centroid is at the origin), the +#' result can vary considerably from machine to machine. In this release the +#' algorithm has been modified by adding a step-length search (magic) to ensure +#' that it always goes downhill. +#' +#' @param d distance structure of the form returned by dist, or a full, +#' symmetric matrix. Data are assumed to be dissimilarities or relative +#' distances, but must be positive except for self-distance. This can contain +#' missing values. +#' @param y An initial configuration. If none is supplied, cmdscale is used to +#' provide the classical solution. (If there are missing values in d, an +#' initial configuration must be provided.) This must not have duplicates. +#' @param k The dimension of the configuration. +#' @param niter The maximum number of iterations. +#' @param trace Logical for tracing optimization. Default TRUE. +#' @param magic initial value of the step size constant in diagonal Newton +#' method. +#' @param tol Tolerance for stopping, in units of stress. +#' @return \item{points}{ A two-column vector of the fitted configuration. } +#' \item{stress}{ The final stress achieved. } +#' @examples +#' +#' require(MASS) +#' swiss.x <- as.matrix(swiss[, -1]) +#' swiss.sam <- sammonsProjection(dist(swiss.x)) +#' +#' @export sammonsProjection +#' @keywords internal +#' +sammonsProjection <- function(d, y = stats::cmdscale(d, k), k = 2, niter = 100, trace = TRUE, + magic = 0.2, tol = 1e-4){ + + return(MASS::sammon(d, y = stats::cmdscale(d, k), k = 2, niter = 100, trace = TRUE, + magic = 0.2, tol = 1e-4)) +} diff --git a/muHVT_3.0.1/muHVT/README.md b/muHVT_3.0.1/muHVT/README.md new file mode 100644 index 0000000..2e56e92 --- /dev/null +++ b/muHVT_3.0.1/muHVT/README.md @@ -0,0 +1,127 @@ +# HVT: Collection of functions used to build hierarchical topology preserving maps + +#### Zubin Dowlaty + +#### 2023-10-12 + +

+ +
+ +# 1 Abstract + +The hvt package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high%2Ddimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 2D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: + +1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. + +2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. + +3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. + +4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. + + +The hvt package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. Below is an image depicting a captivating tessellation of a torus, see [vignette](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/hvt/blob/master/vignettes/hvt_vignette.html) for more details. + + +

+Figure 1: The Voronoi tessellation for layer 1 and number of cells 900 with the heat map overlaid for variable z. +

+ + +
+ +
+ +# 2 Version History + +
+ +## 2.1 hvt (v23.10.12) | What’s New? + +10th October, 2023 + +In this version of hvt package, the following new features have been introduced: + +This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. +
+ +
+ +## 2.2 hvt (v22.12.06) + +06th December, 2022 + +This package provides functionality to predict based on a sequence of maps. + +The creation of a predictive set of maps involves three steps - + +1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). +2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). +3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). + + +Let us try to understand the steps with the help of the diagram below - + + +

+Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT() +

+ + + +
+ +# 3 Installation of hvt (v23.10.12) + +
+ + library(devtools) + devtools::install_github(repo = "Mu-Sigma/hvt") + +
+ +
+ + +
+ +
+ +# 4 Vignettes + +Following are the links to the vignettes for the hvt package: + +
+ +## 4.1 hvt Vignette + +[**hvt Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/hvt/blob/master/vignettes/hvt_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. + +
+ +
+ +## 4.2 hvt Model Diagnostics Vignette + +[**hvt Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/hvt/blob/master/vignettes/hvt_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for hvt model. + +
+ +
+ +## 4.3 hvt - Predicting Cells with Layers using predictLayerHVT + +[**hvt : Predicting Cells with Layers using predictLayerHVT :**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/hvt/blob/master/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html) Contains descriptions of the functions used for predicting cells with layers based on a sequence of maps using predictLayerHVT. diff --git a/muHVT_3.0.1/muHVT/build/vignette.rds b/muHVT_3.0.1/muHVT/build/vignette.rds new file mode 100644 index 0000000000000000000000000000000000000000..6f0b605a3acb9d820620b0209c7be093b8779e86 GIT binary patch literal 280 zcmV+z0q6c7iwFP!0000018q^uN&_(z%{;8mfFSe-f*&v+;MP(EH&TkYy(AeXkV!O; zmb!A|Z(DEXQEX};$xY5Vch1SY)r63olto7J0?T5F%L3;e&Wx0#!oBLl)9bd`^gIE+ z2jGD|8l?pD(r9X0+6Fz;js_<8iCm2;(U8KeQ_iy>O{^CEkVR z@%ra~eRfPFH_zg*H+I&XaTXJ&TuUY9?{1|(9g3ILdMdL`>fxgQng7a~eKTjcjsN!x emm`ieC{y6lpmluQrnRV#zJCF;vyEsW0ssJ@0g1f; literal 0 HcmV?d00001 diff --git a/muHVT_3.0.1/muHVT/tests/testthat.R b/muHVT_3.0.1/muHVT/tests/testthat.R new file mode 100644 index 0000000..0c19767 --- /dev/null +++ b/muHVT_3.0.1/muHVT/tests/testthat.R @@ -0,0 +1,6 @@ + +library(testthat) +library(HVT) + +test_check("HVT") + diff --git a/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R b/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R new file mode 100644 index 0000000..3a472c7 --- /dev/null +++ b/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R @@ -0,0 +1,63 @@ +context("hvq package") +# require(plotly) + +## Load data + +USArrests <- datasets::USArrests +USArrests <- scale(USArrests,center = T,scale = T) +set.seed(420) + +test_that("getCentroids give correct results for L1_Norm and mean",{ + skip_on_cran() + + set.seed(420) + hvt.results <- HVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L1_Norm",error_metric = "mean", quant_method = "kmeans") + + expect_equal(length(hvt.results),6) + + expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.5265759, 0.4197644, 0.4843762),1e-5) + + expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) + +}) + +test_that("getCentroids give correct results for L2_Norm and mean",{ + skip_on_cran() + + set.seed(420) + + hvt.results <- HVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L2_Norm",error_metric = "mean", quant_method = "kmeans") + + expect_equal(length(hvt.results),6) + + expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.3141953, 0.2407124, 0.2885561),1e-5) + + expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) +}) + +test_that("getCentroids give correct results for L1_Norm and max",{ + skip_on_cran() + + set.seed(420) + + hvt.results <- HVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L1_Norm",error_metric = "max", quant_method = "kmeans") + + expect_equal(length(hvt.results),6) + + expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(1.0147530, 0.6268437, 0.8490633),1e-5) + + expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) +}) + +test_that("getCentroids give correct results for L2_Norm and max",{ + skip_on_cran() + + set.seed(420) + hvt.results <- HVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L2_Norm",error_metric = "max", quant_method = "kmeans") + + expect_equal(length(hvt.results),6) + + expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.6168272, 0.3525659, 0.5722204),1e-5) + + expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) +}) diff --git a/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd b/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd new file mode 100644 index 0000000..7193446 --- /dev/null +++ b/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd @@ -0,0 +1,131 @@ +--- +title: "HVT: Collection of functions used to build hierarchical topology preserving maps" +author: "Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya Shambhawi" +date: "`r Sys.Date()`" +fig.height: 4 +fig.width: 15 +output: + rmarkdown::html_vignette: + number_sections: true + toc: true + toc_depth : 3 +vignette: > + %\VignetteIndexEntry{HVT: Collection of functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis"} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + + +```{css, echo=FALSE} +/* CSS for floating TOC on the left side */ +#TOC { + /* float: left; */ + position: fixed; + margin-left: -22vw; + width: 18vw; + height: fit-content; + overflow-y: auto; + padding-top: 20px; + padding-bottom: 20px; + background-color: #f9f9f9; + border-right: 1px solid #ddd; + margin-top: -18em; +} + +.main-container { + margin-left: 220px; /* Adjust this value to match the width of the TOC + some margin */ +} + +li { + padding-bottom: 5px; +} + +``` + +```{r setup, warning = FALSE, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>", + out.width = "672px", + out.height = "480px", + fig.width = 7, + fig.height = 5, + fig.align = "center", + fig.retina = 1, + dpi = 150 +) +``` + +# Abstract + +The HVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high-dimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 3D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: + +1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. + +2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. + +3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. + +4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. + +The HVT package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. below is an image depicting a captivating tessellation of a torus- + + +```{r predictlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 1: Heatmap Visualization of a Torus with 900 Cells'} +knitr::include_graphics('./torus2.png') +``` + + +# Version History + +## HVT (v23.10.11) | What's New? + +10th October, 2023 + +In this version of HVT package, the following new features have been introduced: + +This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. + + +## HVT (v22.12.06) + +06th December, 2022 + +This package provides functionality to predict based on a set of maps to monitor entities over time. + +The creation of a predictive set of maps involves three steps - + +1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). +2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). +3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). + + +Let us try to understand the steps with the help of the diagram below- + +```{r mlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT()'} +#knitr::include_graphics('./mlayer1.png') +knitr::include_graphics('./predictLayerHVT_function.png') +``` + + + +# Installation of HVT (v23.10.11) + +``` r +library(devtools) +devtools::install_github(repo = "Mu-Sigma/HVT") +``` + + + +# Vignettes + +Following are the links to the vignettes for the HVT package: + + +1. [**HVT Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. + +2. [**HVT Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for HVT model. + +3. 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zn64kDtCq_Fe`Z`fLZQ^adOBin<#GhFIbrof0bfPURz9Gfj7D?-GGGjFV{_*;FPF(hS^Jg{S*dvQTj)SU0tJ%Ys z+V;oG`+MQz!O+u{w8j16ZzxP@r)1=%NPaCiDR>B`SuGb2qkOaJ#cv7DGDwI!+L~;l}?~ zXgsc~B#T=JyJo)m-K=eAoKI1TsPVHo{EA#>W11;+BO&ai3`+#8`n#hD7l%w+gd=lv zU8_gYi#bNwNHqPcVXlXt0k|M+-ELeF$R@ME@-OMUoruzl&Htqa#H?V(|EFiKy7+z! pVt%OkSwH@Tq^PV&wUA!GkN=DRi~o!Ni~nE8{{sPr*xmpd6acF@pH=_> diff --git a/muHVT_3.0.1/muHVT/DESCRIPTION b/muHVT_3.0.1/muHVT/DESCRIPTION deleted file mode 100644 index ce89eee..0000000 --- a/muHVT_3.0.1/muHVT/DESCRIPTION +++ /dev/null @@ -1,29 +0,0 @@ -Package: HVT -Type: Package -Date: 2023-10-12 -Title: Constructing Hierarchical Voronoi Tessellations and Overlay - Heatmap for Data Analysis -Version: 3.0.1 -Authors@R: c( - person("Zubin", "Dowlaty", email = "zubin.dowlaty@mu-sigma.com", role = "aut"), - person("Mu Sigma, Inc.", email = "ird.experiencelab@mu-sigma.com", role = "cre")) -Description: The HVT package is a collection of R functions to facilitate building topology preserving maps for rich multivariate data.See for more information. Credits to Mu Sigma for their continuous support throughout the development of the package. -License: Apache License 2.0 -Encoding: UTF-8 -Imports: MASS, deldir, grDevices, splancs, sp, conf.design, Hmisc, - stats, dplyr, purrr, magrittr, polyclip, ggplot2, tidyr, - scales, cluster, reshape2, plyr -Depends: R (>= 3.6.0) -BugReports: https://github.com/Mu-Sigma/muHVT/issues -URL: https://github.com/Mu-Sigma/muHVT -RoxygenNote: 7.1.2 -Suggests: knitr, rmarkdown, testthat, geozoo, kableExtra, plotly, - data.table -VignetteBuilder: knitr -NeedsCompilation: no -Packaged: 2023-10-12 06:27:00 UTC; anureka -Author: Zubin Dowlaty [aut], - Mu Sigma, Inc. [cre] -Maintainer: "Mu Sigma, Inc." -Repository: CRAN -Date/Publication: 2023-10-12 20:10:03 UTC diff --git a/muHVT_3.0.1/muHVT/NAMESPACE b/muHVT_3.0.1/muHVT/NAMESPACE deleted file mode 100644 index 8014f02..0000000 --- a/muHVT_3.0.1/muHVT/NAMESPACE +++ /dev/null @@ -1,26 +0,0 @@ -# Generated by roxygen2: do not edit by hand - -export(HVT) -export(VQ_codebookSplit) -export(diagPlot) -export(exploded_hmap) -export(get_cell_id) -export(hvq) -export(hvtHmap) -export(madPlot) -export(mlayerHVT) -export(multiNormalDist) -export(plotCells) -export(plotDiag) -export(plotHVT) -export(predictHVT) -export(qeHistPlot) -export(removeOutliers) -export(sammonsProjection) -import(dplyr) -import(ggplot2) -import(tidyr) -import(utils) -importFrom(magrittr,"%>%") -importFrom(plyr,rbind.fill) -importFrom(stats,complete.cases) diff --git a/muHVT_3.0.1/muHVT/R/Add_boundary_points.R b/muHVT_3.0.1/muHVT/R/Add_boundary_points.R deleted file mode 100644 index 6fae075..0000000 --- a/muHVT_3.0.1/muHVT/R/Add_boundary_points.R +++ /dev/null @@ -1,30 +0,0 @@ -Add_boundary_points <- -function (tile.child, tile.parent, data.points) { - desired_index <- c() - dist_to_tile_endpoints <- list() - #for all the vertices in the parent tile - for (m in 1: length(tile.parent$x)) { - #for all the centroids of the child tile. - for (n in 1: length(data.points[, 1])) { - #find out the distance of each vertex from the all the centroids of the child tile - dist_to_tile_endpoints[[n]] <- sum(((tile.parent$x[m] - data.points[n, 1]) ^ 2), - ((tile.parent$y[m] - data.points[n, 2]) ^ 2)) - } - # index of the child tile to which the vertex of the parent tile belongs is the one to which - # the vertex of the parent tile is closest - desired_index <- which(dist_to_tile_endpoints == min(as.numeric(dist_to_tile_endpoints))) - #if more than one centroid of the child is close to a given vertex then it should be - #added to all those child tiles. - for(i in 1: length(desired_index)){ - tile.x <- c(tile.child[[desired_index[i]]]$x, tile.parent$x[m]) - tile.y <- c(tile.child[[desired_index[i]]]$y, tile.parent$y[m]) - tile.bp <- c(tile.child[[desired_index[i]]]$bp, tile.parent$bp[m]) - #use only those points which form a convex hull - var1 <- grDevices::chull(tile.x,tile.y) - tile.child[[desired_index[i]]]$x <- tile.x[var1] - tile.child[[desired_index[i]]]$y <- tile.y[var1] - tile.child[[desired_index[i]]]$bp <- tile.bp[var1] - } - } - return (tile.child) -} diff --git a/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R b/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R deleted file mode 100644 index a3ceaf9..0000000 --- a/muHVT_3.0.1/muHVT/R/Corrected_Tessellations.R +++ /dev/null @@ -1,171 +0,0 @@ -Corrected_Tessellations <- -function(current_dirsgs, current_tile, current_polygon){ - - requireNamespace("splancs") #csr function - requireNamespace("sp") #point.in.polygon function - requireNamespace("polyclip") - - - initial_dirsgs <- current_dirsgs - #vert_outside1 and vert_outside2 check for the points which are outside the parent polygon - vert_outside1 <- which(sp::point.in.polygon(current_dirsgs[, "x1"], - current_dirsgs[, "y1"], - current_tile$x, - current_tile$y) == 0) - - vert_outside2 <- which(sp::point.in.polygon(current_dirsgs[, "x2"], - current_dirsgs[, "y2"], - current_tile$x, - current_tile$y) == 0) - - #if the same index is present in both vert_outside1 and vert_outside2, it means the line - #joining these points has both the end-points outside the parent polygon - vert_outside <- intersect(vert_outside1, vert_outside2) - - #if the line joining the points p1 and p2 is outside the parent polygon and - #p1 is boundary point and p2 is not, then make p2 the boundary point or vice versa - if (length(vert_outside) > 0 ) { - for (j in 1: length(vert_outside)) { - #obtain the index of the line for which the point is outside - x_coord_index1 <- which((current_dirsgs[vert_outside[j], "x1"] == current_dirsgs[, c("x1", "x2")]) == TRUE) - y_coord_index1 <- which((current_dirsgs[vert_outside[j], "y1"] == current_dirsgs[, c("y1", "y2")]) == TRUE) - x_coord_index2 <- which((current_dirsgs[vert_outside[j], "x2"] == current_dirsgs[, c("x1", "x2")]) == TRUE) - y_coord_index2 <- which((current_dirsgs[vert_outside[j], "y2"] == current_dirsgs[, c("y1", "y2")]) == TRUE) - x_coord_index <- c(x_coord_index1, x_coord_index2) - y_coord_index <- c(y_coord_index1, y_coord_index2) - xy_index <- intersect(x_coord_index, y_coord_index) - ind_len <- length(xy_index) - #change the boundary points of those indices to TRUE - for (i in 1: ind_len) { - if (xy_index[i] > nrow(current_dirsgs)) { - current_dirsgs[(xy_index[i] - nrow(current_dirsgs)), "bp2"] <- TRUE - } else { - current_dirsgs[xy_index[i], "bp1"] <- TRUE - } - } - } - } - - #boundary points in the first index - firstpt <- current_dirsgs[which(current_dirsgs[, "bp1"] == TRUE), ] - #boundary points in the second index - secondpt <- current_dirsgs[which(current_dirsgs[, "bp2"] == TRUE), ] - - #use all these points together and remove the common rows - pts <- rbind(firstpt, secondpt) - if(any(duplicated(pts) == TRUE)){ - ptsout <- pts[-which(duplicated(pts) == TRUE), ] - }else{ - ptsout <- pts - } - - #2 matrices, 'm' to store slope and 'c' to store constants of the lines in the polygon - m_parent <- c_parent <- matrix(ncol = 1, nrow = nrow(current_polygon)) - #mat1 is the current polygon - mat1 <- current_polygon - #closing the polygon by making the first and last points same - mat1 <- rbind(mat1, mat1[1, ]) - - # Polygon offset to check if points lie within this margin - A<-list(list(x=mat1[,1], y=mat1[,2])) - C <- polyclip::polylineoffset(A, 0.0001, jointype="square", endtype="opensquare") - offset_polygon<-cbind(C[[1]][["x"]],C[[1]][["y"]]) - - #slopes and intercepts for lines in the parent polygon - for (i in 1: (nrow(mat1) - 1)) { - m_parent[i] <- ((mat1[(i + 1), 2] - mat1[i, 2]) / - (mat1[(i + 1), 1] - mat1[i, 1])) - c_parent[i] <- mat1[i, 2] - (m_parent[i] * mat1[i, 1]) - } - - #polygon is too small to calculate child level tessellations - if(any(is.nan(m_parent) == TRUE)){ - #flog.warn("Projection is not scaled enough") - return("-1") - } - - #slopes and intercepts for lines with endpoints outside the polgyon - if(nrow (ptsout) != 0){ - m_ptsout <- c_ptsout <- matrix(ncol = 1, nrow = nrow(ptsout)) - #for all lines in the child tessellations for which the points are outside - # i<-3 - for (i in 1: nrow(ptsout)){ - m_ptsout[i] <- ((ptsout[i, "y2"] - ptsout[i, "y1"]) / - (ptsout[i, "x2"] - ptsout[i, "x1"])) - c_ptsout[i] <- ptsout[i, "y1"] - (m_ptsout[i] * ptsout[i, "x1"]) - - #for all lines in the child tessellation for which the points are outside,, - #calculate the point of intersection of each line - #with all the boundary lines of the parent polygon - x <- y <- c() - for (j in 1: (nrow(mat1) - 1)) { - if ((abs(m_parent[j]) == Inf) || (m_parent[j] == m_ptsout[i])) { - x[j] <- mat1[j, 1] - if((abs(m_ptsout[i]) == Inf) || (m_parent[j] == m_ptsout[i])){ - #both are vertical lines or both are parallel - y[j] <- 500 - }else{ - y[j] <- (m_ptsout[i] * x[j]) + c_ptsout[i] - } - } else { - if (abs(m_ptsout[i]) == Inf) { - x[j] <- ptsout[i, "x1"] - y[j] <- (m_parent[j] * x[j]) + c_parent[j] - } else { - x[j] <- (c_ptsout[i] - c_parent[j]) / (m_parent[j] - m_ptsout[i]) - y[j] <- (m_ptsout[i] * x[j]) + c_ptsout[i] - } - } - } - - #check which points among all the points of intersection lies on the boundary of parent polygon - pt_intersect <- matrix(NA, ncol = 2, nrow = (nrow(mat1) - 1)) - xy.poly <- splancs::as.points(mat1) - for(j in 1: (nrow(mat1) - 1)){ - # j<-2 - xy <- splancs::as.points(x[j], y[j]) - if( - # (nrow(splancs::pip(xy, xy.poly, out = F, bound = TRUE)) != 0) || obsolete code - (sp::point.in.polygon(x[j], y[j], offset_polygon[, 1], offset_polygon[, 2]) !=0) || - (sp::point.in.polygon(as.character(x[j]), as.character(y[j]), offset_polygon[, 1], offset_polygon[, 2]) != 0)){ - pt_intersect[j, ] <- xy - } - } - #discard the points which are not on the boundary. - rows_del <- NULL - for(k in 1: (nrow(mat1) - 1)){ - if(length(all(is.na(pt_intersect[k,])))){ - rows_del[k] <- all(is.na(pt_intersect[k,])) - } - } - - if(any(rows_del == TRUE)){ - pt_intersect <- pt_intersect[-which(rows_del == TRUE), , drop = FALSE] - } - - #calculate the distance between the boundary point of the second level tessellation with the - #points of intersection which are on the boundary of the parent tile. - if(nrow(pt_intersect) != 0){ - distmat <- matrix(0, ncol = 2, nrow = (nrow(pt_intersect) + 1)) - distmat[2: nrow(distmat), ] <- pt_intersect - #choose the point which is a boundary point - if(ptsout[i, "bp1"] == TRUE){ - distmat[1, ] <- as.matrix(ptsout[i, c("x1", "y1")]) - desired_pt <- distmat[which(stats::dist(distmat) == min(as.matrix(stats::dist(distmat))[2: nrow(distmat),1])) + 1,] # +1 to get the correct index from the output of dist function - ptsout[i, c("x1", "y1")] <- desired_pt - } - if(ptsout[i, "bp2"] == TRUE){ - distmat[1, ] <- as.matrix(ptsout[i, c("x2", "y2")]) - desired_pt <- distmat[which(stats::dist(distmat) == min(as.matrix(stats::dist(distmat))[2: nrow(distmat),1])) + 1,] # +1 to get the correct index from the output of dist function - ptsout[i, c("x2", "y2")] <- desired_pt - } - } - } - } - - #assign the new points to the output of the tessellation - current_dirsgs[rownames(ptsout), ] <- ptsout - - #return the result - return (current_dirsgs) -} diff --git a/muHVT_3.0.1/muHVT/R/DelaunayInfo.R b/muHVT_3.0.1/muHVT/R/DelaunayInfo.R deleted file mode 100644 index 9d811ea..0000000 --- a/muHVT_3.0.1/muHVT/R/DelaunayInfo.R +++ /dev/null @@ -1,225 +0,0 @@ -DelaunayInfo <- -function(gidata, poly_info, rawdeldati, n_cells){ - - requireNamespace("deldir") #deldir function - requireNamespace("grDevices") #chull function - requireNamespace("splancs") #csr function - requireNamespace("sp") #point.in.polygon function - requireNamespace("conf.design") #factorize function - - new_pt <- matrix(0, ncol = 2, nrow = 1) - #function to perform the transformation to get the new points which will be inside the parent polygon - New_Points <- function(scale_translate_info){ - mat_scale <- matrix(c(scale_translate_info[1], 0, 0, scale_translate_info[2]), ncol = 2) - mat_tran <- matrix(c(scale_translate_info[3], scale_translate_info[4]), ncol = 1) - new_pt[1, ] <- t((mat_scale %*% matrix(c(rawdeldati[[ind1]][j, 1], - rawdeldati[[ind1]][j, 2]), ncol = 1)) + mat_tran) - return(new_pt) - } - - #function to chop parent tile into smaller boxes - Parent_Tile_Boxes <- function(output_polygon){ - - xrange_parent_poly <- range(output_polygon[, 1]) - yrange_parent_poly <- range(output_polygon[, 2]) - #divide the range into segments - xseq_parent <- seq(xrange_parent_poly[1], xrange_parent_poly[2], length.out = 15) - yseq_parent <- seq(yrange_parent_poly[1], yrange_parent_poly[2], length.out = 15) - - Points_on_ylines <- Points_on_xlines <- y_points_inside_polygon <- x_points_inside_polygon <- list() - - for(i in 1: length(xseq_parent)){ - #points on line with constant 'y' - Points_on_ylines[[i]] <- matrix(c(xseq_parent, - rep(yseq_parent[i], length(xseq_parent))), - ncol = 2, byrow = FALSE) - #points on line with constant 'x' - Points_on_xlines[[i]] <- matrix(c(rep(xseq_parent[i], length(yseq_parent)), - yseq_parent), ncol = 2, byrow = FALSE) - } - - for(i in 1: length(xseq_parent)){ - #points on line with constant 'x' and those that are inside the polygon - x_points_inside_polygon[[i]] <- Points_on_xlines[[i]][c(which(sp::point.in.polygon(Points_on_xlines[[i]][, 1], - Points_on_xlines[[i]][, 2], - output_polygon[, 1], - output_polygon[, 2]) != 0)), ,drop = FALSE] - #lines(x_points_inside_polygon[[i]][, 1], x_points_inside_polygon[[i]][, 2]) - } - - #constructing smaller polygons inside parent polygon - smaller_polygons_within_parent <- list() - #npoly <-0 - no_of_small_poly <- 1 - for(i in 1: (length(x_points_inside_polygon) - 1)){ - - #if there are 2 or more points on a line - if(length(x_points_inside_polygon[[i]][, 1]) > 1){ - - for(j in 1: (length(x_points_inside_polygon[[i]][, 1]) - 1)){ - - #if the consecutive y co-ordinates are present in the next line - if(x_points_inside_polygon[[i]][j, 2] %in% x_points_inside_polygon[[(i + 1)]][, 2] && - x_points_inside_polygon[[i]][(j + 1), 2] %in% x_points_inside_polygon[[(i + 1)]][, 2]){ - - smaller_polygons_within_parent[[no_of_small_poly]] <- matrix(c(x_points_inside_polygon[[i]][j, ], - x_points_inside_polygon[[(i + 1)]][1, 1], - x_points_inside_polygon[[i]][j, 2], - x_points_inside_polygon[[(i + 1)]][1, 1], - x_points_inside_polygon[[i]][(j + 1), 2], - x_points_inside_polygon[[i]][j, 1], - x_points_inside_polygon[[i]][(j + 1), 2]), - ncol = 2, byrow = TRUE) - no_of_small_poly <- no_of_small_poly + 1 - } - } - } - } - return(smaller_polygons_within_parent) - } - - #function to chop sammon space into smaller boxes - Sammon_Space_Boxes <- function(input_polygon, nbox){ - - requireNamespace("grDevices") #chull function - requireNamespace("splancs") #csr function - requireNamespace("sp") #point.in.polygon function - requireNamespace("conf.design") #factorize function - - xrange_sammon_poly <- range(input_polygon[, 1]) - yrange_sammon_poly <- range(input_polygon[, 2]) - #create same number of boxes as that in parent polygon - nbox_factors <- conf.design::factorize(nbox) - if(length(nbox_factors) == 1){ - nbox <- nbox - 1 - nbox_factors <- conf.design::factorize(nbox) - } - xseq_sammon <- seq(xrange_sammon_poly[1], - xrange_sammon_poly[2], - length.out = nbox_factors[length(nbox_factors)] + 1) - yseq_sammon <- seq(yrange_sammon_poly[1], - yrange_sammon_poly[2], - length.out = nbox / nbox_factors[length(nbox_factors)] + 1) - - samPoints_on_ylines <- samPoints_on_xlines <- list() - - for(i in 1: length(xseq_sammon)){ - #points on line with constant 'x' - samPoints_on_xlines[[i]] <- matrix(c(rep(xseq_sammon[i], length(yseq_sammon)), - yseq_sammon), - ncol = 2, byrow = FALSE) - } - - #constructing polygons inside sammon polygon - smaller_polygons_within_sammon <- list() - #npoly <-0 - no_of_small_samPoly <- 1 - for(l in 1: (length(samPoints_on_xlines) - 1)){ - #if there are 2 or more points on a line - if(length(samPoints_on_xlines[[l]][, 1]) > 1){ - for(m in 1: (length(samPoints_on_xlines[[l]][, 1]) - 1)){ - #if the consecutive y co-ordinates are present in the next line - if(samPoints_on_xlines[[l]][m, 2] %in% samPoints_on_xlines[[(l + 1)]][, 2] && - samPoints_on_xlines[[l]][(m + 1), 2] %in% samPoints_on_xlines[[(l + 1)]][, 2]){ - - smaller_polygons_within_sammon[[no_of_small_samPoly]] <- matrix(c(samPoints_on_xlines[[l]][m, ], - samPoints_on_xlines[[(l + 1)]][1, 1], - samPoints_on_xlines[[l]][m, 2], - samPoints_on_xlines[[(l + 1)]][1, 1], - samPoints_on_xlines[[l]][(m + 1), 2], - samPoints_on_xlines[[l]][m, 1], - samPoints_on_xlines[[l]][(m + 1), 2]), - ncol = 2, byrow = TRUE) - no_of_small_samPoly <- no_of_small_samPoly + 1 - } - } - } - } - return(smaller_polygons_within_sammon) - } - - #construct the polygons in parent tile - par_tile_polygon <- list() - #variable storing appropriate parent tile index - lindex <- c() - #for constructing sammon space polygon - xrange <- yrange <- sammon_space_polygon <- list() - #to store the chopped rectangles in both parent tile and sammon space - boxes_in_sammon_space <- boxes_in_parent_tile <- list() - #to store the scale-factors and translate matrix information - transformation_matrices_info <- int_list <- list() - #for the indices of the smaller rectangles containing sammon points in the sammon space polygon - rect_indices_containing_points <- inter_indices <- list() - #to store the transformed points - new_rawdeldati <- list() - parentTiles <- unique(gidata[, "Segment.Parent"]) - - for(ind1 in 1: length(parentTiles)){ - if(((parentTiles[ind1]) %% n_cells)){ - lindex[ind1] <- (parentTiles[ind1] %% n_cells) - }else{ - lindex[ind1] <- n_cells - } - par_tile_polygon[[ind1]] <- matrix(c(poly_info[[lindex[ind1]]]$x, - poly_info[[lindex[ind1]]]$y), - ncol = 2, byrow = FALSE) - - #construct the sammon space polygon using xrange and yrange of sammon - xrange[[ind1]] <- range(rawdeldati[[ind1]][, 1]) - yrange[[ind1]] <- range(rawdeldati[[ind1]][, 2]) - sammon_space_polygon[[ind1]] <- matrix(c(xrange[[ind1]][1], yrange[[ind1]][1], - xrange[[ind1]][2], yrange[[ind1]][1], - xrange[[ind1]][2], yrange[[ind1]][2], - xrange[[ind1]][1], yrange[[ind1]][2]), - ncol = 2, byrow = TRUE) - - #represent each small box in the bigger polygon as a polygon - - boxes_in_parent_tile[[ind1]] <- Parent_Tile_Boxes(par_tile_polygon[[ind1]]) - nbox <- length(boxes_in_parent_tile[[ind1]]) - if(nbox == 0){ - return("-1") - } - boxes_in_sammon_space[[ind1]] <- Sammon_Space_Boxes(sammon_space_polygon[[ind1]], nbox) - - #transformation_matrices_info will have scale matrix and translate matrix values for each - #rectangle-rectangle transformation from sammon space to parent polygon - - #obtain the scale matrix - scaleMat <- ScaleMat(boxes_in_sammon_space[[ind1]][[1]], - boxes_in_parent_tile[[ind1]][[1]]) - for(j in 1: length(boxes_in_sammon_space[[ind1]])){ - #get the translate matrix values by giving scale matrix also as input - int_list[[j]] <- Transform_Coordinates(boxes_in_sammon_space[[ind1]][[j]], - boxes_in_parent_tile[[ind1]][[j]], - scaleMat) - } - transformation_matrices_info[[ind1]] <- int_list - int_list <- list() - - #find the indices of the smaller boxes in sammon space in which the input sammon points exist - - for(j in 1: length(rawdeldati[[ind1]][, 1])){ - for(k in 1: length(boxes_in_sammon_space[[ind1]])){ - if(sp::point.in.polygon(rawdeldati[[ind1]][j, 1], - rawdeldati[[ind1]][j, 2], - boxes_in_sammon_space[[ind1]][[k]][, 1], - boxes_in_sammon_space[[ind1]][[k]][, 2]) != 0){ - inter_indices[[j]] <- k - } - } - } - rect_indices_containing_points[[ind1]] <- inter_indices - - #using the indices obtained above and the scale and transzlate matrices to - #get the transformed coordinates for the input sammon datapoints - int_matrix <- matrix(0, ncol = 2, nrow = length(rawdeldati[[ind1]][, 1])) - row.names(int_matrix) <- row.names(rawdeldati[[ind1]]) - - for(j in 1: length(rawdeldati[[ind1]][, 1])){ - int_matrix[j, ] <- New_Points(transformation_matrices_info[[ind1]][[rect_indices_containing_points[[ind1]][[j]]]]) - } - new_rawdeldati[[ind1]] <- int_matrix - } - return(new_rawdeldati) -} diff --git a/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R b/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R deleted file mode 100644 index 575a5c1..0000000 --- a/muHVT_3.0.1/muHVT/R/Delete_Outpoints.R +++ /dev/null @@ -1,28 +0,0 @@ -Delete_Outpoints <- -function(tile, check_dirsgs){ - check_dirsgs[, c("x1","x2","y1", "y2")]<-round(check_dirsgs[, c("x1","x2","y1", "y2")], 6) - tile$x <- round(tile$x,6) - tile$y <- round(tile$y,6) - tile_vert_info <- list() - for(tile_index in 1: length(tile$x)){ - #get the index of the vertices which are outside the parent tile; if a vertex is outside - #the parent tile then the coordinate of that vertex will not be present in dirsgs - if(length(intersect(which(check_dirsgs[, c("y1", "y2")] == tile$y[tile_index]), - which(check_dirsgs[, c("x1", "x2")] == tile$x[tile_index])))){ - tile_vert_info[[tile_index]] <- TRUE - }else{ - tile_vert_info[[tile_index]] <- FALSE - } - - # tile_vert_info[[tile_index]] <- is.na(which(round(check_dirsgs[, c("y1", "y2")], 6) == round(tile$y[tile_index], 6)) && - # which(round(check_dirsgs[, c("x1", "x2")], 6) == round(tile$x[tile_index], 6))) - } - #delete the vertices which are outside the parent tile - del_ind <- which(tile_vert_info == FALSE) - if(length(del_ind)){ - tile$x <- tile$x[-del_ind] - tile$y <- tile$y[-del_ind] - tile$bp <- tile$bp[-del_ind] - } - return(tile) -} diff --git a/muHVT_3.0.1/muHVT/R/HVT.R b/muHVT_3.0.1/muHVT/R/HVT.R deleted file mode 100644 index f66ed02..0000000 --- a/muHVT_3.0.1/muHVT/R/HVT.R +++ /dev/null @@ -1,673 +0,0 @@ -#' Constructing Hierarchical Voronoi Tessellations -#' -#' Main function to construct hierarchical voronoi tessellations. -#' -#' This is the main function to construct hierarchical voronoi tessellations. -#' The \code{hvq} function is called from this function. The output of the -#' \code{hvq} function is hierarchical clustered data which will be the input -#' for constructing tessellations. The data is then represented in 2d -#' coordinates and the tessellations are plotted using these coordinates as -#' centroids. For subsequent levels, transformation is performed on the 2d -#' coordinates to get all the points within its parent tile. Tessellations are -#' plotted using these transformed points as centroids. The lines in the -#' tessellations are chopped in places so that they do not protrude outside the -#' parent polygon. This is done for all the subsequent levels. -#' -#' @param dataset Data frame. A data frame with different columns is given as -#' input. -#' @param min_compression_perc Numeric. An integer indicating the minimum percent compression rate to -#' be achieved for the dataset -#' @param n_cells Numeric. An integer indicating the number of cells per -#' hierarchy (level) -#' @param depth Numeric. An integer indicating the number of levels. (1 = No -#' hierarchy, 2 = 2 levels, etc ...) -#' @param quant.err Numeric. A number indicating the quantization error -#' treshold. -#' @param projection.scale Numeric. A number indicating the scale factor for -#' the tesselations so as to visualize the sub-tesselations well enough. -#' @param normalize Logical. A logical value indicating if the columns in your -#' dataset should be normalized. Default value is TRUE. -#' @param scale_summary List. A list with mean and standard deviation values for all the features in the dataset. -#' Pass the scale summary when the input dataset is already scaled or normalize is set to False. -#' @param distance_metric character. The distance metric can be "L1_Norm" or "Manhattan". L1_Norm is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param quant_method character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default -#' @param diagnose Logical. A logical value indicating if the diagnose is required. Default value is TRUE. -#' @param hvt_validation Logical. A logical value indicating if the MAD values are to tested for validation set. Default value is FALSE. -#' @param train_validation_split_ratio Numeric. A numeric value indicating the train and validation split ratio. -#' @return A list that contains the hierarchical tesselation information. This -#' list has to be given as input argument to plot the tessellations. -#' \item{[[1]] }{List. Information about the tesselation co-ordinates - level -#' wise} \item{[[2]] }{List. Information about the polygon co-ordinates - level -#' wise} -#' \item{[[3]] }{List. Information about the hierarchical vector quantized data - level wise} -#' \item{[[4]] }{List. Information about the model diagnosis- selected level} -#' \item{[[5]] }{List. Information about the MAD values and percentage anomalies for validation dataset} -#' -#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya -#' @seealso \code{\link{plotHVT}} \cr \code{\link{hvtHmap}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#' -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 3, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' plotHVT(hvt.results, line.width = c(1.2,0.8,0.4), color.vec = c('#141B41','#0582CA','#8BA0B4'), -#' maxDepth = 3) -#' @export HVT - - -HVT <- - function(dataset, - min_compression_perc = NA, - n_cells = NA, - depth = 1, - quant.err = 0.2, - projection.scale = 10, - normalize = FALSE, - distance_metric = c("L1_Norm", "L2_Norm"), - error_metric = c("mean", "max"), - quant_method=c("kmeans","kmedoids"), - scale_summary = NA, - diagnose=FALSE, - hvt_validation=FALSE, - train_validation_split_ratio=0.8 - ) { - #browser() - requireNamespace("deldir") #deldir function - requireNamespace("Hmisc") #ceil function - requireNamespace("grDevices") #chull function - requireNamespace("splancs") #csr function - requireNamespace("sp") #point.in.polygon function - requireNamespace("conf.design") #factorize functionScreenshot from 2022-10-26 16-15-44 - -if(quant_method=="kmedoids"){message(' K-Medoids: Run time for vector quantization using K-Medoids is very high for large number of clusters.')} - # browser() - dataset <- as.data.frame(dataset) - # dataset <- as.data.frame(sapply(dataset[,1:length(dataset[1,])], as.numeric)) - dataset=data.frame( - lapply(dataset, as.numeric), - check.names = F, - row.names = rownames(dataset) - ) - - - ## Diagnose Function - if(hvt_validation){ - if(train_validation_split_ratio >1 | train_validation_split_ratio <0){stop("The train_validation_split_ratio should be in range 0-1 ")} - message(paste0("Check MAD parameter has been set to TRUE, the train data will be randomly split by the ratio of ",train_validation_split_ratio*100,":",(1-train_validation_split_ratio)*100)) - - set.seed(279) - smp_size <- floor(train_validation_split_ratio * nrow(dataset)) - train_ind <- sample(seq_len(nrow(dataset)), size = smp_size) - - validation_data <- dataset[-train_ind, ] - dataset <- dataset[train_ind, ] - - } - - - if (normalize) { - scaledata <- scale(dataset, scale = T, center = T) - rownames(scaledata) <- rownames(dataset) - - mean_data <- attr(scaledata, "scaled:center") - std_data <- attr(scaledata, "scaled:scale") - - scale_summary <- list(mean_data = mean_data, std_data = std_data) - - # flog.info("scaling is done") - } else { - scaledata <- as.matrix(dataset) - rownames(scaledata) <- rownames(dataset) - # flog.info("The data is not scaled as per the user requirement") - if(!all(is.na(scale_summary))){ - scale_summary = scale_summary - }else{ - scale_summary = NA - # stop("Please pass scale_summary to the function or set normalize parameter to TRUE") - } - - } - - polinfo <- hvqdata <- list() - # browser() - hvq_k <- - hvq( - scaledata, - min_compression_perc = min_compression_perc, - n_cells = n_cells, - depth = depth, - quant.err = quant.err, - distance_metric = distance_metric, - error_metric = error_metric, - quant_method=quant_method - ) - - if(!is.na(min_compression_perc)){ - n_cells <- hvq_k$compression_summary$noOfCells - depth <- 1 - } - - # flog.info("HVQ output is ready") - hvqoutput <- hvq_k$summary - - gdata <- hvqoutput #assign the output of hvq file to gdata - #cleaning the data by deleting the rows containing NA's - #gdata <- gdata[-which(is.na(gdata[, 5])), ] - gdata <- hvqoutput[stats::complete.cases(hvqoutput), ] - hvqdata <- gdata - # flog.info("NA's are removed from the HVQ output") - - #to store hvqdata according to each level - tessdata <- input.tessdata <- list() - #stores sammon co-ordinates and segregated according to each level - points2d <- list() - #sammon datapoints to be stored in hierarchy - rawdeldata <- list() - #rawdeldata is transformed to be within its parent tile and stored in new_rawdeldata - new_rawdeldata <- list() - #contains the vertices of the parent polygon - pol_info <- polygon_info <- list() - #number of levels - nlevel <- length(unique(gdata[, "Segment.Level"])) - #verify if the transformed points are correct - transpoints <- list() - - # New columns added to the dataset by the hvq function - newcols <- ncol(hvqoutput) - ncol(dataset) - # Variable to store information on mapping - par_map <- list() - - for (i in 1:nlevel) { - #hvqdata segregated according to different levels - tessdata[[i]] <- gdata[which(gdata[, "Segment.Level"]==i),] - # tessdata[[i]] <- tessdata[[i]] %>% mutate(across(where(is.double), round, 8)) - # tessdata[[i]] <- tessdata[[i]] %>% mutate_if(is.double, round, 8) - } - - # data to be used as input to sammon function - # input.tessdata[[i]] <- tessdata[[i]][, (newcols+1): ncol(hvqoutput)] - # d<-cmdscale() - # } - # } - # # tessdata[[i]] <- round(tessdata[[i]], digits = 8) - counter <- c(1:nlevel) - - sammon_par <- - function(x) { - 10 * (MASS::sammon( - # dist() function computes and returns the distance matrix computed by using the specified distance measure - #to compute the distances between the rows of a data matrix. - d = stats::dist(unique(tessdata[[x]][, (newcols + 1):ncol(hvqoutput)])), - # d = stats::dist(unique(round(tessdata[[x]], 8)[, (newcols + 1):ncol(hvqoutput)])), - niter = 10 ^ 5, - trace = FALSE - )$points) - } - - # sammon_par<-function(x){10 * (MASS::sammon(d=stats::dist(unique(tessdata[[x]][, (newcols+1): ncol(hvqoutput)])), y =jitter(cmdscale(dist(unique(tessdata[[x]][, (newcols+1): ncol(hvqoutput)])),2)), niter = 10^5,trace=FALSE)$points)} - points2d <- lapply(counter, sammon_par) - - - for (i in 1:nlevel) { - # #hvqdata segregated according to different levels - # tessdata[[i]] <- gdata[which(gdata[, "Segment.Level"] == i), ] - # - # #data to be used as input to sammon function - # input.tessdata[[i]] <- tessdata[[i]][, (newcols+1): ncol(hvqoutput)] - # - # #sammon function output is 2d coordinates which are saved level-wise - # points2d[[i]] <- projection.scale * (MASS::sammon(stats::dist(unique(input.tessdata[[i]])),niter = 10^5,trace=FALSE)$points) - # - # #sammon datapoints grouped according to the hierarchy - intermediate.rawdata <- list() - rn = row.names(points2d[[i]]) - vec = as.integer(rn) - sum(n_cells ^ (0:(i - 1))) + 1 - - # for(j in 1: length(unique(tessdata[[i]][, "Segment.Parent"]))) { - index = 1 - for (j in unique(tessdata[[i]][, "Segment.Parent"])) { - # print(((n_cells * (j - 1)) + 1): (j * n_cells)) - # intermediate.rawdata[[j]] <- cbind(points2d[[i]][((n_cells * (j - 1)) + 1): (j * n_cells), 1], - # points2d[[i]][((n_cells * (j - 1)) + 1): (j * n_cells), 2]) - if (any(dplyr::between(j - vec / n_cells, 0, 0.9999))) { - intermediate.rawdata[[index]] <- - cbind(points2d[[i]][rn[dplyr::between(j - vec / n_cells, 0, 0.9999)], 1], - points2d[[i]][rn[dplyr::between(j - vec / - n_cells, 0, 0.9999)], 2]) - index = index + 1 - } - } - rawdeldata[[i]] <- intermediate.rawdata - - } - rm(intermediate.rawdata) - # flog.info("Sammon points for all the levels have been calculated") - - #new_rawdeldata contains the transformed points of rawdeldata - new_rawdeldata[[1]] <- rawdeldata[[1]] - - #deldat1 is the output of the deldir::deldir function and contains the tessellation information - deldat1 <- deldat2 <- list() - #deldir function of deldir package gives the tessellations output - deldat2[[1]] <- deldir::deldir(new_rawdeldata[[1]][[1]][, 1], - new_rawdeldata[[1]][[1]][, 2]) - deldat1[[1]] <- deldat2 - rm(deldat2) - # flog.info("Tessellations are calculated for the first level") - #plotting the tessellation - #plot(deldat1[[1]][[1]], wlines = "tess", lty = 1, lwd = 4) - - #polygon_info stores parent tile vertices information - #polygon_info is the modified tile.list output except for first level. - pol_info[[1]] <- deldir::tile.list(deldat1[[1]][[1]]) - - #loop throught the polygon and add the row name as id variable - # row names of info in rawdeldata is preserved from the hvqoutput and this row name ties the rawdeldata back to the hierarchy - # in the hvqoutput dataset - pol_info[[1]] <- mapply(function(info, id) { - info$id = as.numeric(id) - info <- - append(info, as.list(gdata[row.names(gdata) == id, c('Segment.Level', 'Segment.Parent', 'Segment.Child')])) - return(info) - }, pol_info[[1]], as.list(row.names(new_rawdeldata[[1]][[1]])), SIMPLIFY = FALSE) - - polygon_info[[1]] <- pol_info - rm(pol_info) - par_tile_indices <- n_par_tile <- list() - par_tile_indices[[1]] <- - unique(tessdata[[1]][, "Segment.Parent"]) - n_par_tile[[1]] <- - length(unique(tessdata[[1]][, "Segment.Parent"])) - if (nlevel < 2) { - polinfo <- polygon_info - - fin_out <- list() - - fin_out[[1]] <- deldat1 - fin_out[[2]] <- polinfo - fin_out[[3]] <- hvq_k - fin_out[[3]][['scale_summary']] <- scale_summary - level = 1 - level_names <- list() - level_names[[level]] <- fin_out[[2]][[level]] %>% purrr::map(~ { - this <- . - element <- this[[1]] - return(element$Segment.Parent) - }) %>% unlist() - - names(fin_out[[2]][[level]]) <- level_names[[level]] - - ####### Adding Code for Diagnosis Plot - diag_Suggestion=NA - fin_out[[4]] = NA - fin_out[[5]] <- NA - if(diagnose){ - # fin_out[[4]] = NA - diag_list = diagPlot(hvt.results = fin_out, - data = dataset, - level = depth, - quant.err = quant.err, - distance_metric=distance_metric, - error_metric=error_metric - ) - diag_Suggestion = diagSuggestion(hvt.results = fin_out, - data = dataset, - level = depth, - quant.err = quant.err, - distance_metric=distance_metric, - error_metric=error_metric - ) - fin_out[[4]] = diag_list - - } - - ####### Adding Code for MAD Plot -# browser() - if(hvt_validation){ - ####### MAD Plot ################ - - predictions_validation = list() - predictions_validation <- predictHVT( - data = validation_data, - hvt.results.model=fin_out, - child.level = depth, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - mad.threshold = quant.err, - distance_metric = distance_metric, - error_metric = error_metric - ) - - mad_plot=madPlot(predictions_validation) - fin_out[[5]] <- list() - fin_out[[5]][["mad_plot"]] <- mad_plot - } - ### Model Info - - model_train_date=Sys.time() - input_parameters = list( - n_cells = n_cells, - depth = depth, - quant.err = quant.err, - projection.scale = projection.scale, - normalize = normalize, - distance_metric = distance_metric[1], - error_metric = error_metric[1], - quant_method = quant_method[1], - diagnose = diagnose, - hvt_validation = hvt_validation, - train_validation_split_ratio = train_validation_split_ratio - ) - - validation_result=diag_Suggestion - fin_out[["model_info"]]=list(model_train_date=model_train_date, - type="hvt_model", - input_parameters=input_parameters, - validation_result=validation_result - - ) - - # generating cell ID using get_cell_id - fin_out[[3]]$summary <- get_cell_id(hvt.results=fin_out) - fin_out[[3]]$summary <- fin_out[[3]]$summary %>% select(Segment.Level, Segment.Parent, Segment.Child, n, Cell.ID, Quant.Error, colnames(dataset)) - - return(fin_out) - - } else { - for (i in 2:nlevel) { - new_rawdeldata[[i]] <- list() - par_tile_indices[[i]] <- - unique(tessdata[[i]][, "Segment.Parent"]) - n_par_tile[[i]] <- - length(unique(tessdata[[i]][, "Segment.Parent"])) - par_map[[i - 1]] <- list() - - for (tileIndex in 1:n_par_tile[[(i - 1)]]) { - # print(tileIndex) - #a chunk of hvqdata which contains the rows corresponding to a particular parent tile - gi_par_tiles <- - par_tile_indices[[i]][intersect(which((par_tile_indices[[i]] / n_cells) <= par_tile_indices[[(i - 1)]][tileIndex]), - which((par_tile_indices[[(i - 1)]][tileIndex] - 1) < (par_tile_indices[[i]] / n_cells)))] - gidata <- - tessdata[[i]][which(tessdata[[i]][, "Segment.Parent"] %in% gi_par_tiles),] - par_map[[i - 1]][[par_tile_indices[[(i - 1)]][tileIndex]]] <- - gi_par_tiles - - #datapoints corresponding to a particular parent tile - rawdeldati <- - rawdeldata[[i]][intersect(which((par_tile_indices[[i]] / n_cells) <= par_tile_indices[[(i - 1)]][tileIndex]), - which((par_tile_indices[[(i - 1)]][tileIndex] - 1) < (par_tile_indices[[i]] / n_cells)))] - if (nrow(gidata) != 0) { - #transformation of rawdeldata such that they are inside the parent tile and output is stored in new_rawdeldata - transpoints <- - DelaunayInfo(gidata, polygon_info[[(i - 1)]][[tileIndex]], rawdeldati, n_cells) - if (all(transpoints != "-1")) { - new_rawdeldata[[i]] <- append(new_rawdeldata[[i]], transpoints) - } else{ - deldat1[i] <- 0 - polinfo <<- polygon_info - #flog.warn("Projection is not scaled enough and the polygon is very small to perform transformation") - return(deldat1) - #return("Projection is not scaled enough and the polygon is very small to perform transformation") - } - - } - } - # flog.info("Sammon points of level %s are transformed", i) - - deldat2 <- list() - par_tile_polygon <- list() - #? - for (tileNo in 1:n_par_tile[[i]]) { - # print(tileNo) - #modulus operation for the last index in polygon_info - if (((par_tile_indices[[i]][tileNo]) %% n_cells)) { - last_index <- (par_tile_indices[[i]][tileNo] %% n_cells) - } else{ - last_index <- n_cells - } - - #divide to get the parent tile - sec_index <- - Hmisc::ceil(par_tile_indices[[i]][tileNo] / n_cells) - - deldat2[[tileNo]] <- - deldir::deldir(new_rawdeldata[[i]][[tileNo]][, 1], - new_rawdeldata[[i]][[tileNo]][, 2], - rw = c( - range(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$x) - c(0.5,-0.5), - range(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$y) - c(0.5,-0.5) - )) - - #CORRECT ROW NAMES - deldat2[[tileNo]]$rownames.orig <- - as.numeric(row.names(new_rawdeldata[[i]][[tileNo]])) - - #constructing parent polygons - par_tile_polygon[[tileNo]] <- - matrix( - c(polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$x, - polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]]$y), - ncol = 2, - byrow = FALSE - ) - #correct the tessellations - cur_dirsgs <- deldat2[[tileNo]]$dirsgs - cur_tile <- - polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]] - cur_polygon <- par_tile_polygon[[tileNo]] - verify_dirsgs <- Corrected_Tessellations(cur_dirsgs, - cur_tile, - cur_polygon) - - #polygon is sufficient to calculate next level tessellations inside this - if (all(verify_dirsgs[, 1:8] != "-1")) { - deldat2[[tileNo]]$dirsgs <- verify_dirsgs - # flog.info("Tessellations for level %s is calculated", i) - } else{ - deldat1[[i]] <- 0 - #flog.warn("Projection is not scaled enough and the polygon is very small to perform transformation") - polinfo <<- polygon_info - return(deldat1) - #return("Projection is not scaled enough to perform tessellations for the next level") - } - - #delete lines with both the points identical - new_dirsgs <- deldat2[[tileNo]]$dirsgs - del_rows <- 0 - for (j in 1:nrow(new_dirsgs)) { - if (round(new_dirsgs[j, "x1"], 6) == round(new_dirsgs[j, "x2"], 6) && - round(new_dirsgs[j, "y1"], 6) == round(new_dirsgs[j, "y2"], 6)) { - del_rows <- c(del_rows, j) - } - } - if (length(del_rows) > 1) { - new_dirsgs <- new_dirsgs[-del_rows, ] - } - deldat2[[tileNo]]$dirsgs <- new_dirsgs - # flog.info("Line with same endpoints are deleted") - } - - deldat1[[i]] <- deldat2 - - polygon_info[[i]] <- list() - #polygon information to correct the polygons - for (parentIndex in 1:n_par_tile[[i]]) { - polygon_info[[i]][[parentIndex]] <- - suppressMessages(deldir::tile.list(deldat1[[i]][[parentIndex]])) - # Add id corresponding to each segment from rownames.orig information - polygon_info[[i]][[parentIndex]] <- - mapply(function(info, id) { - info$id = as.numeric(id) - info <- - append(info, as.list(gdata[row.names(gdata) == id, c('Segment.Level', 'Segment.Parent', 'Segment.Child')])) - return(info) - }, - polygon_info[[i]][[parentIndex]], - as.list(deldat1[[i]][[parentIndex]]$rownames.orig), - SIMPLIFY = FALSE) - } - - #to delete the points which are outside the parent tile - - for (parentIndex in 1:length(polygon_info[[i]])) { - for (tileIndex in 1:length(polygon_info[[i]][[parentIndex]])) { - tile <- polygon_info[[i]][[parentIndex]][[tileIndex]] - check_dirsgs <- deldat1[[i]][[parentIndex]]$dirsgs - if (nrow(check_dirsgs) != 0 && length(tile$x) != 0) { - polygon_info[[i]][[parentIndex]][[tileIndex]] <- - Delete_Outpoints (tile, check_dirsgs) - } - } - } - # flog.info("Endpoints of tessellation lines which are outside parent polygon are deleted") - - for (parentIndex in 1:n_par_tile[[i]]) { - #modulo operation to obtain the last index - if (((par_tile_indices[[i]][parentIndex]) %% n_cells)) { - last_index <- (par_tile_indices[[i]][parentIndex] %% n_cells) - } else{ - last_index <- n_cells - } - #divide to get second index - sec_index <- - Hmisc::ceil(par_tile_indices[[i]] / n_cells)[parentIndex] - - polygon_info[[i]][[parentIndex]] <- - Add_boundary_points(polygon_info[[i]][[parentIndex]], - polygon_info[[(i - 1)]][[which(par_tile_indices[[(i - 1)]] == sec_index)]][[last_index]], - new_rawdeldata[[i]][[parentIndex]]) - } - # flog.info("Vertices of parent tile are added to appropriate child tile") - } - - polinfo <- polygon_info - - # par_map <- reshape2::melt(par_map) - # colnames(par_map) <- c('Child','Parent','Level') - # par_map <- par_map %>% mutate(ChildNo = (Parent-1)*n_cells+Child) - - fin_out <- list() - - fin_out[[1]] <- deldat1 - fin_out[[2]] <- polinfo - fin_out[[3]] <- hvq_k - fin_out[[3]][['scale_summary']] <- scale_summary - # fin_out[[4]] <- par_map - level_names <- list() - - for (level in 1:nlevel) { - level_names[[level]] <- fin_out[[2]][[level]] %>% purrr::map(~ { - this <- . - element <- this[[1]] - return(element$Segment.Parent) - }) %>% unlist() - - names(fin_out[[2]][[level]]) <- level_names[[level]] - } - - # fin_out <- correctedBoundaries(fin_out,nlevel) - - emptyParents <- depth - length(fin_out[[2]]) - for (i in 1:emptyParents) { - fin_out[[2]][[length(fin_out[[2]]) + 1]] <- list() - } - - ###### Adding Code for Diagnosis Plot - diag_Suggestion =NA - fin_out[[4]] = NA - fin_out[[5]] <- NA - - if(diagnose){ - fin_out[[4]] = NA - diag_list = diagPlot(hvt.results = fin_out, - data = dataset, - level = depth, - quant.err = quant.err, - distance_metric=distance_metric, - error_metric=error_metric - ) - - diag_Suggestion = diagSuggestion(hvt.results = fin_out, - data = dataset, - level = depth, - quant.err = quant.err, - distance_metric=distance_metric, - error_metric=error_metric - ) - fin_out[[4]] = diag_list - - } - - # fin_out[[5]] <- NA - - ####### Adding Code for MAD Plot - if(hvt_validation){ - # browser() - - ####### MAD Plot ################ - predictions_validation = list() - predictions_validation <- predictHVT( - data = validation_data, - hvt.results.model=fin_out, - child.level = depth, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - mad.threshold = quant.err, - distance_metric = distance_metric, - error_metric = error_metric - ) - - mad_plot=madPlot(predictions_validation) - fin_out[[5]] <- list() - fin_out[[5]][["mad_plot"]] <- mad_plot - } - - #### Model info - - ### Model Info - - model_train_date=Sys.time() - input_parameters = list( - n_cells = n_cells, - depth = depth, - quant.err = quant.err, - projection.scale = projection.scale, - normalize = normalize, - distance_metric = distance_metric[1], - error_metric = error_metric[1], - quant_method = quant_method[1], - diagnose = diagnose, - hvt_validation = hvt_validation, - train_validation_split_ratio = train_validation_split_ratio - ) - - validation_result=diag_Suggestion - fin_out[["model_info"]]=list(model_train_date=model_train_date, - type="hvt_model", - input_parameters=input_parameters, - validation_result=validation_result - ) - - # generating cell ID using get_cell_id - fin_out[[3]]$summary <- get_cell_id(hvt.results=fin_out) - fin_out[[3]]$summary <- fin_out[[3]]$summary %>% select(Segment.Level, Segment.Parent, Segment.Child, n, Cell.ID, Quant.Error, colnames(dataset)) - - return(fin_out) - - } - - } diff --git a/muHVT_3.0.1/muHVT/R/ScaleMat.R b/muHVT_3.0.1/muHVT/R/ScaleMat.R deleted file mode 100644 index 9f56e42..0000000 --- a/muHVT_3.0.1/muHVT/R/ScaleMat.R +++ /dev/null @@ -1,21 +0,0 @@ -ScaleMat <- -function(samRectangle, parRectangle){ - - xrange_sam <- range(samRectangle[, 1]) - yrange_sam <- range(samRectangle[, 2]) - - xrange_par <- range(parRectangle[, 1]) - yrange_par <- range(parRectangle[, 2]) - - xlength_sam <- xrange_sam[2] - xrange_sam[1] - ylength_sam <- yrange_sam[2] - yrange_sam[1] - - xlength_par <- xrange_par[2] - xrange_par[1] - ylength_par <- yrange_par[2] - yrange_par[1] - - x_scalefactor <- xlength_par / xlength_sam - y_scalefactor <- ylength_par / ylength_sam - - scale_mat <- matrix(c(x_scalefactor, 0, 0, y_scalefactor), ncol = 2) - return(scale_mat) -} diff --git a/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R b/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R deleted file mode 100644 index 96cb5cd..0000000 --- a/muHVT_3.0.1/muHVT/R/Transform_Coordinates.R +++ /dev/null @@ -1,31 +0,0 @@ -Transform_Coordinates <- -function(sam_rectangle, par_rectangle, scale_mat){ - - xrange_sam <- range(sam_rectangle[, 1]) - yrange_sam <- range(sam_rectangle[, 2]) - - xrange_par <- range(par_rectangle[, 1]) - yrange_par <- range(par_rectangle[, 2]) - - xlength_sam <- xrange_sam[2] - xrange_sam[1] - ylength_sam <- yrange_sam[2] - yrange_sam[1] - - xlength_par <- xrange_par[2] - xrange_par[1] - ylength_par <- yrange_par[2] - yrange_par[1] - - transformed_coord_int <- matrix(0, ncol = 2, nrow = 4) - for(i in 1: 4){ - transformed_coord_int[i, ] <- t((scale_mat %*% matrix(c(sam_rectangle[i, 1], - sam_rectangle[i, 2]), - ncol = 1))) - } - - translate_mat <- matrix(c(((sum(xrange_par) / 2) - (sum(range(transformed_coord_int[, 1])) / 2)), - ((sum(yrange_par) / 2) - (sum(range(transformed_coord_int[, 2])) / 2))), - ncol = 1) - - transformed_data <- c(scale_mat[1, 1], scale_mat[2, 2], translate_mat[1], translate_mat[2]) - - return(transformed_data) - -} diff --git a/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R b/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R deleted file mode 100644 index 58e6cb6..0000000 --- a/muHVT_3.0.1/muHVT/R/VQ_codebookSplit.R +++ /dev/null @@ -1,410 +0,0 @@ - - -requireNamespace("deldir") - -#====================================================================================== -# Global variables -#====================================================================================== - -#quant.err <- 80 -errorCode <- 0 - -#______________________________________________________________________________________ -# Splitting the codebooks -#______________________________________________________________________________________ - -split_codevec = function(codeVec,epsilon){ - #errorValue=errorValue/100 - codeVec <- plyr::llply(codeVec, .fun= function(X) return(list((1+epsilon)*X, (1-epsilon)*X))) - return(codeVec) -} - -#_____________________________________________________________________________________ -# Checks if the MAPE for a given cluster and its codebook is lesser/greater -# than the specified treshold -#_____________________________________________________________________________________ - -findMape <- function(cluster, centroid){ - mape <- 1/nrow(cluster) * sum(apply(cluster, MARGIN = 1, FUN= function(X){ return(abs(sum((X-centroid), na.rm=TRUE)/length(X)))})) - return(mape) -} - -mapeTest = function(cluster, centroid,errorValue){ - - if(is.null(dim(cluster))){ - return(TRUE) - } - - mape <- findMape(cluster, centroid) - #print(paste("Quantization error:", mape)) - - if(mape < errorValue){ - return(TRUE) - } else { - return(FALSE) - } -} - -#_____________________________________________________________________________________ -# allocate members to their centroids -#_____________________________________________________________________________________ -findMembers <- function(dataset, centroid){ - - # compute the distance of every point in the data from a centroid - #err <- lapply(centroid, FUN = function(X){ return(apply(dataset, MARGIN=1, FUN= function(Y)sqrt(sum((Y-X)^2))))}) - err = lapply(centroid, FUN=function(x) sqrt(colSums((t(dataset) - x)^2))) - err <- do.call(rbind, err) - - # Allocate the membership of a datum to its closest centroid - clust.list <- apply(err, MARGIN=2, FUN = function(X) { return(which(X==min(X), arr.ind=T))}) - - return(clust.list) -} - -#_____________________________________________________________________________________ -# Function to assign cluster membership of data points -#_____________________________________________________________________________________ - -findSeque <- function(dataset, clusters){ - - tryCatch({ - rownames(dataset) <- NULL - clusters <- lapply(clusters, unname) - clusters <- lapply(clusters, as.matrix) - clusters <- lapply(clusters , function(X){colnames(X)<- colnames(dataset); return(X)}) - oneRowIndices <- which(lapply(lapply(clusters, dim), function(X)return(X[2]))==1) - clusters[oneRowIndices] <- lapply(clusters[oneRowIndices], t) - pointPos <- lapply(clusters, FUN=function(X)rownames(plyr::match_df(dataset, as.data.frame(X)))) - pointPos <- lapply(pointPos, as.numeric) - sequeDf <- as.data.frame(1:nrow(dataset)) - lapply(1:length(pointPos), FUN=function(X){sequeDf[pointPos[[X]],]<<- X}) - clust.list <- sequeDf[,1] - }, - error=function(err){print(err)}, - finally={}) - - return(clust.list) -} - -#_____________________________________________________________________________________ -# allocate members to their centroids -#_____________________________________________________________________________________ - -allocateMembers <- function(dataset, centroid){ - - clust.list <- findMembers(dataset, centroid) - - return(lapply(unique(clust.list), FUN=function(X)which(clust.list==X))) -} - -#_____________________________________________________________________________________ -# Nearest neighbour condition - LBGVQ function -#_____________________________________________________________________________________ - -lbgVQ = function(dataset,quant.err,epsilon){ - - # mean of the entire data set - cnew <- list(apply(dataset, MARGIN = 2, FUN= function(X)mean(X, na.rm=TRUE))) - cFin <- c() - finalClusters <- c() - - # Set the quantization error - mape <- 1/nrow(dataset) * sum(apply(dataset, MARGIN = 1, FUN= function(X){ return(abs(sum((X-unlist(cnew)), na.rm=TRUE))/length(X))})) - if(mape != 0){ - errorValue <- mape*quant.err - } else { - errorValue <- quant.err - } - - # clust.list is the indices of the members of a cluster - clust.list <- list(1:nrow(dataset)) - - while(T){ - - # cluster is the actual data points in the cluster - cluster <- lapply(clust.list, FUN=function(Y) { dataset[Y,] }) - - # codesToSplit is the codebooks which have q error greater than the treshold - tryCatch({codesToSplit <- cnew[which(!unlist(lapply(1:length(cluster), FUN= function(i){mapeTest(cluster[[i]], cnew[[i]],errorValue)})))]}, - error=function(err){print(err)}, - finally={}) - - # split the codebooks - tryCatch({cSplit <- unlist(split_codevec(codesToSplit,epsilon), recursive=F)}, - error=function(err){print(err)}, - finally={}) - - # remove the final codebook from the list whose q error is lesser than the treshold - doneFlags <- !(cnew %in% codesToSplit) - cFin <- c(cFin, cnew[doneFlags]) - if(length(which(doneFlags))!=0){ - - # Update the finalClusters - finalClusters <- c(finalClusters, cluster[which(!cnew %in% codesToSplit)]) - cluster[which(!cnew %in% codesToSplit)] <- NULL - - - # Remove the clustered data from the original dataset - dataset <- dataset[-unlist(clust.list[which(doneFlags)]),] - - # Start afresh - cnew <- list(apply(dataset, MARGIN = 2, FUN= mean)) - clust.list <- list(1:nrow(dataset)) - - if(length(codesToSplit) == 0){ - break - } - next - } - - # update the clust.list with the new split codebooks and re-compute the mean codebook - tryCatch({clust.list <- allocateMembers(dataset, cSplit)}, - error=function(err){print(err)}, - finally={}) - - cnew <- lapply(clust.list, - FUN = function(X) - if(length(X)==1){ return(dataset[X,]) - } else { return(apply(dataset[unlist(X),], MARGIN=2, FUN=mean))} ) - } - - cFin <- lapply(cFin, FUN = as.numeric) - - return(list(clusters = finalClusters, codebooks = cFin,errorValue=errorValue)) -} - -#_____________________________________________________________________________________ -# Functions to merge the clusters that satisfy the quantization treshold -#_____________________________________________________________________________________ - -euDistance <- function(index, codebooks){ - return((codebooks[[index[1]]] - codebooks[[index[2]]])^2) -} - -#_____________________________________________________________________________________ -# Function checks if the clusters should be merged based on the quantization error -#_____________________________________________________________________________________ - -shouldMergeClusters <- function(X, clusters,errorValue){ - - # merge the two clusters and compute the new mean - newCluster <- do.call(rbind, list(clusters[[X[1]]], clusters[[X[2]]])) - meanCb <- apply(newCluster, MARGIN = 2, FUN= mean) - - # check for the quantization error - tryCatch({mapeFlag <- mapeTest(newCluster, meanCb,errorValue)}, - error=function(err){print(err)}, - finally={}) - - return(mapeFlag) -} - - -mergeClusters <- function(codebooks, clusters,errorValue){ - - # find the index of the centroids that are closest (X) - pairs <- t(utils::combn(length(codebooks),2)) - - tryCatch({euD <- sqrt(colSums(apply(pairs, MARGIN=1, FUN=function(X){euDistance(X, codebooks)})))}, - error=function(err){print(err)}, - finally={}) - - X<- pairs[which(euD==min(euD)),] - - - if(shouldMergeClusters(X, clusters,errorValue)){ - # merge the two clusters and compute the new mean - newCluster <- do.call(rbind, list(clusters[[X[1]]], clusters[[X[2]]])) - meanCb <- list(apply(newCluster, MARGIN = 2, FUN= mean)) - - # Update the codebooks and the clusters - clusters[[X[1]]] <- newCluster - clusters[[X[2]]] <- NULL - codebooks[[X[1]]] <- meanCb[[1]] - codebooks[[X[2]]] <- NULL - - # recurse to find the next merge-able codebook pair - mergeClusters(codebooks, clusters,errorValue) - } else { - return(list(clusters =clusters, codebooks = codebooks,errorValue=errorValue)) - } - -} - -#_______________________________________________________________________________________ -# Main Function to quantize -#______________________________________________________________________________________ - -vectorQuantize <- function(dataset,quant.err,epsilon){ - - tryCatch({lbgvq <- lbgVQ(dataset,quant.err,epsilon)}, - error=function(err){print(err)}, - finally={}) - - if(length(lbgvq$codebooks) > 1){ - - tryCatch({model <- mergeClusters(lbgvq$codebooks, lbgvq$clusters,lbgvq$errorValue)}, - error=function(err){print(err)}, - finally={}) - - - return(model) - - } else { - return(lbgvq) - } - -} - -#================================================================== -# Function to Trilaterate -# Input : a distance matrix or a 'dist' object -# Output : a set of trilaterated points -#================================================================== - -# trilaterate <- function(d){ -# if(class(d)=='dist'){ -# d <- as.matrix(d) -# } - -trilaterate <- function(d){ - # if(is(d, "dist")){ - if(inherits(d, "dist")){ - d <- as.matrix(d) - } - - - # p1, p2, p3 are the initial triangulation points - p1 <- c(0,0) - p2 <- c(0, d[1,2]) - - if(dim(d)[1]==3){ # If there are only 3 points to trilaterate - - p3y <- (d[1,3]^2 + d[1,2]^2 - d[2,3]^2)/(2*d[1,2]) - p3x <- sqrt(d[1,3]^2 - p3y^2) - p3 <- c(p3x,p3y) - pdash <- rbind(p1,p2,p3) - colnames(pdash) = c('x', 'y') - return(pdash) - - } else if(dim(d)[1] > 3){ # If there are more than 3 points to trilaterate - - p3y <- (d[1,3]^2 + d[1,2]^2 - d[2,3]^2)/(2*d[1,2]) - p3x <- sqrt(d[1,3]^2 - p3y^2) - p3 <- c(p3x,p3y) - - # iterator - i <- 4:dim(d)[1] - # compute the remaining points - pdash <- lapply(i, FUN= function(ind) { - y <- (d[1,ind]^2 + d[1,2]^2 - d[2,ind]^2)/(2*d[1,2]) - x <- (d[1,ind]^2 + d[1,3]^2 - d[3,ind]^2 - 2*y*p3[2])/(2*p3[1]) - return(c(x, y)) - }) - - pdash<- do.call(rbind, pdash) - pdash <- rbind(p1,p2, p3,pdash) - colnames(pdash) = c('x', 'y') - return(pdash) - } else { # If there are one or 2 points to trilaterate - pdash <- rbind(p1,p2) - colnames(pdash) = c('x', 'y') - return(pdash) - } -} - - - -#=========================================================================== -# Main function to call -#=========================================================================== - - - - - - - -#' VQ_codebookSplit -#' -#' Vector Quantization by codebook split method -#' -#' Performs Vector Quantization by codebook split method. Initially, the entire -#' dataset is considered to be one cluster where the codebook is the mean of -#' the cluster. The quantization criteria is checked and the codebook is split -#' such that the new codebooks are (codebook+epsilon) and (codebook-epsilon). -#' The observations are reassigned to these new codebooks based on the nearest -#' neighbour condition and the means recomputed for the new clusters. This is -#' done iteratively until all the clusters meet the quantization criteria. -#' -#' @param dataset Matrix. A matrix of multivariate data. Each row corresponds -#' to an observation, and each column corresponds to a variable. Missing values -#' are not accepted. -#' @param quant.err Numeric. The quantization error for the algorithm. -#' @param epsilon Numeric. The value to offset the codebooks during the -#' codebook split. Default is NULL, in which case the value is set to quant.err -#' parameter. -#' @return \item{clusters}{ List. A list showing each ID assigned to a cluster. -#' } \item{nodes.clust}{ List. A list corresponding to nodes' details. } -#' \item{idnodes}{ List. A list of ID and segments similar to -#' \code{nodes.clust} with additional columns for nodes ID. } -#' \item{error.quant}{ List. A list of quantization error for all levels and -#' nodes. } \item{plt.clust}{ List. A list of logical values indicating if the -#' quantization error was met. } \item{summary}{ Summary. Output table with -#' summary. } -#' @author Sangeet Moy Das -#' @seealso \code{\link{hvtHmap}} -#' @examples -#' -#' -#' data("iris",package="datasets") -#' iris <- iris[,1:2] -#' -#' vqOutput = VQ_codebookSplit(iris, quant.err = 0.5) -#' -#' @export VQ_codebookSplit -#' @keywords internal -VQ_codebookSplit <- function(dataset,quant.err=0.5,epsilon=NULL){ - - model <- list() - - if(is.null(epsilon)){ - epsilon = quant.err - } - - if(!is.null(dataset)){ - # Run VQ - tryCatch({system.time(model <- vectorQuantize(dataset,quant.err,epsilon))}, - error=function(err){print(err)}, - finally={}) - - } else { - #flog.error("Data is missing", name=logNS) - } - - if(exists('model')){ - - # Reduce the dimensionality of the codebooks to 2 - codebooks <- do.call(rbind, model$codebooks) - distances <- stats::dist(codebooks) - if(length(distances) != 0){ - tryCatch({twoDCodebooks <- trilaterate(distances)}, error=function(err){print(err)}, finally={}) - } else { - twoDCodebooks <- model$codebooks[[1]][1:2] - } - mapes <- lapply(1:length(model$clusters), FUN=function(i){findMape(model$clusters[[i]],model$codebooks[[i]])}) - - ztab <- data.frame('Segment.Level' = rep(1, length(model$clusters)), 'segment.Parent' = rep(1, length(model$clusters)), 'Segment.Child'= 1:length(model$clusters), 'n'= unlist(lapply(model$clusters, nrow)),'Quant.Error'= unlist(mapes)) - ztab <- cbind(ztab, do.call(rbind, model$codebooks)) - - idnodes <- lapply(model$clusters, rownames) - idnodes <- list(lapply(1:length(idnodes), FUN=function(i){data.frame('tet..k..'=idnodes[[i]], 'X1'=rep(1, length(idnodes[[i]])), 'X1.1'=rep(1, length(idnodes[[i]])), 'k'= i)})) - - return(list('clusters'=model$clusters, 'nodes.clust'= list(model$clusters), 'idnodes'= idnodes, 'error.quant'= list(mapes), plt.clust= list(mapes -#' @seealso \code{\link{predictHVT}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @import dplyr -#' @examples -#' data(USArrests) -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#'diagPlot(hvt.results = hvt.results, -#'data = USArrests, -#'level = 1, -#'quant.err = 0.2) -#' -#' @export diagPlot -#' @keywords internal - -diagPlot <- function(hvt.results, - data, - level, - quant.err, - distance_metric="L1_Norm", - error_metric="max", - ...){ - # browser() - - requireNamespace("reshape2") - requireNamespace("ggplot2") - requireNamespace("dplyr") - - ##### Min Inter-Centroid distance plot - # browser() - newdfMapping <- hvt.results[[3]][["summary"]] - - x <- newdfMapping %>% - dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < quant.err | n <= 3))) - x <- x[x%>%complete.cases(),] - - singleton_count=sum(x$Quant.Error< 0.0001) - num_cells=length(x$Quant.Error) - - # x <- hvt.results[[3]][["summary"]] - d <- stats::dist(x,method = "manhattan") - df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) - df <- df[df$value!=0,] - df$value <- df$value/ncol(x) - df_cent <- df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) - - - # p_cent <- ggplot() + - # aes(x = df_cent$min_dist) + - # geom_histogram(fill = "#112446") + - # theme_minimal()+ - # geom_vline(xintercept = mean(df_cent$min_dist), colour="red",linetype="dashed")+ - # ggtitle("Minimum Intra-Centroid Distance Plot")+ - # ggplot2::xlab("Distance between Centroids")+ - # ggplot2::ylab("Number of Occurrences")+ - # annotate("text",x = mean(df_cent$min_dist), - # y = Inf,vjust=1,hjust=-0.5, - # label = mean(df_cent$min_dist)%>%round(2),fontface = "bold") - - p_cent <- ggplot2::ggplot(df_cent,aes(x = min_dist)) + - ggplot2::geom_histogram(ggplot2::aes(y = stat(density)),fill = "midnightblue",colour="white",alpha=0.75) + - - ggplot2::stat_function(ggplot2::aes(color = "Normal"), fun = stats::dnorm,args = list(mean = mean(df_cent$min_dist),sd = stats::sd(df_cent$min_dist))) + - ggplot2::stat_density(ggplot2::aes(color = "Density"), geom = "line", linetype = "dashed") + - ggplot2::scale_colour_manual("", values = c("dodgerblue", "#EE7600")) + - ggplot2::scale_linetype_manual("", values = c("Normal" = 2, "Density" = 1)) + - - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = mean(df_cent$min_dist), colour="#EE7600",linetype="dashed")+ - ggplot2::ggtitle("Minimum Intra-Centroid Distance Plot")+ - ggplot2::xlab("Distance between Centroids")+ - ggplot2::ylab("Density")+ - ggplot2::annotate("text",x = mean(df_cent$min_dist), - y = Inf,vjust=1,hjust=-0.5, - label = mean(df_cent$min_dist)%>%round(2),fontface = "bold") - - - ##### Min Inter-Point distance plot - - # browser() - # x=data - d = stats::dist(data,method = "manhattan") - - df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) - df=df[df$value!=0,] - df$value=df$value/ncol(data) - df_data = df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) - - # p_datapoint = ggplot() + - # aes(x = df_data$min_dist) + - # geom_histogram(fill = "#112446") + - # theme_minimal()+ - # geom_vline(xintercept = mean(df_data$min_dist), colour="red",linetype="dashed")+ - # ggtitle("Minimum Intra-DataPoint Distance Plot")+ - # ggplot2::xlab("Distance between DataPoints")+ - # ggplot2::ylab("Number of Occurrences")+ - # annotate("text",x = mean(df_data$min_dist), - # y = Inf,vjust=1,hjust=-0.5, - # label = mean(df_data$min_dist)%>%round(2),fontface = "bold") - # - - - p_datapoint = ggplot2::ggplot(df_data,aes(x = min_dist)) + - - ggplot2::geom_histogram(ggplot2::aes(y = stat(density)),fill = "midnightblue",colour="white",alpha=0.75) + - - ggplot2::stat_function(ggplot2::aes(color = "Normal"), fun = stats::dnorm,args = list(mean = mean(df_data$min_dist),sd = stats::sd(df_data$min_dist))) + - ggplot2::stat_density(ggplot2::aes(color = "Density"), geom = "line", linetype = "dashed") + - ggplot2::scale_colour_manual("", values = c("dodgerblue", "#EE7600")) + - ggplot2::scale_linetype_manual("", values = c("Normal" = 2, "Density" = 1)) + - - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = mean(df_data$min_dist), colour="#EE7600",linetype="dashed")+ - ggtitle("Minimum Intra-DataPoint Distance Plot")+ - ggplot2::xlab("Distance between DataPoints")+ - ggplot2::ylab("Density")+ - ggplot2::annotate("text",x = mean(df_data$min_dist), - y = Inf,vjust=1,hjust=-0.5, - label = mean(df_data$min_dist)%>%round(2),fontface = "bold") - - # p_datapoint - - ####### Number of datapoints - - n_cells=x%>% dplyr::select("n") %>% unlist() - p_obs=ggplot2::ggplot() + - ggplot2::aes(x = n_cells) + - ggplot2::geom_histogram(fill = "midnightblue") + - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = round(mean(n_cells),0), colour="red",linetype="dashed")+ - ggplot2::ggtitle("Distribution of number of observation in cells")+ - ggplot2::xlab("Number of Observation in Cells")+ - ggplot2::ylab("Number of Occurrences")+ - ggplot2::annotate("text",x =round(mean(n_cells),0), - y = Inf,vjust=1,hjust=-0.5, - label = round(mean(n_cells),0),fontface = "bold") - - # MAD Calibration - # browser() - ####### MAD Plot ################ - predictions_train = list() - predictions_train <- predictHVT( - data = data, - hvt.results.model=hvt.results, - child.level = level, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - mad.threshold = quant.err, - distance_metric = distance_metric, - error_metric = error_metric - ) - - mad_plot_train=madPlot(predictions_train) - - df_sing=data.frame( - "Centroid_Type"=c("Singletons","Non-Singletons"), - n=c(singleton_count,(num_cells-singleton_count)) - )%>% - dplyr::mutate(perc = `n` / sum(`n`)) %>% - dplyr::arrange(perc) %>% - dplyr::mutate(labels = scales::percent(perc)) - - - sing_pie=ggplot2::ggplot(df_sing, aes(x = "", y = perc, fill = Centroid_Type)) + - ggplot2::geom_col(color = "white") + - ggplot2::geom_label(aes(label = labels), - position = position_stack(vjust = 0.5), - show.legend = FALSE,colour="white",fontface = "bold") + - ggplot2::guides(fill = guide_legend(title = "Centroid_Type")) + - # scale_fill_viridis_d() + - ggplot2::coord_polar(theta = "y") + - ggplot2::scale_fill_manual(values=c("#2C83B5","#EE6A42"))+ - ggplot2::theme_void()+ggplot2::labs(title = "Singletons Pie Chart: HVT Model | Train Data", - caption = paste("Total number of centroids:",num_cells,",Singletons:",singleton_count,",Non-Singletons:",(num_cells-singleton_count))) - sing_pie - - - plot_list=list( - cent_plot = p_cent, - datapoint_plot = p_datapoint, - number_plot = p_obs, - mad_plot_train=mad_plot_train, - singleton_piechart=sing_pie, - singleton_count=list(singleton_count=singleton_count, - num_cells=num_cells, - singleton_count_percentage=(singleton_count/num_cells)*100) - - - ) - return(plot_list) - -} - - - - - - - - - - - diff --git a/muHVT_3.0.1/muHVT/R/diagSuggestion.R b/muHVT_3.0.1/muHVT/R/diagSuggestion.R deleted file mode 100644 index 85e12de..0000000 --- a/muHVT_3.0.1/muHVT/R/diagSuggestion.R +++ /dev/null @@ -1,65 +0,0 @@ - - -diagSuggestion <- function(hvt.results, - data, - level, - quant.err, - distance_metric="L1_Norm", - error_metric="max", - ...){ - - requireNamespace("reshape2") - requireNamespace("dplyr") - - ##### Min Inter-Centroid distance plot - # browser() - newdfMapping <- hvt.results[[3]][["summary"]] - - x <- newdfMapping %>% - dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < quant.err | n <= 3))) - x <- x[x%>%complete.cases(),] - - singleton_count=sum(x$Quant.Error< 0.0001) - num_cells=length(x$Quant.Error) - - # x <- hvt.results[[3]][["summary"]] - d <- stats::dist(x,method = "manhattan") - df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) - df <- df[df$value!=0,] - df$value <- df$value/ncol(x) - df_cent <- df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) - - - mean_cent_train=mean(df_cent$min_dist) - - ##### Min Inter-Point distance plot - - # browser() - # x=data - d = stats::dist(data,method = "manhattan") - df <- reshape2::melt(as.matrix(d), varnames = c("row", "col")) - df=df[df$value!=0,] - df$value=df$value/ncol(data) - df_data = df %>% dplyr::group_by(row) %>% dplyr::summarise(min_dist = min(value, na.rm = T)) - - mean_dist_train=mean(df_data$min_dist) - - - diag_list=list( - mean_centroid_train = mean_cent_train, - mean_distance_train = mean_dist_train - ) - return(diag_list) - -} - - - - - - - - - - - diff --git a/muHVT_3.0.1/muHVT/R/exploded_hmap.R b/muHVT_3.0.1/muHVT/R/exploded_hmap.R deleted file mode 100644 index 365cf1e..0000000 --- a/muHVT_3.0.1/muHVT/R/exploded_hmap.R +++ /dev/null @@ -1,307 +0,0 @@ -#' @name exploded_hmap -#' -#' @title Function to construct an interactive 3D heatmap overlay for each HVT Level -#' -#' @param hvt.results List. A list of hvt.results obtained from the HVT -#' function. -#' @param child.level Numeric. Indicating the level for which the heat map is -#' to be plotted. -#' @param hmap.cols Numeric or Character. The column number of column name from -#' the dataset indicating the variables for which the heat map is to be -#' plotted. -#' @param n_cells.hmap Numeric. An integer indicating the number of clusters per -#' hierarchy (level) -#' @param sepration_width Numeric. An integer indicating the width between two Levels -#' @param layer_opacity Numeric. A vector indicating the opacity of each layer/ level -#' @param dim_size Numeric. An integer indicating the dimension size used to create the matrix for the plot -#' @param ... color.vec and line.width can be passed from here -#' @author Shubhra Prakash -#' @export exploded_hmap -#' -#' -exploded_hmap <- - function (hvt.results, - child.level=NULL, # Numeric - hmap.cols= NULL, # Character - n_cells.hmap = NULL, # Numeric - sepration_width=7, - layer_opacity=c(0.5,0.75,0.99), - dim_size=1000, - ...){ - - # library(tidyverse) - # library(plotly) - maxDepth <- min(child.level,max(hvt.results[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) - summaryDF = hvt.results[[3]][["summary"]] - valuesDataframe <- data.frame( - depth = 0, - cluster = 0, - child = 0, - qe=0, - n_cluster=0, - value = 0, - cellID = 0 - ) - positionsDataframe <- data.frame( - depth = 0, - cluster = 0, - child = 0, - x = 0, - y = 0 - ) - - centroidDataframe <- data.frame(x = 0, y = 0, lev = 0) - - for (depth in 1:maxDepth) { - if (depth < 3){ - - for (clusterNo in names(hvt.results[[2]][[depth]])) { - for (childNo in 1:length(hvt.results[[2]][[depth]][[clusterNo]])) { - if (!is.null(hvt.results[[2]][[depth]][[clusterNo]])) { - summaryFilteredDF <- - summaryDF %>% dplyr::filter( - Segment.Level == depth, - Segment.Parent == clusterNo, - Segment.Child == childNo - ) - - current_cluster = hvt.results[[2]][[depth]][[clusterNo]][[childNo]] - - - val = summaryFilteredDF[, hmap.cols] - qe = summaryFilteredDF[, "Quant.Error"] - ncluster = summaryFilteredDF[, "n"] - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - if("Cell.ID" %in% colnames(summaryFilteredDF)){ - cell_ID = summaryFilteredDF[, "Cell.ID"] - } else{ - cell_ID = 0 - } - valuesDataframe <- - rbind( - valuesDataframe, - data.frame( - depth = depth, - cluster = clusterNo, - child = childNo, - qe=qe, - n_cluster=ncluster, - value = val, - cellID = cell_ID - ) - ) - positionsDataframe <- - rbind( - positionsDataframe, - data.frame( - depth = rep(depth, length(x)), - cluster = rep(clusterNo, length(x)), - child = rep(childNo, length(x)), - x = x, - y = y - ) - ) - - centroidDataframe <- - rbind(centroidDataframe, - data.frame( - x = as.numeric(current_cluster[["pt"]][["x"]]), - y = as.numeric(current_cluster[["pt"]][["y"]]), - lev = depth - )) - - - - } - - } - } - - }else{ - for (clusterNo in 1:n_cells.hmap^(child.level-1)) { - for (childNo in 1:length(hvt.results[[2]][[depth]][[as.character(clusterNo)]])) { - if (!is.null(hvt.results[[2]][[depth]][[as.character(clusterNo)]])) { - summaryFilteredDF <- - summaryDF %>% dplyr::filter( - Segment.Level == depth, - Segment.Parent == clusterNo, - Segment.Child == childNo - ) - - current_cluster = hvt.results[[2]][[depth]][[as.character(clusterNo)]][[childNo]] - - - val = summaryFilteredDF[, hmap.cols] - qe = summaryFilteredDF[, "Quant.Error"] - - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - if("Cell.ID" %in% colnames(summaryFilteredDF)){ - cell_ID = summaryFilteredDF[, "Cell.ID"] - } else{ - cell_ID = 0 - } - valuesDataframe <- - rbind( - valuesDataframe, - data.frame( - depth = depth, - cluster = clusterNo, - child = childNo, - qe=qe, - n_cluster=ncluster, - value = val, - cellID = cell_ID - ) - ) - positionsDataframe <- - rbind( - positionsDataframe, - data.frame( - depth = rep(depth, length(x)), - cluster = rep(clusterNo, length(x)), - child = rep(childNo, length(x)), - x = x, - y = y - ) - ) - - centroidDataframe <- - rbind( - centroidDataframe, - data.frame( - x = as.numeric(current_cluster[["pt"]][["x"]]), - y = as.numeric(current_cluster[["pt"]][["y"]]), - lev = depth - ) - ) - } - } - } - } - } - valuesDataframe <- valuesDataframe[2:nrow(valuesDataframe), ] - - positionsDataframe <- - positionsDataframe[2:nrow(positionsDataframe), ] - - centroidDataframe <- - centroidDataframe[2:nrow(centroidDataframe), ] - - - datapoly <- - merge(valuesDataframe, - positionsDataframe, - by = c("depth", "cluster", "child")) - - - - Level_list = lapply(1:maxDepth, function(x) { - temp_df=datapoly[datapoly$depth==x,] - min_x=min(datapoly$x) - max_x=max(datapoly$x) - min_y=min(datapoly$y) - max_y=max(datapoly$y) - temp_df = temp_df %>% mutate(name=paste0("Segment",cluster,"-",child)) - # segments_number=unique() - returnList=split(temp_df, f =temp_df$name ) - return(list(returnList, - min_x, - max_x, - min_y, - max_y)) - }) - - - -# Level_1_data= data %>% dplyr::filter(depth) - ##################################################################################### - depth_wise_surface =function(finalList - # , - # hmap.cols, - # dim_size - ){ - # browser() - column <- hmap.cols - min_x = unlist(finalList[[2]]) - max_x = unlist(finalList[[3]]) - min_y = unlist(finalList[[4]]) - max_y = unlist(finalList[[5]]) - - # dim_size = 10000 - y <- rep(1:dim_size, times = dim_size) - x <- rep(1:dim_size, each = dim_size) - hvtVolcanoMatrix <- rep(0, each = dim_size^2) - for (k in names(finalList[[1]])) { - eval(parse( - text = paste0( - 'polygon_x <- round(scales::rescale(finalList[[1]]$`', - k, - '`$x, to=c(0, ', dim_size,'), from = c(min_x,max_x)))' - ) - )) - eval(parse( - text = paste0( - 'polygon_y <- round(scales::rescale(finalList[[1]]$`', - k, - '`$y, to=c(0, ', dim_size,'), from = c(min_y,max_y)))' - ) - )) - present <- sp::point.in.polygon(x, y, polygon_x, polygon_y) - eval(parse( - text = paste0( - 'quantError <- finalList[[1]]$`', - k, - '`$value[1]' - ) - )) - hvtVolcanoMatrix[which(present != 0)] <- quantError - } - - hvtVolcanoMatrix <- matrix(hvtVolcanoMatrix, nrow = dim_size) - return(hvtVolcanoMatrix) - } - - ##################################################################################### - - temp_hvtVolcanoMatrix= lapply(Level_list, depth_wise_surface) - number_of_layers = length(temp_hvtVolcanoMatrix) - p = plotly::plot_ly(showscale=F) - - temp=lapply(1: number_of_layers, function(i){ - hvtVolcanoMatrix=temp_hvtVolcanoMatrix[[i]] - ((i-1) * sepration_width) - p <<- p %>% - plotly::add_surface(z = ~ hvtVolcanoMatrix,opacity = layer_opacity[i] ,name=paste("Layer_",i), showlegend = T) - }) - - p<-p %>% - plotly::config( displaylogo = F) %>% - plotly::layout( - zaxis = list(title = hmap.cols), - title = paste( - "Hierarchical Voronoi Tessellation 3D Surface plot with", - hmap.cols, - "Heatmap Overlay" - ), - scene = list(zaxis = list(title = hmap.cols)) - ) - - - - return(suppressMessages(p)) - - } - - - - - - - - - - - - - diff --git a/muHVT_3.0.1/muHVT/R/getCentroids.R b/muHVT_3.0.1/muHVT/R/getCentroids.R deleted file mode 100644 index ba180b8..0000000 --- a/muHVT_3.0.1/muHVT/R/getCentroids.R +++ /dev/null @@ -1,100 +0,0 @@ -#' @importFrom magrittr %>% - -# The function should take dataframe having m rows and n dimension as input. It should return distance from the center for each row or should return 0 if nrow(df) < 1 -# distance_metric=c("L1_Norm","L2_Norm") -# quant_method=c("kmeans","kmedoids") - -getCentroids <- - function (x, - kout, - n_cells, - function_to_calculate_distance_metric, - function_to_calculate_error_metric, - distance_metric = "L1_Norm", - quant_method=c("kmeans","kmedoids"), - ...) { - # browser() - if (quant_method == "kmeans") { - centl <- nout <- outl <- list() - options(warn = -1) - x <- data.frame(x) - # calculate_error <- x %>% dplyr::group_by(kout$cluster) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) - calculate_error <- - x %>% - group_by(kout$cluster) %>% - tidyr::nest() %>% - # calculate the distance for each datapoint for each cluster wrt to its centroid as per L1 or L2 norm - dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% - # arrange the dataframe by cluster number - dplyr::arrange(`kout$cluster`) %>% - dplyr::rename(err = data) - - # calcuate the quant error for each cluster as per error_metric = "mean" or "max" - calculate_error_for_each_cluster <- - lapply(calculate_error$err, function_to_calculate_error_metric) - maxQE_each_cluster <- lapply(calculate_error$err, "max") - meanQE_each_cluster <- lapply(calculate_error$err, "mean") - centl <- calculate_error_for_each_cluster - outl <- - c(1:n_cells) %>% purrr::map( ~ x[kout$cluster == .x, ]) - nout <- as.list(kout$size) - #return centroids, datapoints and size of each cluster - return( - list( - centers = centl, - maxQE = maxQE_each_cluster, - values = outl, - nsize = nout, - meanQE = meanQE_each_cluster - ) - ) - - ############################## Medoid implementation ############################################### - - } else if (quant_method == "kmedoids") { - if (distance_metric == "L1_Norm") { - distance_metric = "manhattan" - } else if (distance_metric == "L2_Norm") { - distance_metric = "euclidean" - } - - - kmedoids_model <- - cluster::pam( - x = cluster::daisy(x, metric = distance_metric), - k = n_cells, - diss = TRUE, - keep.data = F - ) - - centl <- nout <- outl <- list() - options(warn = -1) - x <- data.frame(x) - # calculate_error <- x %>% dplyr::group_by(kout$cluster) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) - calculate_error <- - x %>% dplyr::group_by(kmedoids_model[["clustering"]]) %>% tidyr::nest() %>% dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% arrange(`kmedoids_model[["clustering"]]`) %>% dplyr::rename(err = - data) - calculate_error_for_each_cluster <- - lapply(calculate_error$err, function_to_calculate_error_metric) - maxQE_each_cluster <- lapply(calculate_error$err, "max") - meanQE_each_cluster <- lapply(calculate_error$err, "mean") - centl <- calculate_error_for_each_cluster - outl <- - c(1:n_cells) %>% purrr::map(~ x[kmedoids_model[["clustering"]] == .x,]) - nout <- - as.list(as.numeric(table(kmedoids_model[["clustering"]]))) - - sum_val = as.data.frame(x[kmedoids_model[["medoids"]],]) - #return centroids, datapoints and size of each cluster - return( - list( - centers = centl, - maxQE = maxQE_each_cluster, - values = outl, - nsize = nout, - meanQE = meanQE_each_cluster, - sum_val = sum_val - ) - ) - } - } diff --git a/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R b/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R deleted file mode 100644 index b183a77..0000000 --- a/muHVT_3.0.1/muHVT/R/getCentroids_for_opti.R +++ /dev/null @@ -1,26 +0,0 @@ -#' @importFrom magrittr %>% -#' @import dplyr -#' @import tidyr - -getCentroids_for_opti <- function (x, kout, n_cells,function_to_calculate_distance_metric,function_to_calculate_error_metric){ - requireNamespace("dplyr") - requireNamespace("tidyr") - requireNamespace("magrittr") - # browser() - calculate_error<- centl <- list() - # calculate_error <- x %>% dplyr::group_by(kout$clust) %>% dplyr::do(err = function_to_calculate_distance_metric(.)) - calculate_error <- - x %>% - dplyr::group_by(kout$cluster) %>% - tidyr::nest() %>% - dplyr::mutate(data = purrr::map(.x = data, .f = function_to_calculate_distance_metric)) %>% - dplyr::arrange(`kout$cluster`) %>% - dplyr::rename(err = data) - - centl <-lapply(calculate_error$err,function_to_calculate_error_metric) - maxQE<- lapply(calculate_error$err, "max") - meanQE<- lapply(calculate_error$err, "mean") - - return(list(centl,maxQE,meanQE)) - -} \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R b/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R deleted file mode 100644 index 1c660f3..0000000 --- a/muHVT_3.0.1/muHVT/R/getOptimalCentroids.R +++ /dev/null @@ -1,154 +0,0 @@ -#' getOptimalCentroids -#' -#' Get Optimal Centroids -#' -#' The raw data is first scaled and this scaled data is supplied as input to -#' the vector quantization algorithm. Vector quantization technique uses a -#' parameter called quantization error. This parameter acts as a threshold and -#' determines the number of levels in the hierarchy. It means that, if there -#' are 'n' number of levels in the hierarchy, then all the clusters formed till -#' this level will have quantization error equal or greater than the threshold -#' quantization error. The user can define the number of clusters in the first -#' level of hierarchy and then each cluster in first level is sub-divided into -#' the same number of clusters as there are in the first level. This process -#' continues and each group is divided into smaller clusters as long as the -#' threshold quantization error is met. The output of this technique will be -#' hierarchically arranged vector quantized data. -#' -#' @param x Data Frame. A dataframe of multivariate data. Each row corresponds to an -#' observation, and each column corresponds to a variable. Missing values are -#' not accepted. -#' @param n_cells Numeric. Indicating the number of nodes per hierarchy. -#' @param depth Numeric. Indicating the hierarchy depth (or) the depth of the -#' tree (1 = no hierarchy, 2 = 2 levels, etc..) -#' @param quant.err Numeric. The quantization error for the algorithm. -#' @param algorithm String. The type of algorithm used for quantization. -#' Available algorithms are Hartigan and Wong, "Lloyd", "Forgy", "MacQueen". -#' (default is "Hartigan-Wong") -#' @param distance_metric Character. The distance metric to calculate inter point distance. It can be 'L1_Norm" or "L2_Norm". L1_Norm is selected by default. -#' @param function_to_calculate_distance_metric Function. The function is to find 'L1_Norm" or "L2_Norm" distances. L1_Norm is selected by default. -#' @param function_to_calculate_error_metric Character. The error metric can be "mean" or "max". mean is selected by default -#' @param quant_method Character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default -#' @return \item{values}{ List. A list showing observations assigned to a cluster.} -#' \item{maxQE}{ List. A list corresponding to maximum QE values for each cell. } -#' \item{meanQE}{ List. A list corresponding to mean QE values for each cell. } -#' \item{centers}{ List. A list of quantization error for all levels and nodes. } -#' \item{nsize}{ List. A list corresponding to number of observations in respective groups. } -#' @author Shubhra Prakash , Sangeet Moy Das -#' @keywords internal - -getOptimalCentroids <- - function (x, - iter.max, - algorithm, - n_cells, - function_to_calculate_distance_metric, - function_to_calculate_error_metric=c("mean","max"), - quant.err, - distance_metric = "L1_Norm", - quant_method=c("kmeans","kmedoids"),... - ){ - # browser() - if(quant_method == "kmeans"){ - - options(warn = -1) - # Start with splitting data into three clusters - nclust_iter <- 3 - outkinit <- list(centers = numeric(),maxQE = numeric(),meanQE = numeric(), values = logical() , nsize = numeric()) - quantok <- rep(T, n_cells) - - # Check if 3 <= No of clusters AND No of cells in a cluster > 3 AND flag to check QE for all clusters - while(nclust_iter <= n_cells & nrow(x) > nclust_iter & (sum(quantok,na.rm = T) > 0)) { - resplt <- list() - #outkinit will have centroids and datapoints and size of the cluster - set.seed(100) - kout<-stats::kmeans(x, nclust_iter, iter.max=10^5, algorithm=algorithm) - result <- getCentroids_for_opti(x,kout, nclust_iter,function_to_calculate_distance_metric,function_to_calculate_error_metric) - - outkinit[[1]] <- result[[1]] - outkinit[[2]] <- result[[2]] - outkinit[[3]] <- result[[3]] - #flag to check for quantization error - resplt <- unlist(outkinit$centers) > quant.err - quantok <- unlist(resplt) - nclust_iter <- nclust_iter + 1 - } - clusts <- nclust_iter-1 - outkinit[[4]] <- c(1:clusts) %>% purrr::map(~x[kout$cluster==.x,]) - outkinit[[5]] <- as.list(kout$size) - outkinit[["centroid_val"]] <- kout$centers - - dummy_iter = n_cells - nclust_iter + 1 - - if(dummy_iter !=0){ - outkinit[["centers"]] <- c(outkinit[["centers"]],as.list(rep(NA,dummy_iter))) - outkinit[["maxQE"]] <- c(outkinit[["maxQE"]],as.list(rep(NA,dummy_iter))) - outkinit[["meanQE"]] <- c(outkinit[["meanQE"]],as.list(rep(NA,dummy_iter))) - outkinit[["values"]] <- c(outkinit[["values"]],as.list(rep(NA,dummy_iter))) - outkinit[["nsize"]] <- c(outkinit[["nsize"]],as.list(rep(0,dummy_iter))) - temprow <- matrix(c(rep.int(NA,length(outkinit[["centroid_val"]][1,]))),nrow=length(nclust_iter:n_cells),ncol=length(outkinit[["centroid_val"]][1,])) - outkinit[["centroid_val"]] <- rbind(outkinit[["centroid_val"]],temprow) - } - # return centroids, datapoints and size of each cluster - return(outkinit) - }else if(quant_method == "kmedoids"){ - options(warn = -1) - # Start with splitting data into three clusters - # browser() - nclust_iter <- 3 - outkinit <- list(centers = numeric(),maxQE = numeric(),meanQE = numeric(), values = logical() , nsize = numeric()) - quantok <- rep(T, n_cells) - if(distance_metric == "L1_Norm") { - distance_metric = "manhattan" - }else if(distance_metric == "L2_Norm") { - distance_metric = "euclidean" - } - kout=list() - while(nclust_iter <= n_cells & nrow(x) > nclust_iter & (sum(quantok,na.rm = T) > 0)) { - resplt <- list() - #outkinit will have centroids and datapoints and size of the cluster - set.seed(100) - - kmedoids_model <- - cluster::pam( - x = cluster::daisy(x, metric = distance_metric), - k = nclust_iter, - diss = TRUE, - keep.data = F - ) - kout$cluster=kmedoids_model[["clustering"]] - result<- getCentroids_for_opti(x,kout, nclust_iter,function_to_calculate_distance_metric,function_to_calculate_error_metric) - outkinit[[1]] <-result[[1]] - outkinit[[2]]<- result[[2]] - outkinit[[3]]<- result[[3]] - - - #flag to check for quantization error - resplt <- unlist(outkinit$centers) > quant.err - quantok <- unlist(resplt) - nclust_iter <- nclust_iter + 1 - } - kout$size=as.numeric(table(kmedoids_model[["clustering"]])) - kout$centers=as.matrix(x[kmedoids_model[["medoids"]],]) - clusts <- nclust_iter-1 - outkinit[[4]] <- c(1:clusts) %>% purrr::map(~x[kout$cluster==.x,]) - outkinit[[5]] <- as.list(kout$size) - outkinit[["centroid_val"]] <- kout$centers - - dummy_iter = n_cells - nclust_iter + 1 - - if(dummy_iter !=0){ - outkinit[["centers"]] <- c(outkinit[["centers"]],as.list(rep(NA,dummy_iter))) - outkinit[["maxQE"]] <- c(outkinit[["maxQE"]],as.list(rep(NA,dummy_iter))) - outkinit[["meanQE"]] <- c(outkinit[["meanQE"]],as.list(rep(NA,dummy_iter))) - outkinit[["values"]] <- c(outkinit[["values"]],as.list(rep(NA,dummy_iter))) - outkinit[["nsize"]] <- c(outkinit[["nsize"]],as.list(rep(0,dummy_iter))) - temprow <- matrix(c(rep.int(NA,length(outkinit[["centroid_val"]][1,]))),nrow=length(nclust_iter:n_cells),ncol=length(outkinit[["centroid_val"]][1,])) - outkinit[["centroid_val"]] <- rbind(outkinit[["centroid_val"]],temprow) - - } - # return centroids, datapoints and size of each cluster - return(outkinit) - } - - } diff --git a/muHVT_3.0.1/muHVT/R/get_cell_id.R b/muHVT_3.0.1/muHVT/R/get_cell_id.R deleted file mode 100644 index d1b7815..0000000 --- a/muHVT_3.0.1/muHVT/R/get_cell_id.R +++ /dev/null @@ -1,47 +0,0 @@ -#' Cell ID -#' -#' @title Function to generate cell ID based on 1D sammons projection -#' -#' @description To generate cell id for the multivariate data, the data is being projected from n-dimensions to 1-dimension -#' and the cell id is being assigned by ordering these values and finding the corresponding indexes. The output CellID gets -#' appended to the HVT model. -#' -#' @param hvt.results List. A list of hvt.results obtained from the HVT -#' function. -#' @author Shubhra Prakash -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#'get_cell_id (hvt.results) -#' @export get_cell_id - - -get_cell_id <- function (hvt.results){ -# browser() - generic_col=c("Segment.Level","Segment.Parent","Segment.Child","n","Quant.Error") - temp_summary=hvt.results[[3]][["summary"]] %>% dplyr::select(!generic_col) %>% dplyr::mutate(id=row_number()) - cent_val= temp_summary %>% subset(.,complete.cases(.)) - set.seed(123) - sammon_1d_cord <- MASS::sammon( - d = stats::dist(cent_val %>% dplyr::select(!id),method = "manhattan"), - niter = 10 ^ 5, - trace = FALSE, - k=1 - )$points - temp_df=data.frame(sammon_1d_cord,id=cent_val$id)%>%dplyr::arrange(sammon_1d_cord) %>% dplyr::mutate(Cell.ID=row_number()) %>% dplyr::select(!sammon_1d_cord) - temp_summary = dplyr::left_join(temp_summary,temp_df,by="id") %>% select(!"id") - hvt.results[[3]][["summary"]]$Cell.ID=temp_summary$Cell.ID - - return(hvt.results[[3]][["summary"]]) - } - - - - diff --git a/muHVT_3.0.1/muHVT/R/global.R b/muHVT_3.0.1/muHVT/R/global.R deleted file mode 100644 index 9875a6a..0000000 --- a/muHVT_3.0.1/muHVT/R/global.R +++ /dev/null @@ -1,14 +0,0 @@ -#' @import utils -#' - -utils::globalVariables(c(".","k","Segment.Level","Segment.Child","Quant.Error", - "noOfCellsBelowQuantizationError","noOfCells","index", - "Segment.Parent","cluster","child","value", - "min_dist", "perc", "Centroid_Type", "polygon_x", "polygon_y", - "quantError", "kout$cluster", 'kmedoids_model[["clustering"]]', - "cellID", "Mean_Absolute_Deviation", "Percentage_of_Anomalous_Points", - "hvt.results", "Index", "centroidRadius", "sumOriginal", "Quant.Error.x", - "n.x", "n.y", "Quant.Error.y", "Scored.Quant.Error", "anomalyFlag", - "bp.x", "bp.y", "x", "y", "density","Cell.ID","Cell.Number","MapA.Cell.ID","MapA.Segment.Child","MapA.Segment.Level" - ,"MapA.Segment.Parent","MapC.Cell.ID","MapC.Cell.Path","MapC.Segment.Child","MapC.Segment.Level","MapC.Segment.Parent", - "Row.Number","identified_outlier_cells", "Cell.ID.x", "Cell.ID.y", "Layer1.Cell.ID", "Layer2.Cell.ID", "Segment.Child.x", "Segment.Child.y", "Segment.Level.x", "Segment.Level.y", "Segment.Parent.x", "Segment.Parent.y", "discard", "identified_Novelty_cells", "mapC_cell_path", "setnames")) \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/hvq.R b/muHVT_3.0.1/muHVT/R/hvq.R deleted file mode 100644 index 3178c2c..0000000 --- a/muHVT_3.0.1/muHVT/R/hvq.R +++ /dev/null @@ -1,425 +0,0 @@ -#' hvq -#' -#' Hierarchical Vector Quantization -#' -#' The raw data is first scaled and this scaled data is supplied as input to -#' the vector quantization algorithm. Vector quantization technique uses a -#' parameter called quantization error. This parameter acts as a threshold and -#' determines the number of levels in the hierarchy. It means that, if there -#' are 'n' number of levels in the hierarchy, then all the clusters formed till -#' this level will have quantization error equal or greater than the threshold -#' quantization error. The user can define the number of clusters in the first -#' level of hierarchy and then each cluster in first level is sub-divided into -#' the same number of clusters as there are in the first level. This process -#' continues and each group is divided into smaller clusters as long as the -#' threshold quantization error is met. The output of this technique will be -#' hierarchically arranged vector quantized data. -#' -#' @param x Data Frame. A dataframe of multivariate data. Each row corresponds to an -#' observation, and each column corresponds to a variable. Missing values are -#' not accepted. -#' @param min_compression_perc Numeric. An integer indicating the minimum percent compression rate to -#' be achieved for the dataset -#' @param n_cells Numeric. Indicating the number of nodes per hierarchy. -#' @param depth Numeric. Indicating the hierarchy depth (or) the depth of the -#' tree (1 = no hierarchy, 2 = 2 levels, etc..) -#' @param quant.err Numeric. The quantization error for the algorithm. -#' @param algorithm String. The type of algorithm used for quantization. -#' Available algorithms are Hartigan and Wong, "Lloyd", "Forgy", "MacQueen". -#' (default is "Hartigan-Wong") -#' @param distance_metric character. The distance metric can be 'L1_Norm" or "L2_Norm". L1_Norm is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param quant_method character. The quant_method can be "kmeans" or "kmedoids". kmeans is selected by default -#' @return \item{clusters}{ List. A list showing each ID assigned to a cluster. -#' } \item{nodes.clust}{ List. A list corresponding to nodes' details. } -#' \item{idnodes}{ List. A list of ID and segments similar to -#' \code{nodes.clust} with additional columns for nodes ID. } -#' \item{error.quant}{ List. A list of quantization error for all levels and -#' nodes. } \item{plt.clust}{ List. A list of logical values indicating if the -#' quantization error was met. } \item{summary}{ Summary. Output table with -#' summary. } -#' @author Shubhra Prakash , Sangeet Moy Das -#' @seealso \code{\link{hvtHmap}} -#' @importFrom magrittr %>% -#' @importFrom stats complete.cases -#' @examples -#' -#' data("USArrests",package="datasets") -#' hvqOutput = hvq(USArrests, n_cells = 5, depth = 2, quant.err = 0.2, -#' distance_metric='L1_Norm',error_metric='mean',quant_method="kmeans") -#' -#' @export hvq -#' @keywords internal - -hvq <- - function (x, - min_compression_perc = NA, - n_cells = NA, - depth = 3, - quant.err = 10, - algorithm = "Hartigan-Wong", - distance_metric = c("L1_Norm", "L2_Norm"), - error_metric = c("mean", "max"), - quant_method=c("kmeans","kmedoids") - ) { - - requireNamespace("dplyr") - # browser() - - rescl <- list() - resid <- list() - resm <- list() - maxqe <- list() - meanqe <- list() - resplt <- list() - ztab3up <- list() - ztab1 <- ztab2 <- ztabn <- NULL - ztab11 <- ztab12 <- ztab13 <- NULL - zdepth <- depth - if(!is.na(n_cells)){ - quantinit <- rep(F, n_cells) - ztab3upc<-matrix(0, nrow = ncol(x), n_cells) - std<-matrix(0, nrow = ncol(x), n_cells) - } - - set.seed(300) - # flog.info("Parameters are initialized") - #outkinit will have centroids and datapoints and size of the cluster - # outkinit <- getOptimalCentroids(x, iter.max=100, algorithm=algorithm, n_cells,distance_metric=distance_metric,error_metric=error_metric,quant.err=quant.err) - - colSd <- function (x, na.rm=FALSE) apply(X=x, MARGIN=2, FUN=stats::sd, na.rm=na.rm) - - calculate_euclidean_distance_for_each_cluster <- function(x){ - sqrt(rowSums(scale(x,center = T,scale = F)^2))/ncol(x) - } - - calculate_manhattan_distance_for_each_cluster <- function(x){ - rowSums(abs(scale(x,center = T,scale = F)))/ncol(x) - } - - - ## for distance metrics i.e; manhattan or eucleadian - if(distance_metric == "L1_Norm"){ - function_to_calculate_distance_metric <- calculate_manhattan_distance_for_each_cluster - } else if(distance_metric == "L2_Norm"){ - function_to_calculate_distance_metric <- calculate_euclidean_distance_for_each_cluster - } else{ - stop('distance_metric must be L1_Norm (Manhattan), L2_Norm (Euclidean) or a custom distance function') - } - - ## for error metric i.e; mean or max - if(error_metric %in% c("mean","max")){ - function_to_calculate_error_metric <- error_metric - } else{ - stop('error_metric must be max,mean or custom function') - } - - if(!is.na(min_compression_perc)){ - depth <- 1 - compress_percent <- 0 - n_cells_compress_perc = 2 - num_data_points <- rep(F, n_cells_compress_perc) - n_cells_quant_err_list <- list() - n_cells = NA - - while(n_cells_compress_perc < nrow(x) & compress_percent <= min_compression_perc){ - quantinit <- rep(F, n_cells_compress_perc) - ztab3upc<-matrix(0, nrow = ncol(x), n_cells_compress_perc) - std<-matrix(0, nrow = ncol(x), n_cells_compress_perc) - # print(n_cells_compress_perc) - outkinit <- getCentroids(x=x, - kout = stats::kmeans(x, n_cells_compress_perc, iter.max=10^5, algorithm=algorithm), - n_cells=n_cells_compress_perc, - function_to_calculate_distance_metric=function_to_calculate_distance_metric, - function_to_calculate_error_metric=function_to_calculate_error_metric, - distance_metric=distance_metric, - quant_method = quant_method) - - n_cells_quant_err_list <- unlist(outkinit$cent) - noOfCells = sum(!is.na(n_cells_quant_err_list)) - noOfCellsBelowQuantizationError = sum(n_cells_quant_err_list < quant.err,na.rm = TRUE) - compress_percent = round((noOfCellsBelowQuantizationError/noOfCells) * 100, 2) #percentOfCellsBelowQuantizationErrorThreshold - n_cells_compress_perc <- n_cells_compress_perc + 1 - } - n_cells_optimal <- n_cells_compress_perc - 1 - print(paste0("For the given dataset ",min_compression_perc,"% compression rate is achieved at n_cells : ", n_cells_optimal)) - - }else{ - - outkinit <- getCentroids(x=x, - kout = stats::kmeans(x, n_cells, iter.max=10^5, algorithm=algorithm), - n_cells=n_cells, - function_to_calculate_distance_metric=function_to_calculate_distance_metric, - function_to_calculate_error_metric=function_to_calculate_error_metric, - distance_metric=distance_metric, - quant_method = quant_method) - - n_cells_optimal <- n_cells - } - - # names(outkinit$val) <- seq_along(outkinit$val) - rescl[[1]] <- outkinit$val - tet <- lapply(outkinit$val, row.names) - - # tet <- lapply(1:length(tet),function(k){ - # data.frame(tet[[as.character(k)]], 1, 1, k) - # }) - # tet <- lapply(1:length(tet),function(k){ - # k<- as.character(k) - # if(length(tet[[k]])!=0) - # data.frame(tet[[as.character(k)]], 1, 1, k) - # else data.frame(`tet..as.character.k...`=character(0), `1`=numeric(0),'1'=numeric(0), k=integer(0)) - # }) - - #length(tet) = no of clusters - for (k in 1:length(tet)){ - #print(k) - tet[[k]] <- data.frame(tet[[k]], 1, 1, k) - #print(head(tet[[k]])) - } - - names(tet) <- paste(1:length(tet)) - # names(tet) <- seq_along(tet) - # for (k in 1: length(tet)) - # tet[[as.character(k)]] <- data.frame(tet[[as.character(k)]], 1, 1, k) - #ID for each datapoint - resid[[1]] <- tet - #centroids of each cluster - # names(outkinit$cent) <- seq_along(outkinit$cent) - resm[[1]] <- outkinit$cent - maxqe[[1]] <- outkinit$maxQE - meanqe[[1]] <- outkinit$meanQE - #flag to check for quantization error - resplt[[1]] <- unlist(outkinit$cent) > quant.err - #initial values for next level k-means - # names(outkinit$values)<-seq_along(outkinit$values) - initclust <- outkinit$values - - - if (depth > 1) { - # flog.info("HVQ calculation started") - i <- 1 - while (i < depth) { - ijclust <- NULL - #stores values of datapoints - ijrescl <- list() - #ids of the datapoints - ijresid <- list() - #to store the centroids - ijresm <- list() - # to store max qe as radius for anomalies - ijmaxqe <- list() - ijmeanqe <- list() - #flag to check the quantization error - ijresplt <- list() - #number of datapoints in a cluster - ijresnsize <- list() - ijztab3up <- list() - #flag which checks quantization error - quantok <- unlist(resplt[[i]]) - j <- 1 - - ## Intervention 1 - while (j < (n_cells^i) + 1) { - - #if datapoint exceeds quantization error and number of datapoints in that cluster is greater than n_cells - if (quantok[j] & NROW(initclust[[j]]) > 3) { - #k-means on the initclust to obtain the next level clustering(sub-clusters) - z = data.frame(initclust[[j]]) - # try( - # outk <- getOptimalCentroids_new(z, iter.max = 10^5, algorithm = algorithm, n_cells, n_min_points, function_to_calculate_distance_metric, function_to_calculate_error_metric, quant.err = quant.err, distance_metric = distance_metric, quant_method=quant_method) - outk <- getOptimalCentroids(z, iter.max = 10^5, algorithm = algorithm, n_cells, function_to_calculate_distance_metric, function_to_calculate_error_metric, quant.err = quant.err, distance_metric = distance_metric, quant_method=quant_method) - # ) - - # outk$centers <- outk$centers[-which(sapply(outk$centers, is.na))] - # outk$maxQE <- outk$maxQE[-which(sapply(outk$maxQE, is.na))] - # outk$meanQE <- outk$meanQE[-which(sapply(outk$meanQE, is.na))] - # outk$values <- outk$values[-which(sapply(outk$values, is.na))] - # outk$nsize <- outk$nsize[-which(sapply(outk$nsize, is.na))] - - # browser() - # outk <- getOptimalCentroids(initclust[[j]], iter.max = 100, algorithm = algorithm, n_cells,distance_metric = distance_metric,error_metric = error_metric,quant.err = quant.err) - - # outk <- getCentroids(initclust[[j]], kout = stats::kmeans(initclust[[j]], n_cells, iter.max = 100, algorithm = algorithm), n_cells,distance_metric = distance_metric,error_metric = error_metric) - #store the datapoints - # names(outk$val)<-seq_along(outk$val) - ijrescl[[j]] <- outk$val - # tet <- lapply(outk$val, sapply, row.names) - tet <- lapply(outk$val, row.names) - tet[-which(sapply(tet, is.null))] - # names(tet) <- seq_along(tet) - #create ID's for each datapoint - # tet <- lapply(1:length(tet),function(k){ - # if(length(tet[[as.character(k)]])!=0) - # data.frame(tet[[as.character(k)]], i+1, j, k) - # else data.frame(`tet..as.character.k...`=character(0), `i...1`=numeric(0), j=numeric(0), k=integer(0)) - # }) - # for (k in 1: length(tet)) { - # print(k) - # print(nrow(data.frame(tet[[k]]))) - # } - for (k in 1: length(tet)){ - - if(!is.null(tet[[k]])){ - tet[[k]] <- data.frame(tet[[k]],i + 1, j, k) - } - else{ - tet[[k]] <- data.frame(tet[[k]]<-numeric(0)) - } - } - - # names(tet) <- paste(1:length(tet)) - # names(tet)<-seq_along(tet) - ijresid[[j]] <- tet - #store the centroids - # names(outk$cent) <- seq_along(outk$cent) - ijresm[[j]] <- outk$centers - ijmaxqe[[j]] <- outk$maxQE - ijmeanqe[[j]] <- outk$meanQE - #size of a cluster - # names(outk$nsize) <- seq_along(outk$nsize) - ijresnsize[[j]] <- outk$nsize - # ijztab3up[[j]] <- sapply(outk$val, mean) - - ijztab3up[[j]]<-matrix(0, nrow = ncol(x), n_cells) - - # rownames(ijztab3up[[j]]) <- colnames(x) - ijztab3up[[j]] <- t(outk$centroid_val) - # ijztab3up[[j]]<- na.omit(ijztab3up[[j]]) - - #flag to check if the quantization error threshold is exceeded - ijresplt[[j]] <- unlist(outk$centers) > quant.err - #store the datapoints - ijclust <- c(ijclust, outk$values) - }else { - ijrescl[[j]] <- rep(NA, n_cells) - ijresid[[j]] <- NULL - ijresm[[j]] <- rep(NA, n_cells) - ijmaxqe[[j]] <- rep(NA, n_cells) - ijmeanqe[[j]] <- rep(NA, n_cells) - ijresnsize[[j]] <- rep(0, n_cells) - ijztab3up[[j]] <- matrix(NA, ncol(x), n_cells) - ijresplt[[j]] <- rep(F, n_cells) - ijclust <- c(ijclust, rep(NA, n_cells)) - } - n_cells_at_j <- length(tet) - ztab1 <- c(ztab1, paste(i + 1, j, 1:n_cells_at_j, sep = ",")) - ztab11 <- c(ztab11, rep(i + 1, n_cells_at_j)) - ztab12 <- c(ztab12, rep(j, n_cells_at_j)) - ztab13 <- c(ztab13, 1: n_cells_at_j) - j <- j + 1 - } - rescl[[i + 1]] <- ijrescl - resid[[i + 1]] <- ijresid - resm[[i + 1]] <- ijresm - maxqe[[i + 1]] <- ijmaxqe - meanqe[[i + 1]] <- ijmeanqe - resplt[[i + 1]] <- ijresplt - ztab2 <- c(ztab2, unlist(ijresnsize)) - ztab3up[[i + 1]] <- data.frame(ijztab3up) - ztabn <- c(ztabn, unlist(ijresm)) - initclust <- ijclust - # flog.info("Output for Level %s is ready", i) - i <- i + 1 - #check if the desired depth is reached - if (!is.element(T, unlist(ijresplt))) { - zdepth <- i - i <- depth - } - } - # flog.info("HVQ for user-defined depth has been calculated") - #ztab is the output which contains the datapoints and their IDs. - #initialize ztab - ztab <- data.frame(matrix(0, nrow = sum(n_cells^(1:zdepth)), - ncol = (ncol(x) + 5))) - #Segment Level - ztab[1:n_cells, 1] <- rep(1, n_cells) - #Segment Parent - ztab[1:n_cells, 2] <- rep(1, n_cells) - #Segment Child - ztab[1:n_cells, 3] <- 1: n_cells - #Size of the cluster - ztab[1:n_cells, 4] <- unlist(outkinit$nsize) - #Centroid/Quantization error of the cluster - ztab[1:n_cells, 5] <- unlist(outkinit$cent) - # ztab3upc <- sapply(outkinit$val, mean, na.rm = T) - # ztab3upc<-matrix(0, nrow = ncol(x), n_cells) - # std<-matrix(0, nrow = ncol(x), n_cells) - for(a in 1: n_cells){ - for(b in 1: ncol(x)){ - ztab3upc[b, a] <- as.matrix(mean(outkinit$val[[a]][, b], na.rm = T)) - rownames(ztab3upc) <- colnames(x) - # Calculating sd - std[b, a] <- as.matrix(stats::sd(outkinit$val[[a]][, b], na.rm = T)) - rownames(std) <- colnames(x) - } - } - for (l in 1:length(ztab3up)){ - ztab3upc <- cbind(ztab3upc,ztab3up[[l]]) - std <- cbind(std, ztab3up[[l]]) - } - - ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 1] <- ztab11 - ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 2] <- ztab12 - ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 3] <- ztab13 - ztab[(n_cells + 1):sum(n_cells^(1:zdepth)), 4] <- ztab2 - ztab[, 6: ncol(ztab)] <- t(ztab3upc) - ztab[(n_cells + 1): sum(n_cells^(1: zdepth)), 5] <- ztabn - names(ztab) <- c("Segment.Level", "Segment.Parent", "Segment.Child", - "n", "Quant.Error", colnames(x)) - } else { - # else loop if depth = 1 - ztab <- data.frame(matrix(0, nrow = n_cells_optimal, ncol = (ncol(x) + - 5))) - ztab[, 1] <- rep(1, n_cells_optimal) - ztab[, 2] <- rep(1, n_cells_optimal) - ztab[, 3] <- 1:n_cells_optimal - ztab[, 4] <- unlist(outkinit$nsize) - ztab[, 5] <- unlist(outkinit$cent) - ztab_mean <- t(sapply(outkinit$val, colMeans, - na.rm = T)) - std <- t(sapply(outkinit$val, colSd, - na.rm = T)) - if(quant_method == "kmeans"){ - ztab[, 6:ncol(ztab)] <- ztab_mean # mean values - } else { - ztab[, 6:ncol(ztab)] <- outkinit[["sum_val"]] # Medoid/median values - } - - names(ztab) <- c("Segment.Level", "Segment.Parent", "Segment.Child", - "n", "Quant.Error", colnames(x)) - } - - - if(depth > 1){ - meanCol = t(ztab3upc) - std = t(std) - }else{ - meanCol = ztab_mean - std = data.frame(std) - } - - - - ## Calculate compress percentage - compression_summary <- ztab %>% - dplyr::group_by(Segment.Level) %>% - dplyr::summarise( noOfCells = sum(!is.na(Quant.Error)), noOfCellsBelowQuantizationError = sum(Quant.Error < quant.err,na.rm = TRUE)) %>% dplyr::mutate(percentOfCellsBelowQuantizationErrorThreshold = (noOfCellsBelowQuantizationError/noOfCells)) - - colnames(compression_summary)[1] <- "segmentLevel" - - if(any(is.nan(compression_summary$percentOfCellsBelowQuantizationErrorThreshold))){ - compression_summary <- compression_summary[stats::complete.cases(compression_summary),] - } - - - compression_summary$parameters=paste("n_cells:",n_cells_optimal,"quant.err:",quant.err,"distance_metric:",distance_metric[1],"error_metric:",error_metric[1],"quant_method:",quant_method[1]) - - - ridnames <- resid - rclnames <- rescl - return(list(clusters = initclust, nodes.clust = rescl, idnodes = resid, - error.quant = resm, max_QE = maxqe, plt.clust = resplt, summary = ztab, compression_summary = compression_summary, - meanClust = meanCol, sdClust = std,mean_QE = meanqe )) - - } \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/hvtHmap.R b/muHVT_3.0.1/muHVT/R/hvtHmap.R deleted file mode 100644 index 7c2acfc..0000000 --- a/muHVT_3.0.1/muHVT/R/hvtHmap.R +++ /dev/null @@ -1,361 +0,0 @@ -#' Heat Map over Hierarchical Voronoi Tessellations -#' -#' Main function to construct heatmap overlay for hierarchical voronoi tessellations. -#' -#' The output of the \code{HVT} function has all the required information about -#' the HVT. Now a heat map is overlayed over this HVT. The user defines the -#' level and also those variables of the data for which the heat map is to be -#' plotted. Now for each variable a separate heat map is plotted. The plot area -#' is divided into 2 screens where the first screen is relatively large and -#' will have the heat map. The second screen is small and contains the gradient -#' scale. To plot the heat map, the data is first normalized. The gradient -#' scale is divided into 'n' regions(500 is the set default). Using the -#' normalized data, the different regions into which the data items fall are -#' found. Each data item is now having a region on the gradient scale. This -#' color is filled in the tile corresponding to the data item. This procedure -#' is done for all the tiles for that level to get the complete heat map. Once -#' the heat map is ready, the higher level tessellations are plotted to -#' represent the hierarchies. The size of the centroids, the thickness of the -#' lines and the color of the tessellation lines can be given as input by the -#' user. Appropriate values for these parameters should be given to identify -#' the hierarchies properly. In the second screen the gradient scale is -#' plotted. The heat maps and hierarchical tessellations are obtained for all -#' the desired variables. -#' -#' @param hvt.results List. A list of hvt.results obtained from the HVT -#' function. -#' @param dataset Data frame. The input data set. -#' @param child.level Numeric. Indicating the level for which the heat map is -#' to be plotted. -#' @param hmap.cols Numeric or Character. The column number of column name from -#' the dataset indicating the variables for which the heat map is to be -#' plotted. -#' @param color.vec Vector. A color vector such that length(color.vec) = -#' (child.level - 1). (default = NULL) -#' @param line.width Vector. A line width vector such that length(line.width) = -#' (child.level - 1). (default = NULL) -#' @param centroid.size Numeric. Indicating the centroid size of the first -#' level. (default = 3) -#' @param pch Numeric. Indicating the centroid's symbol type. -#' (default = 21) -#' @param palette.color Numeric. Indicating the heat map color palette. 1 - -#' rainbow, 2 - heat.colors, 3 - terrain.colors, 4 - topo.colors, 5 - -#' cm.colors, 6 - seas color. (default = 6) -#' @param previous_level_heatmap Logical. If TRUE, the heatmap of previous level will be overlayed on the heatmap of selected level. If #' FALSE, the heatmap of only selected level will be plotted -#' @param show.points Logical. Indicating if the centroids should -#' be plotted on the tessellations. (default = FALSE) -#' @param asp Numeric. Indicating the aspect ratio type. For flexible aspect -#' ratio set, asp = NA. (default = 1) -#' @param ask Logical. If TRUE (and the R session is interactive) the user is -#' asked for input, before a new figure is drawn. (default = TRUE) -#' @param tess.label Vector. A vector for labelling the tessellations. (default -#' = NULL) -#' @param label.size Numeric. The size by which the tessellation labels should -#' be scaled. (default = 0.5) -#' @param quant.error.hmap Numeric. A number indicating the quantization error -#' threshold. -#' @param n_cells.hmap Numeric. An integer indicating the number of cells/clusters per -#' hierarchy (level) -#' @param ... The ellipsis is passed to it as additional argument. (Used internally) -#' @author Shubhra Prakash , Sangeet Moy Das -#' @seealso \code{\link{plotHVT}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @examples -#' data(USArrests) -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' hvtHmap(hvt.results, USArrests, child.level = 1,hmap.cols = 'Murder', -#' line.width = c(0.2), color.vec = c('#141B41'),palette.color = 6, -#' quant.error.hmap = 0.2, n_cells.hmap = 6) -#' @export hvtHmap - - -hvtHmap <- - function (hvt.results, - dataset, - child.level, - hmap.cols, - color.vec = NULL, - line.width = NULL, - centroid.size = 3, - pch = 21, - palette.color = 6, - previous_level_heatmap = T, - show.points = F, - asp = 1, - ask = T, - tess.label = NULL, - quant.error.hmap = NULL, - n_cells.hmap = NULL, - label.size = .5, - ...){ - # browser() - - hvt_list <- hvt.results - # maxDepth <- child.level - maxDepth <- min(child.level,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) - summaryDF = hvt_list[[3]][["summary"]] - valuesDataframe <- data.frame( - depth = 0, - cluster = 0, - child = 0, - qe=0, - n_cluster=0, - value = 0, - cellID = 0 - ) - positionsDataframe <- data.frame( - depth = 0, - cluster = 0, - child = 0, - x = 0, - y = 0 - ) - - centroidDataframe <- data.frame(x = 0, y = 0, lev = 0) - - for (depth in 1:maxDepth) { - if (depth < 3){ - - for (clusterNo in names(hvt_list[[2]][[depth]])) { - for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { - if (!is.null(hvt_list[[2]][[depth]][[clusterNo]])) { - summaryFilteredDF <- - summaryDF %>% dplyr::filter( - Segment.Level == depth, - Segment.Parent == clusterNo, - Segment.Child == childNo - ) - - current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] - - - val = summaryFilteredDF[, hmap.cols] - qe = summaryFilteredDF[, "Quant.Error"] - ncluster = summaryFilteredDF[, "n"] - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - if("Cell.ID" %in% colnames(summaryFilteredDF)){ - cell_ID = summaryFilteredDF[, "Cell.ID"] - } else{ - cell_ID = 0 - } - valuesDataframe <- - rbind( - valuesDataframe, - data.frame( - depth = depth, - cluster = clusterNo, - child = childNo, - qe=qe, - n_cluster=ncluster, - value = val, - cellID = cell_ID - ) - ) - positionsDataframe <- - rbind( - positionsDataframe, - data.frame( - depth = rep(depth, length(x)), - cluster = rep(clusterNo, length(x)), - child = rep(childNo, length(x)), - x = x, - y = y - ) - ) - - centroidDataframe <- - rbind(centroidDataframe, - data.frame( - x = as.numeric(current_cluster[["pt"]][["x"]]), - y = as.numeric(current_cluster[["pt"]][["y"]]), - lev = depth - )) - - - - } - - } - } - - }else{ - for (clusterNo in 1:n_cells.hmap^(child.level-1)) { - for (childNo in 1:length(hvt_list[[2]][[depth]][[as.character(clusterNo)]])) { - if (!is.null(hvt_list[[2]][[depth]][[as.character(clusterNo)]])) { - summaryFilteredDF <- - summaryDF %>% dplyr::filter( - Segment.Level == depth, - Segment.Parent == clusterNo, - Segment.Child == childNo - ) - - current_cluster = hvt_list[[2]][[depth]][[as.character(clusterNo)]][[childNo]] - - - val = summaryFilteredDF[, hmap.cols] - qe = summaryFilteredDF[, "Quant.Error"] - - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - if("Cell.ID" %in% colnames(summaryFilteredDF)){ - cell_ID = summaryFilteredDF[, "Cell.ID"] - } else{ - cell_ID = 0 - } - valuesDataframe <- - rbind( - valuesDataframe, - data.frame( - depth = depth, - cluster = clusterNo, - child = childNo, - qe=qe, - n_cluster=ncluster, - value = val, - cellID = cell_ID - ) - ) - positionsDataframe <- - rbind( - positionsDataframe, - data.frame( - depth = rep(depth, length(x)), - cluster = rep(clusterNo, length(x)), - child = rep(childNo, length(x)), - x = x, - y = y - ) - ) - - centroidDataframe <- - rbind( - centroidDataframe, - data.frame( - x = as.numeric(current_cluster[["pt"]][["x"]]), - y = as.numeric(current_cluster[["pt"]][["y"]]), - lev = depth - ) - ) - } - } - } - } - } - valuesDataframe <- valuesDataframe[2:nrow(valuesDataframe), ] - - positionsDataframe <- - positionsDataframe[2:nrow(positionsDataframe), ] - - centroidDataframe <- - centroidDataframe[2:nrow(centroidDataframe), ] - - - datapoly <- - merge(valuesDataframe, - positionsDataframe, - by = c("depth", "cluster", "child")) - - p <- ggplot2::ggplot() - colour_scheme <- c("#6E40AA", "#6B44B2", "#6849BA", "#644FC1", "#6054C8", "#5C5ACE" ,"#5761D3" ,"#5268D8", "#4C6EDB", "#4776DE", "#417DE0", "#3C84E1" ,"#368CE1", - "#3194E0", "#2C9CDF", "#27A3DC", "#23ABD8","#20B2D4", "#1DBACE", "#1BC1C9", "#1AC7C2" ,"#19CEBB", "#1AD4B3" ,"#1BD9AB", "#1DDFA3", "#21E39B", - "#25E892", "#2AEB8A" ,"#30EF82", "#38F17B" ,"#40F373", "#49F56D", "#52F667", "#5DF662", "#67F75E", "#73F65A", "#7FF658", "#8BF457", "#97F357", "#A3F258") - - data <- datapoly - if(maxDepth>1){ - for(i in 1:(maxDepth-1)){ - index_tess<-which(data$depth==i & data$qe>quant.error.hmap & data$n_cluster>3 ) - data<-data[-index_tess,] - - rm(index_tess) - } - } - - # changing hoverText for torus demo - if ("Cell.ID" %in% colnames(summaryFilteredDF)) { - p <- - p + ggplot2::geom_polygon( - data = data, - ggplot2::aes( - x = x, - y = y, - group = interaction(depth, cluster, child), - fill = value, - text = paste(" Cell.ID:", cellID, - "
    ", "Segment.Level:", depth, - "
    ", "Segment.Parent:", cluster, - "
    ", "Segment.Child:", child - ) - ) - - ) + - ggplot2::scale_fill_gradientn(colours = colour_scheme ) + - ggplot2::labs(fill = hmap.cols) - - } else { p <- - p + ggplot2::geom_polygon( - data = data, - ggplot2::aes( - x = x, - y = y, - group = interaction(depth, cluster, child), - fill = value, - ) - ) + - ggplot2::scale_fill_gradientn(colours = colour_scheme ) + - ggplot2::labs(fill = hmap.cols)} - - - for (i in child.level:1 ) { - p <- - p + ggplot2::geom_polygon( - data = datapoly[which(datapoly$depth==i),], - ggplot2::aes( - x = x, - y = y, - color = factor(depth), - size = factor(depth), - group = interaction(depth, cluster, child) - - ), - fill = NA - ) + - ggplot2::scale_colour_manual(values = color.vec)+ - ggplot2::scale_size_manual(values=line.width,guide=FALSE) + - ggplot2::labs(color = "Level")} - - - - - - for (depth in 1:maxDepth) { - p <- p + ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - fill = color.vec[depth], - color = color.vec[depth] - ) + ggplot2::theme(plot.background = ggplot2::element_blank() - ,plot.title = element_text( - size = 20, - hjust = 0.5, - margin = margin(0, 0, 20, 0) - ) - ,panel.grid = ggplot2::element_blank() - ,panel.border = ggplot2::element_blank() - ,axis.ticks = element_blank() - ,axis.text = element_blank() - ,axis.title = element_blank() - ,panel.background = element_blank())+ - ggplot2::scale_x_continuous(expand = c(0, 0)) + - ggplot2::scale_y_continuous(expand = c(0, 0)) - } - - return(suppressMessages(p)) - } \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/madPlot.R b/muHVT_3.0.1/muHVT/R/madPlot.R deleted file mode 100644 index facbab7..0000000 --- a/muHVT_3.0.1/muHVT/R/madPlot.R +++ /dev/null @@ -1,145 +0,0 @@ -#' Mean Absolute Deviation Plot -#' -#' Function to create Mean Absolute Deviation Plot -#' -#' This function plots percentage anomalies vs mean absolute deviation for test data. The plot helps in -#' deciding an optimal MAD value for the use case. -#' -#' -#' @param hvt.prediction List. A list of hvt.prediction obtained from the predictHVT -#' function. -#' @param ... The ellipsis is passed to it as additional argument. (Used internally) -#' @return Mean Absolute Deviation Plot -#' \item{mad_plot}{ggplot plot. A plot with percentage anomalies on y axis and mean absolute deviation values on xaxis. } -#' @author Shubhra Prakash -#' @seealso \code{\link{predictHVT}} -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @examples -#' data(USArrests) -#' #Split in train and test -#' -#' train <- USArrests[1:40,] -#' test <- USArrests[41:50,] -#' -#' hvt.results <- list() -#' hvt.results <- HVT(train, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' -#' predictions <- predictHVT(test,hvt.results, child.level=2,mad.threshold = 0.2) -#' print(predictions$scoredPredictedData) -#' madPlot(hvt.prediction=predictions) -#' @export madPlot -#' @keywords internal - -madPlot = function(hvt.prediction, - ...) { - # browser() - requireNamespace("ggplot2") #deldir function - requireNamespace("scales") #deldir function - - qe = hvt.prediction[["predictInput"]][["quant.err"]] - df_scored = hvt.prediction[["scoredPredictedData"]] - qe_val = df_scored$Quant.Error - - - if (qe < 0.75) { - x_breaks = seq(qe, 0.75, length.out = 10) %>% round(2) - MAD_list = lapply(seq(qe, 0.75, by = 0.01), function(x) { - anom_points = sum(qe_val > x) - max_cells = length(qe_val) - perct_anom = (anom_points / max_cells) - - return(c(x, anom_points, max_cells, perct_anom)) - }) - } else if (qe > 0.75) { - x_breaks = seq(qe, (qe + 0.75), length.out = 10) %>% round(2) - MAD_list = lapply(seq(qe, (qe + 0.75), by = 0.01), function(x) { - anom_points = sum(qe_val > x) - max_cells = length(qe_val) - perct_anom = (anom_points / max_cells) - - return(c(x, anom_points, max_cells, perct_anom)) - }) - - - - } - - - comp_nclust_anom = MAD_list %>% purrr::reduce(rbind) %>% as.data.frame() - names(comp_nclust_anom) = c( - "Mean_Absolute_Deviation", - "anom_points", - "max_cells", - "Percentage_of_Anomalous_Points" - ) - - ############################################ - - mark_x = which(comp_nclust_anom$Percentage_of_Anomalous_Points < 0.01) - mark_x = comp_nclust_anom[mark_x[1], ] - - - - mad_plot = - ggplot() + - geom_point( - data = comp_nclust_anom, - mapping = aes(x = Mean_Absolute_Deviation, - y = Percentage_of_Anomalous_Points), - shape = "circle", - size = 1.5, - colour = "midnightblue" - ) + - geom_hline(yintercept = 0.01, - linetype = "dashed", - colour = "brown2") + - geom_vline( - xintercept = mark_x$Mean_Absolute_Deviation, - linetype = "dashed", - colour = "brown2" - ) + - # geom_segment(aes(xend=mark_x$Mean_Absolute_Deviation, - # yend = mark_x$Percentage_of_Anomalous_Points, - # x=mark_x$Mean_Absolute_Deviation, - # y=-1 - # ),linetype="dashed",colour="brown2") + - - annotate( - "text", - x = mark_x$Mean_Absolute_Deviation + (0.03 * max( - comp_nclust_anom$Mean_Absolute_Deviation - )), - y = mark_x$Percentage_of_Anomalous_Points + (0.1), - label = mark_x$Mean_Absolute_Deviation, - fontface = "bold" - ) + - annotate( - "text", - x = qe, - y = 0.01 + (0.1), - label = "1%", - fontface = "bold" - ) + - - ggplot2::theme_bw() + - ggplot2::theme( - plot.title = ggplot2::element_text(size = 12), - axis.text = element_text(size = 8), - # axis.text.x = element_text(angle = 90), - axis.title = element_text(size = 8) - ) + - labs(title = "Mean Absolute Deviation Plot") + - scale_y_continuous(labels = scales::percent_format(), limits = c(0, 1)) + - scale_x_continuous(breaks =x_breaks) - - - - # labs(title = , - # subtitle = "95% Compression, QE=varying, n_cells=1033,L1Norm,Max", - # caption = "Mean Absolute Deviation is non dynamic i.e constant for each(earlier version was based on max QE of cells)") - return(mad_plot) -} diff --git a/muHVT_3.0.1/muHVT/R/mlayerHVT.R b/muHVT_3.0.1/muHVT/R/mlayerHVT.R deleted file mode 100644 index 0363d3f..0000000 --- a/muHVT_3.0.1/muHVT/R/mlayerHVT.R +++ /dev/null @@ -1,162 +0,0 @@ -#' @name mlayerHVT -#' -#' @title Predict which cell and what level each point in the test dataset belongs to -#' -#' -#' @param data Data Frame. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from -#' this dataset can also be used to overlay as heatmap -#' @param hvt_mapA A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data -#' @param hvt_mapB A list of removed outlier rows using removedOutliers function -#' @param hvt_mapC A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data without outlier(s) -#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) -#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation -#' @param line.width Vector. A line width vector -#' @param color.vec Vector. A color vector -#' @param normalize Logical. A logical value indicating if the columns in your -#' dataset should be normalized. Default value is TRUE. -#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param yVar character. Name of the dependent variable(s) -#' @param ... color.vec and line.width can be passed from here -#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' -#' #Split in train and test -#' train <- USArrests[1:40,] -#' test <- USArrests[41:50,] -#' -#' hvt_mapA <- list() -#' hvt_mapA <- HVT(train, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' -#' -#' identified_outlier_cells <- c(2, 10) -#' output_list <- removeOutliers(identified_outlier_cells, hvt_mapA) -#' hvt_mapB <- output_list[[1]] -#' dataset_without_outliers <- output_list[[2]] -#' -#' -#' mapA_scale_summary = hvt_mapA[[3]]$scale_summary -#' hvt_mapC <- list() -#' hvt_mapC <- HVT(dataset_without_outliers, n_cells = 15, -#' depth = 2, quant.err = 0.2, distance_metric = "L1_Norm", -#' error_metric = "max", quant_method = "kmeans", -#' projection.scale = 10, normalize = FALSE, scale_summary = mapA_scale_summary) -#' -#' predictions <- list() -#' predictions <- mlayerHVT(test, hvt_mapA, hvt_mapB, hvt_mapC) -#' -#' @keywords mlayer -#' @export mlayerHVT - - -mlayerHVT <- function(data, - hvt_mapA, - hvt_mapB, - hvt_mapC, - mad.threshold = 0.2, - normalize = T, - distance_metric="L1_Norm", - error_metric="max", - child.level = 1, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - yVar= NULL, - ...){ - # browser() - - set.seed(300) - requireNamespace("dplyr") - requireNamespace("purrr") - - mapA_predictions <- predictHVT(data, - hvt_mapA, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6), - color.vec = c("#141B41"), - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapA_scoredPredictedData <- as.data.frame(mapA_predictions$scoredPredictedData) - mapA_scoredPredictedData$row_number <- row.names(mapA_scoredPredictedData) - - mapC_predictions <- predictHVT(data, - hvt_mapC, - child.level = length(unique(hvt_mapC[[3]]$summary[, "Segment.Level"])), - line.width = line.width, - color.vec = color.vec, - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapC_scoredPredictedData <- as.data.frame(mapC_predictions$scoredPredictedData) - mapC_scoredPredictedData$row_number <- row.names(mapC_scoredPredictedData) - mapC_scoredPredictedData$mapC_cell_path <- paste0(mapC_scoredPredictedData$Segment.Level,"-",mapC_scoredPredictedData$Segment.Parent,"-",mapC_scoredPredictedData$Segment.Child) - - ############################## - - colnames(mapA_scoredPredictedData) <- c("MapA.Segment.Level","MapA.Segment.Parent","MapA.Segment.Child","n","MapA.Cell.ID","Quant.Error","Murder","Assault","UrbanPop","Rape","centroidRadius","diff","anomalyFlag","Row.Number") - colnames(mapC_scoredPredictedData) <- c("MapC.Segment.Level","MapC.Segment.Parent","MapC.Segment.Child","n","MapC.Cell.ID","Quant.Error","Murder","Assault","UrbanPop","Rape","centroidRadius","diff","anomalyFlag","Row.Number","MapC.Cell.Path") - - predictions_set <- merge(x = mapA_scoredPredictedData, y = mapC_scoredPredictedData, by = c("Row.Number")) - - predictions_table <- predictions_set %>% select(Row.Number,MapA.Segment.Level,MapA.Segment.Parent, MapA.Segment.Child,MapA.Cell.ID, - # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapB_cell_path,Cell.ID.y, - MapC.Segment.Level, MapC.Segment.Parent, MapC.Segment.Child, MapC.Cell.Path,MapC.Cell.ID - ) - - - ############################## - # predictions_set <- merge(x = mapA_scoredPredictedData, y = mapC_scoredPredictedData, by = c("row_number")) - # - # predictions_table <- predictions_set %>% select(row_number, Segment.Level.x, Segment.Parent.x, Segment.Child.x,Cell.ID.x, - # # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapB_cell_path,Cell.ID.y, - # Segment.Level.y, Segment.Parent.y, Segment.Child.y, mapC_cell_path,Cell.ID.y - # ) - # colnames(predictions_table) <- c('Row.Number','MapA.Segment.Level','MapA.Segment.Parent','MapA.Segment.Child','MapA.Cell.ID', - # 'MapC.Segment.Level','MapC.Segment.Parent','MapC.Segment.Child','MapC.Cell.Path','MapC.Cell.ID') - # - removed_outlier_cells <- as.vector(unique(hvt_mapB$Cell.Number)) - - predictions_table$MapB.Cell.ID <- ifelse( - (predictions_table$MapA.Segment.Child %in% identified_outlier_cells), - paste0(predictions_table$MapA.Cell.ID), # if condition is met - NA # else put NA - ) - - predictions_table$MapC.Cell.ID <- ifelse( - (is.na(predictions_table$MapB.Cell.ID)), - paste0(predictions_table$MapC.Cell.ID), # if condition is met - NA # else put NA - ) - - predictions_table$Row.Number <- as.integer(predictions_table$Row.Number) - predictions_table <- predictions_table[order(predictions_table$Row.Number, decreasing = FALSE),] - - scoredPredictionsData_CellID <- predictions_table %>% select(c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapC.Cell.ID')) - scoredPredictionsData_CellID <- lapply(scoredPredictionsData_CellID, as.numeric) - - scoredPredictionsData_CellID <- as.data.frame(scoredPredictionsData_CellID) - unique.Cell.ID <- as.data.frame(unique(hvt_mapB$Cell.ID)) - colnames(unique.Cell.ID) <- c('MapB.Cell.ID') - rownames(unique.Cell.ID) <- 1:nrow(unique.Cell.ID) - unique.Cell.ID$index <- row.names(unique.Cell.ID) - unique.Cell.ID <- as.data.frame(unique.Cell.ID) - - scoredPredictionsData_CellID <- dplyr::left_join(scoredPredictionsData_CellID, unique.Cell.ID, by = "MapB.Cell.ID") - scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% select(c('Row.Number','MapA.Cell.ID','index','MapC.Cell.ID')) - colnames(scoredPredictionsData_CellID) <- c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapC.Cell.ID') - scoredPredictionsData_CellID <- as.data.frame(lapply(scoredPredictionsData_CellID, as.numeric)) - - - return(scoredPredictionsData_CellID) -} diff --git a/muHVT_3.0.1/muHVT/R/multiNormalDist.R b/muHVT_3.0.1/muHVT/R/multiNormalDist.R deleted file mode 100644 index 54f9945..0000000 --- a/muHVT_3.0.1/muHVT/R/multiNormalDist.R +++ /dev/null @@ -1,35 +0,0 @@ -#' Multivariate normal distribution -#' -#' Function to generate multivariate normal distribution where each variable has a standard normal distribution N(0,1) -#' -#' The multivariate normal distribution, multivariate Gaussian distribution, or -#' joint normal distribution is a generalization of the one-dimensional (univariate) -#' normal distribution to higher dimensions. It is a vector in multiple normally distributed variables, -#' such that any linear combination of the variables is also normally distributed. -#' -#' @param sample.size Numeric. Indicating the sample size for distribution -#' @param ncol Numeric. Indicating the number of columns -#' @author Shubhra Prakash -#' @importFrom magrittr %>% -#' @examples -#' multiNormalDist(2500,2) -#' x=multiNormalDist(2500,2) -#' hist(x[,1]) - -#' @export multiNormalDist - - -multiNormalDist <- - function (sample.size=2500,ncol=5){ - if(sample.size<1) stop("sample.size is less than 1") - df = matrix(ncol = ncol, nrow = sample.size) %>% as.data.frame() - for (i in 1:ncol) { - df[,i] = stats::rnorm(n = sample.size ,mean = 0 ,sd = 1) - } - return(df) - } - - - - - diff --git a/muHVT_3.0.1/muHVT/R/plotCells.R b/muHVT_3.0.1/muHVT/R/plotCells.R deleted file mode 100644 index 2ad5e4a..0000000 --- a/muHVT_3.0.1/muHVT/R/plotCells.R +++ /dev/null @@ -1,220 +0,0 @@ -#' @name plotCells -#' @title Plot the identified outlier cell(s) in the voronoi tessellations map. -#' -#' Plotting function to construct hierarchical voronoi tessellations and highlight the cells using the -#' compressed HVT map. -#' -#' @param plot.cells Vector. A vector indicating the cells to be highlighted in the map -#' @param hvt.map List. A list containing the output of \code{HVT} function -#' which has the details of the tessellations to be plotted. -#' @param line.width Numeric Vector. A vector indicating the line widths of the -#' tessellation boundaries for each level. -#' @param color.vec Vector. A vector indicating the colors of the boundaries of -#' the tessellations at each level. -#' @param pch1 Numeric. Symbol type of the centroids of the tessellations -#' (parent levels). Refer \code{\link{points}}. (default = 21) -#' @param centroid.size Numeric. Size of centroids of first level -#' tessellations. (default = 3) -#' @param title String. Set a title for the plot. (default = NULL) -#' @param maxDepth Numeric. An integer indicating the number of levels. (default = NULL) -#' @author Shantanu Vaidya -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @import ggplot2 -#' -#' @export plotCells - - -# library(ggplot2) -plotCells <- - function(plot.cells, - hvt.map, - line.width = c(0.6), - color.vec = c("#141B41"), - pch1 = 21, - centroid.size = 0.5, - title = NULL, - maxDepth = 1) { - # browser() - - hvt_list <- hvt.map - outlier_cell_k = plot.cells - - maxDepth = min(maxDepth,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) - - min_x = 1e9 - min_y = 1e9 - max_x = -1e9 - max_y = -1e9 - depthVal = c() - clusterVal = c() - childVal = c() - value = c() - x_pos = c() - y_pos = c() - x_cor = c() - y_cor = c() - depthPos = c() - clusterPos = c() - childPos = c() - levelCluster = c() - for (clusterNo in 1:length(hvt_list[[2]][[1]][[1]])) { - bp_x = hvt_list[[2]][[1]][[1]][[clusterNo]][["x"]] - bp_y = hvt_list[[2]][[1]][[1]][[clusterNo]][["y"]] - - - if (min(bp_x) < min_x) - min_x = min(bp_x) - if (max(bp_x) > max_x) - max_x = max(bp_x) - if (min(bp_y) < min_y) - min_y = min(bp_y) - if (max(bp_y) > max_y) - max_y = max(bp_y) - - } - - for (depth in 1:maxDepth) { - for (clusterNo in 1:length(hvt_list[[2]][[depth]])) { - for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { - current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] - - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - x_cor = c(x_cor, as.numeric(current_cluster[["pt"]][["x"]])) - y_cor = c(y_cor, as.numeric(current_cluster[["pt"]][["y"]])) - depthVal = c(depthVal, depth) - clusterVal = c(clusterVal, clusterNo) - childVal = c(childVal, childNo) - depthPos = c(depthPos, rep(depth, length(x))) - clusterPos = c(clusterPos, rep(clusterNo, length(x))) - childPos = c(childPos, rep(childNo, length(x))) - x_pos = c(x_pos, x) - y_pos = c(y_pos, y) - levelCluster = c(levelCluster, depth) - } - } - } - - # outlier_cell_k = c(53) - - - valuesDataframe <- data.frame(depth = depthVal, - cluster = clusterVal, - child = childVal) - valuesDataframe <- valuesDataframe %>% - dplyr::mutate(outlier_cell = ifelse((child %in% outlier_cell_k), - "Outlier_Cell", "")) - - positionsDataframe <- data.frame( - depth = depthPos, - cluster = clusterPos, - child = childPos, - x = x_pos, - y = y_pos - ) - - - centroidDataframe <- - data.frame(x = x_cor, y = y_cor, lev = levelCluster) - - datapoly <- - merge(valuesDataframe, - positionsDataframe, - by = c("depth", "cluster", "child")) - - datapoly_outlier_cell <- datapoly[which(datapoly$outlier_cell == "Outlier_Cell"), ] - datapoly_non_outlier_cell <- datapoly[which(datapoly$outlier_cell != "Outlier_Cell"), ] - - - p <- ggplot2::ggplot() - - for (i in maxDepth:1) { - p <- - p + ggplot2::geom_polygon( - data = datapoly_outlier_cell[which(datapoly_outlier_cell$depth == i), ], - ggplot2::aes( - x = x, - y = y, - color = factor(depth), - size = factor(depth), - group = interaction(depth, cluster, child), - - ), - fill = "red" - ) + - ggplot2::geom_polygon( - data = datapoly_non_outlier_cell[which(datapoly_non_outlier_cell$depth == i), ], - ggplot2::aes( - x = x, - y = y, - color = factor(depth), - size = factor(depth), - group = interaction(depth, cluster, child), - - ), - fill = NA - ) + - ggplot2::scale_colour_manual(values = color.vec) + - ggplot2::scale_size_manual(values = line.width, guide = "none") + - ggplot2::labs(color = "Level") - } - - for (depth in 1:maxDepth) { - p <- p + ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - pch = 21, - fill = color.vec[depth], - color = color.vec[depth] ) + - ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - pch = 21, - fill = color.vec[depth], - color = color.vec[depth] ) - } - - p <- p + - ggplot2::scale_color_manual(name = "Outlier Cell", - values = color.vec) + - ggplot2::theme_bw() + ggplot2::theme( - plot.background = ggplot2::element_blank() - , - plot.title = element_text( - size = 20, - hjust = 0.5, - margin = margin(0, 0, 20, 0) - ) - , - panel.grid = ggplot2::element_blank() - , - panel.border = ggplot2::element_blank() - , - axis.ticks = element_blank() - , - axis.text = element_blank() - , - axis.title = element_blank() - , - panel.background = element_blank() - ) + ggplot2::theme(plot.title = element_text(hjust = 0.5)) + - ggplot2::scale_x_continuous(expand = c(0, 0)) + - ggplot2::scale_y_continuous(expand = c(0, 0)) + - ggplot2::geom_label(label = centroidDataframe$outlier_cell, - nudge_x=0.45, nudge_y=0.1, - check_overlap=T, - label.padding=unit(0.55, "lines"), - label.size=0.4, - color="white", - fill="#038225" ) + - theme(legend.position = "none") - - - return(suppressMessages(p)) - - - } diff --git a/muHVT_3.0.1/muHVT/R/plotDiag.R b/muHVT_3.0.1/muHVT/R/plotDiag.R deleted file mode 100644 index 3291c9a..0000000 --- a/muHVT_3.0.1/muHVT/R/plotDiag.R +++ /dev/null @@ -1,52 +0,0 @@ -#' @name plotDiag -#' -#' @title Make the diagnostic plots for hierarchical voronoi tessellations model. -#' -#' @param model_obj List. A list of model_obj obtained from the HVT -#' function or prediction object -#' @author Shubhra Prakash -#' @seealso \code{\link{plotHVT}} -#' @keywords diagnostics -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @export plotDiag - - -plotDiag <- - function (model_obj){ - - # browser() - # require(ggplot2) - # require(magrittr) - # require(patchwork) - - # Model Print - - if(model_obj[["model_info"]][["type"]]=="hvt_model"){ - p1=model_obj[[4]]$datapoint_plot+ggplot2::ggtitle("Minimum Intra-DataPoint Distance Plot: Train Data") - p2=model_obj[[4]]$cent_plot+ggplot2::ggtitle("Minimum Intra-Centroid Distance Plot: HVT Model | Train Data") - p3=model_obj[[4]]$mad_plot_train+ggplot2::ggtitle("Mean Absolute Deviation Plot: Calibration: HVT Model | Train Data") - p4=model_obj[[4]]$number_plot+ggplot2::ggtitle("Distribution of Number of Observations in Cells: HVT Model | Train Data") - p5=model_obj[[4]]$singleton_piechart - if (model_obj[["model_info"]][["input_parameters"]][["hvt_validation"]]){ - p6=hvt.results[[5]][["mad_plot"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot:Validation") - - plotDiag=(p3/(p1|p2)/(p4|p5)/p6) - } else{ - plotDiag=(p3/(p1|p2)/(p4|p5)) - } - - } else if(model_obj[["model_info"]][["type"]]=="hvt_prediction" ){ - # browser() - mtrain=model_obj[["model_mad_plots"]][["mtrain"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot: Calibration on Train Data") - mtest=model_obj[["model_mad_plots"]][["mtest"]]+ggplot2::ggtitle("Mean Absolute Deviation Plot:Validation") - mpred=madPlot(model_obj)+ggplot2::ggtitle("Mean Absolute Deviation Plot:Test Data") - # - plotDiag=mtrain/mtest/mpred - } - - - - - return(plotDiag) - } diff --git a/muHVT_3.0.1/muHVT/R/plotHVT.R b/muHVT_3.0.1/muHVT/R/plotHVT.R deleted file mode 100644 index 2b0ca1f..0000000 --- a/muHVT_3.0.1/muHVT/R/plotHVT.R +++ /dev/null @@ -1,208 +0,0 @@ -#' @name plotHVT -#' @title Plot the hierarchical tesselations. -#' -#' Main plotting function to construct hierarchical voronoi tessellations. -#' -#' @param hvt.results List. A list containing the ouput of \code{HVT} function -#' which has the details of the tessellations to be plotted. -#' @param line.width Numeric Vector. A vector indicating the line widths of the -#' tessellation boundaries for each level. -#' @param color.vec Vector. A vector indicating the colors of the boundaries of -#' the tessellations at each level. -#' @param pch1 Numeric. Symbol type of the centroids of the tessellations -#' (parent levels). Refer \code{\link{points}}. (default = 21) -#' @param centroid.size Numeric. Size of centroids of first level -#' tessellations. (default = 3) -#' @param title String. Set a title for the plot. (default = NULL) -#' @param maxDepth Numeric. An integer indicating the number of levels. (default = NULL) -#' @author Shubhra Prakash , Sangeet Moy Das -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @keywords hplot -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @examples -#' -#' data("USArrests",package="datasets") -#' -#' hvt.results <- list() -#' hvt.results <- HVT(USArrests, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' plotHVT(hvt.results, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#' -#' @export plotHVT - -library(ggplot2) -plotHVT <- - function(hvt.results, - line.width, - color.vec, - pch1 = 21, - centroid.size = 1.5, - title = NULL, - maxDepth=NULL) { - # browser() - - hvt_list <- hvt.results - - maxDepth = min(maxDepth,max(hvt_list[[3]][["summary"]] %>% stats::na.omit() %>% dplyr::select("Segment.Level"))) - - - min_x = 1e9 - min_y = 1e9 - max_x = -1e9 - max_y = -1e9 - depthVal = c() - clusterVal = c() - childVal = c() - value = c() - x_pos = c() - y_pos = c() - x_cor = c() - y_cor = c() - depthPos = c() - clusterPos = c() - childPos = c() - levelCluster = c() - for (clusterNo in 1:length(hvt_list[[2]][[1]][[1]])) { - bp_x = hvt_list[[2]][[1]][[1]][[clusterNo]][["x"]] - bp_y = hvt_list[[2]][[1]][[1]][[clusterNo]][["y"]] - - - if (min(bp_x) < min_x) - min_x = min(bp_x) - if (max(bp_x) > max_x) - max_x = max(bp_x) - if (min(bp_y) < min_y) - min_y = min(bp_y) - if (max(bp_y) > max_y) - max_y = max(bp_y) - - } - - - for (depth in 1:maxDepth) { - for (clusterNo in 1:length(hvt_list[[2]][[depth]])) { - for (childNo in 1:length(hvt_list[[2]][[depth]][[clusterNo]])) { - current_cluster = hvt_list[[2]][[depth]][[clusterNo]][[childNo]] - - x = as.numeric(current_cluster[["x"]]) - y = as.numeric(current_cluster[["y"]]) - x_cor = c(x_cor, as.numeric(current_cluster[["pt"]][["x"]])) - y_cor = c(y_cor, as.numeric(current_cluster[["pt"]][["y"]])) - depthVal = c(depthVal, depth) - clusterVal = c(clusterVal, clusterNo) - childVal = c(childVal, childNo) - depthPos = c(depthPos, rep(depth, length(x))) - clusterPos = c(clusterPos, rep(clusterNo, length(x))) - childPos = c(childPos, rep(childNo, length(x))) - x_pos = c(x_pos, x) - y_pos = c(y_pos, y) - levelCluster = c(levelCluster, depth) - } - } - } - - valuesDataframe <- data.frame(depth = depthVal, - cluster = clusterVal, - child = childVal) - - - positionsDataframe <- data.frame( - depth = depthPos, - cluster = clusterPos, - child = childPos, - x = x_pos, - y = y_pos - ) - - - centroidDataframe <- - data.frame(x = x_cor, y = y_cor, lev = levelCluster) - - datapoly <- - merge(valuesDataframe, - positionsDataframe, - by = c("depth", "cluster", "child")) - - - p <- ggplot2::ggplot() - - for (i in maxDepth:1) { - p <- - p + ggplot2::geom_polygon( - data = datapoly[which(datapoly$depth == i), ], - ggplot2::aes( - x = x, - y = y, - color = factor(depth), - size = factor(depth), - group = interaction(depth, cluster, child), - - ), - fill = NA - ) + - ggplot2::scale_colour_manual(values = color.vec) + - ggplot2::scale_size_manual(values = line.width, guide = "none") + - ggplot2::labs(color = "Level") - } - - - for (depth in 1:maxDepth) { - p <- p + ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - pch = 21, - fill = color.vec[depth], - color = color.vec[depth] ) + - ggplot2::geom_point( - data = centroidDataframe[centroidDataframe["lev"] == depth, ], - ggplot2::aes(x = x, y = y), - size = (centroid.size / (2 ^ (depth - 1))), - pch = 21, - fill = color.vec[depth], - color = color.vec[depth] ) - } - - p <- p + - ggplot2::scale_color_manual(name = "Level", - values = color.vec) + - ggplot2::theme_bw() + ggplot2::theme( - plot.background = ggplot2::element_blank() - , - plot.title = element_text( - size = 20, - hjust = 0.5, - margin = margin(0, 0, 20, 0) - ) - , - panel.grid = ggplot2::element_blank() - , - panel.border = ggplot2::element_blank() - , - axis.ticks = element_blank() - , - axis.text = element_blank() - , - axis.title = element_blank() - , - panel.background = element_blank() - ) + ggplot2::theme(plot.title = element_text(hjust = 0.5)) + - ggplot2::scale_x_continuous(expand = c(0, 0)) + - ggplot2::scale_y_continuous(expand = c(0, 0)) + - ggplot2::geom_label(label = centroidDataframe$outlier_cell, - nudge_x=0.45, nudge_y=0.1, - check_overlap=T, - label.padding=unit(0.55, "lines"), - label.size=0.4, - color="white", - fill="#038225" ) - - - return(suppressMessages(p)) - - - } diff --git a/muHVT_3.0.1/muHVT/R/predictHVT.R b/muHVT_3.0.1/muHVT/R/predictHVT.R deleted file mode 100644 index 8976a3e..0000000 --- a/muHVT_3.0.1/muHVT/R/predictHVT.R +++ /dev/null @@ -1,436 +0,0 @@ -#' @name predictHVT -#' -#' @title Predict which cell and what level each point in the test dataset belongs to -#' -#' -#' @param data List. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from -#' this dataset can also be used to overlay as heatmap -#' @param hvt.results.model A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data -#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) -#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation -#' @param line.width Vector. A line width vector -#' @param color.vec Vector. A color vector -#' @param normalize Logical. A logical value indicating if the columns in your -#' dataset should be normalized. Default value is TRUE. -#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param yVar character. Name of the dependent variable(s) -#' @param ... color.vec and line.width can be passed from here -#' @author Shubhra Prakash , Sangeet Moy Das -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @keywords predict -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' #Split in train and test -#' -#' train <- USArrests[1:40,] -#' test <- USArrests[41:50,] -#' -#' hvt.results <- list() -#' hvt.results <- HVT(train, n_cells = 15, depth = 1, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans",diagnose=TRUE) -#' -#' predictions <- predictHVT(test,hvt.results, child.level=2,mad.threshold = 0.2) -#' print(predictions$scoredPredictedData) -#' @export predictHVT - - -predictHVT <- function(data, - hvt.results.model, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - normalize = T, - distance_metric="L1_Norm", - error_metric="max", - yVar= NULL, - ...){ - # browser() - - set.seed(300) - requireNamespace("dplyr") - requireNamespace("purrr") - # require("plotly") - # requireNamespace("rjson") - - # browser() - if(!('Cell.ID' %in% colnames(hvt.results.model[[3]]$summary))){ - hvt.results.model[[3]]$summary <- get_cell_id(hvt.results=hvt.results.model) - } - hvt.results.model[[3]]$summary = cbind(hvt.results.model[[3]]$summary,centroidRadius=unlist( hvt.results.model[[3]]$max_QE)) - - options(warn = -1) - - # distance_metric <- - # ifelse(distance_metric == "L1_Norm", "manhattan", "euclidean") - - summary_list <- hvt.results.model[[3]] - # n_cells <- n_cells.hmap - - train_colnames <- names(summary_list[["nodes.clust"]][[1]][[1]]) - - if (!all(train_colnames %in% colnames(data))) { - stop('Not all training columns are part of test dataset') - } - - if (!all(is.na(summary_list$scale_summary)) && normalize == T) { - scaled_test_data <- scale( - data[, train_colnames], - center = summary_list$scale_summary$mean_data[train_colnames], - scale = summary_list$scale_summary$std_data[train_colnames]) - } else { - scaled_test_data <- data[, train_colnames] - } - - colnames(scaled_test_data) <- train_colnames - # level <- length(summary_list$nodes.clust) - level <- child.level - - # keep_col <- names(summary_list$summary) - # subsetting df based on multiple dep variables - if(!is.null(yVar)){ - yVardf <- data[,yVar] - if(length(yVar) != 1){ - colnames(yVardf) <- paste0("Scored.", yVar) - } - } - - # dfWithMapping <- summary_list$summary - - - find_path <- function(data_vec, centroid_data) { - # centroidDist <- which.min(sqrt(colSums((centroid_data - data_vec) ^ 2))) - if (distance_metric == "L1_Norm") { - centroidDist <- which.min(colSums(abs(centroid_data - data_vec), na.rm = TRUE)) - Quant.Error <- (colSums(abs(centroid_data - data_vec), na.rm = TRUE))[centroidDist] - } else { - centroidDist <- which.min(sqrt(colSums((centroid_data - data_vec) ^ 2, na.rm = TRUE))) - Quant.Error <- sqrt(colSums((centroid_data - data_vec) ^ 2, na.rm = TRUE))[centroidDist] - } - return(data.frame("Index" = centroidDist, "Quant.Error" = Quant.Error / length(train_colnames))) - } - - ## Get a df with Segment level, parent, child info joined with max QE value - # centroidRadius <- unlist(summary_list$max_QE) - newdfMapping <- summary_list$summary - - innermostCells2 <- newdfMapping %>% - dplyr::filter((n > 0 & Segment.Level == level) | (Segment.Level < level & (Quant.Error < mad.threshold | n <= 3))) - - transposedCells <- innermostCells2 %>% - select(all_of(train_colnames)) %>% t() - - cent_dist_df2 <- apply(data.frame(scaled_test_data), 1, find_path, transposedCells) %>% - bind_rows() - - groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child")), yVar) - if ("Cell.ID" %in% names(innermostCells2)) groupCols2 <- c(groupCols2, "Cell.ID", "centroidRadius") - - predict_test_data2 <- - cbind(data.frame(scaled_test_data, "n" = 1), cent_dist_df2) %>% - dplyr::left_join(innermostCells2 %>% - select(all_of(groupCols2)) %>% - cbind(Index = as.integer(row.names(.))), - by = "Index") %>% select(-Index) %>% - select(names(newdfMapping)) - - # Considering margin of error - predict_test_data3 <- predict_test_data2 %>% mutate(diff = centroidRadius- Quant.Error) - predict_test_data3 <- predict_test_data3 %>% mutate(anomalyFlag = ifelse(Quant.Error < (mad.threshold), 0, 1)) - - # Renaming fitted yVar with prefix Fitted - if(!is.null(yVar)){ - if(length(yVar) == 3){ - for(i in 1:length(yVar)){ - indexScored <- which(colnames(predict_test_data2) == yVar[i]) - colnames(predict_test_data2)[indexScored] <- paste0("Fitted.", yVar[i]) - } - } else { - indexScored <- which(colnames(predict_test_data2) == yVar) - colnames(predict_test_data2)[indexScored] <- paste0("Fitted.", yVar) - } - } - - - # Adding dep Variables back to scored data - if(!is.null(yVar)){ - predict_test_data2 <- merge(predict_test_data2, yVardf, by = 0) %>% select(-"Row.names") - if(length(yVar) == 1){ - indexFitted <- which(colnames(predict_test_data2) == "y") - colnames(predict_test_data2)[indexFitted] <- paste0("Scored.", yVar) - } - } - - groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child")), "anomalyFlag") - # Calculating mean for scored data for each centroid - groupCols3 <- c(paste0("Segment.", c("Level", "Parent", "Child"))) - # filter anomalous values for test dataset - - if(error_metric == "mean") { - predictQE2 <- predict_test_data3 %>% - group_by_at(groupCols2) %>% - dplyr::summarise( - n = sum(n), - Quant.Error = mean(Quant.Error)) - predictQE3 <- predict_test_data3 %>% - group_by_at(groupCols3) %>% - dplyr::summarise( - n = sum(n), - Quant.Error = mean(Quant.Error)) - } else { - predictQE2 <- predict_test_data3 %>% # with anamoly flags - group_by_at(groupCols2) %>% - dplyr::summarise( - n = sum(n), - Quant.Error = max(Quant.Error)) - predictQE3 <- predict_test_data3 %>% # wo anamoly flags - group_by_at(groupCols3) %>% - dplyr::summarise( - n = sum(n), - Quant.Error = max(Quant.Error)) - } - - # Calculating mean for scored data for each centroid - groupCols2 <- c(paste0("Segment.", c("Level", "Parent", "Child"))) - newdfMapping <- newdfMapping %>% mutate(sumOriginal = Quant.Error*n) - df_temp <- inner_join(predictQE2, - newdfMapping %>% select(c(groupCols2, Quant.Error, sumOriginal,n)), - by = groupCols2) - df_temp2 <- inner_join(predictQE3, - newdfMapping %>% select(c(groupCols2, Quant.Error, sumOriginal,n)), - by = groupCols2) - - - if(error_metric == "mean"){ - df_temp <- df_temp %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) # sum original is wrong - df_temp2 <- df_temp2 %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) - } else { - df_temp <- df_temp %>% mutate(Scored.Quant.Error = max(Quant.Error.x, Quant.Error.y)) - df_temp2 <- df_temp2 %>% mutate(Scored.Quant.Error = (sumOriginal+(Quant.Error.x * n.x))/(n.x+n.y)) # should be maxScored - } - - QECompareDf2 <- df_temp %>% mutate( - Quant.Error.Diff = abs(Scored.Quant.Error - Quant.Error.y), - `Quant.Error.Diff (%)` = abs(Scored.Quant.Error - Quant.Error.y) / Quant.Error.y * 100) %>% - dplyr::rename(Fitted.Quant.Error = Quant.Error.y, n = n.x) %>% - select(-c("Quant.Error.x", "sumOriginal" ,"n.y")) - - plotList <- hvt.results.model[[2]] %>% - unlist(., recursive = F) %>% unlist(., recursive = F) - - boundaryCoords2 <- - lapply(plotList, function(x) { - data.frame( - "Segment.Level" = x[["Segment.Level"]], - "Segment.Parent" = x[["Segment.Parent"]], - "Segment.Child" = x[["Segment.Child"]], - "x" = x$pt["x"], - "y" = x$pt["y"], - "bp.x" = I(x$x), - "bp.y" = I(x$y)) - }) %>% - bind_rows(.) %>% - right_join(., - QECompareDf2 %>% dplyr::filter(anomalyFlag == 1), - by = paste0("Segment.", c("Level", "Parent", "Child"))) - - - predictPlot <- plotHVT( - hvt.results.model, - line.width = line.width, - color.vec = color.vec, - centroid.size = 1.5, - title = paste0( - "Hierarchical Voronoi Tessellation With Depth = ", - child.level - ), - maxDepth = child.level - - ) + ggtitle(paste( - "Hierarchical Voronoi Tessellation for Level", - child.level - )) + - theme( - plot.title = element_text( - size = 18, - hjust = 0.5, - margin = margin(0, 0, 20, 0) - ), - # legend.title = element_blank(), - panel.grid.major = element_blank(), - panel.grid.minor = element_blank(), - panel.background = element_blank(), - axis.text.x = element_blank(), - axis.ticks.x = element_blank(), - axis.title.x = element_blank(), - axis.text.y = element_blank(), - axis.ticks.y = element_blank(), - axis.title.y = element_blank(), - legend.position = "bottom" - ) + - scale_x_continuous(expand = c(0, 0)) + - scale_y_continuous(expand = c(0, 0)) - - - colour_scheme <- c("#6E40AA", "#6B44B2", "#6849BA", "#644FC1", "#6054C8", "#5C5ACE" ,"#5761D3" ,"#5268D8", "#4C6EDB", "#4776DE", "#417DE0", "#3C84E1" ,"#368CE1", - "#3194E0", "#2C9CDF", "#27A3DC", "#23ABD8","#20B2D4", "#1DBACE", "#1BC1C9", "#1AC7C2" ,"#19CEBB", "#1AD4B3" ,"#1BD9AB", "#1DDFA3", "#21E39B", - "#25E892", "#2AEB8A" ,"#30EF82", "#38F17B" ,"#40F373", "#49F56D", "#52F667", "#5DF662", "#67F75E", "#73F65A", "#7FF658", "#8BF457", "#97F357", "#A3F258") - - if (nrow(boundaryCoords2) != 0) { - hoverText <- paste( - " Cell ID:", - boundaryCoords2$Cell.ID, - "
    ", - "Segment.Level:", - boundaryCoords2$Segment.Level, - "
    ", - "Segment.Parent:", - boundaryCoords2$Segment.Parent, - "
    ", - "Segment.Child:", - boundaryCoords2$Segment.Child, - "
    ", - "Number of observations:", - boundaryCoords2$n, - "
    " - ) - } else { hoverText <- NULL} - # browser() - predictPlot <- predictPlot + geom_polygon( - data = boundaryCoords2, - aes( - x = bp.x, - y = bp.y, - group = interaction(Segment.Level, Segment.Parent, Segment.Child), - fill = n, - text = hoverText - ), - color = "red", - size = 1 - ) + - geom_point(data = boundaryCoords2 %>% distinct(x, y), aes(x = x, y = y), size = 1.5) + - scale_fill_gradientn(colours = colour_scheme)+ - guides(colour = "none") - - plotlyPredict <- plotly::ggplotly(predictPlot, tooltip = "text") - - hoverText <- lapply(plotlyPredict$x$data, function(x) { - if (!is.null(x$text)) - return(x$text) - }) %>% unlist() - - checkCell <- substr(hoverText, 1, 5) %in% " Cell" - trace_vec <- seq_along(checkCell)[!checkCell] - - plotlyPredict <- plotlyPredict %>% - plotly::layout(hoverlabel = list(bgcolor = 'rgba(255,255,0,0.2)'), - legend = list( - title = list(text = "Level"), - itemdoubleclick = F, - itemclick = "toggleothers", - traceorder = "reversed" - ) - ) %>% - plotly::style(plotlyPredict, hoverinfo = "none", traces = trace_vec) %>% - plotly::config(displayModeBar = F) - - predict_test_data3 <- predict_test_data3 %>% mutate_if(is.numeric, round, digits = 4) # Rounding decimal columns using dplyr function - predict_test_dataRaw <- predict_test_data3 - predict_test_dataRaw[, train_colnames] <- data[, train_colnames] - - ################################################# Changes ################# - - - - predicted_result <- hvt.results.model[[3]]$summary - current_predicted <- colnames(predicted_result) - new_names <- paste0("pred_", current_predicted) - colnames(predicted_result) <- new_names - Cell.ID <- data.frame(predicted_result$pred_Cell.ID) - predicted_result <- predicted_result %>% select(-c("pred_Segment.Level","pred_Segment.Parent","pred_Segment.Child","pred_n","pred_Cell.ID", "pred_Quant.Error", "pred_centroidRadius")) - predicted_result <- cbind(Cell.ID,predicted_result) - predicted_result <- data.table::setnames(predicted_result, "predicted_result.pred_Cell.ID", "Cell.ID") - - - - actuals <- predict_test_data3 - current_actual <- colnames(actuals) - new_names <- paste0("act_", current_actual) - colnames(actuals) <- new_names - - actuals$Row.No <- row.names(data) - data_with_row <- data.frame(actuals$Row.No) - data_with_cell <- data.frame(actuals$act_Cell.ID) - actuals <- actuals %>% select(-c("act_Segment.Level","act_Segment.Parent","act_Segment.Child","act_n","act_Cell.ID", "act_Quant.Error", "act_centroidRadius","act_diff","act_anomalyFlag","Row.No")) - actuals_data <- cbind(data_with_row,actuals,data_with_cell) - actuals_data <- data.table::setnames(actuals_data, "actuals.act_Cell.ID", "Cell.ID") - actuals_data <- data.table::setnames(actuals_data, "actuals.Row.No", "Row.No") - - - - merged_df <- merge(actuals_data, predicted_result, by="Cell.ID") - merged_result <-merged_df %>% arrange(as.numeric(merged_df$Row.No)) - - subtract_predicted_actual <- function(data, actual_prefix = "act_", predicted_prefix = "pred_") { - actual_cols <- grep(paste0("^", actual_prefix), names(data), value = TRUE) - df_new <- data.frame(matrix(ncol = 1, nrow = nrow(data))) - temp0 <<- data.frame(matrix(nrow = nrow(data))) - for (col in actual_cols) { - predicted_col <- gsub(actual_prefix, predicted_prefix, col) - - if (predicted_col %in% names(data)) { - temp0[[predicted_col]] <<- abs(data[[col]] - data[[predicted_col]]) - - } - } - temp0 <- temp0 %>% purrr::discard(~all(is.na(.) | . =="")) - df_new[,1] <- rowMeans(temp0) - return(df_new) - } - - - - diff <- subtract_predicted_actual(merged_result) - merged_result$diff <- diff$matrix.ncol...1..nrow...nrow.data.. - merged_result <- rename(merged_result, c("diff"="diff")) - - - # Define the desired column order - desired_order <- c("Row.No", grep("^act_", colnames(merged_result), value = TRUE), "Cell.ID", grep("^pred_", colnames(merged_result), value = TRUE),"diff") - - # Reorder the columns in the data frame - df_reordered <- merged_result[, desired_order] - - - - ################################################# - - prediction_list = list( - scoredPredictedData = predict_test_data3, - actual_predictedTable = df_reordered, - QECompareDf = QECompareDf2, - predictPlot = plotlyPredict, - predictInput = c("depth"= child.level, "quant.err"=mad.threshold), - model_mad_plots=list(), - model_info = list(type="hvt_prediction") - - ) - model_mad_plots=NA - # browser() - if(!all(is.na(hvt.results.model[[4]]))){ - mtrain=hvt.results.model[[4]]$mad_plot_train+ggtitle("Mean Absolute Deviation Plot: Calibration on Train Data") - } - if(!all(is.na(hvt.results.model[[5]]))){ - mtest=hvt.results.model[[5]][["mad_plot"]]+ggtitle("Mean Absolute Deviation Plot:Validation") - } - - if(!all(is.na(hvt.results.model[[4]])) &!all(is.na(hvt.results.model[[5]]) )) { model_mad_plots=list(mtrain=mtrain,mtest=mtest)} - - - prediction_list$model_mad_plots=model_mad_plots - return(prediction_list) -} diff --git a/muHVT_3.0.1/muHVT/R/predictLayerHVT.R b/muHVT_3.0.1/muHVT/R/predictLayerHVT.R deleted file mode 100644 index 92559c6..0000000 --- a/muHVT_3.0.1/muHVT/R/predictLayerHVT.R +++ /dev/null @@ -1,260 +0,0 @@ -#' @name predictLayerHVT -#' -#' @title Predict which cell and what level each point in the test dataset belongs to -#' -#' -#' @param data Data Frame. A dataframe containing test dataset. The dataframe should have atleast one variable used while training. The variables from -#' this dataset can also be used to overlay as heatmap -#' @param hvt_mapA A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data -#' @param hvt_mapB A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data with novelty(s) -#' @param hvt_mapC A list of hvt.results.model obtained from HVT function while performing hierarchical vector quantization on train data without novelty(s) -#' @param child.level A number indicating the level for which the heat map is to be plotted.(Only used if hmap.cols is not NULL) -#' @param mad.threshold A numeric values indicating the permissible Mean Absolute Deviation -#' @param line.width Vector. A line width vector -#' @param color.vec Vector. A color vector -#' @param normalize Logical. A logical value indicating if the columns in your -#' dataset should be normalized. Default value is TRUE. -#' @param distance_metric character. The distance metric can be 'Euclidean" or "Manhattan". Euclidean is selected by default. -#' @param error_metric character. The error metric can be "mean" or "max". mean is selected by default -#' @param yVar character. Name of the dependent variable(s) -#' @param ... color.vec and line.width can be passed from here -#' @author Shubhra Prakash , Sangeet Moy Das , Shantanu Vaidya ,Somya Shambhawi -#' @seealso \code{\link{HVT}} \cr \code{\link{hvtHmap}} -#' @importFrom magrittr %>% -#' @examples -#' data(USArrests) -#' -#' #Split in train and test -#' train <- USArrests[1:40,] -#' test <- USArrests[41:50,] -#' -#' hvt_mapA <- list() -#' hvt_mapA <- HVT(train, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' -#' -#' identified_outlier_cells <<- c(2, 10) -#' output_list <- removeNovelty(identified_outlier_cells, hvt_mapA) -#' -#' data_with_novelty <- output_list[[1]] -#' -#' hvt_mapB <- HVT(data_with_novelty ,n_cells = 3, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' -#' dataset_without_novelty <- output_list[[2]] -#' -#' -#' mapA_scale_summary = hvt_mapA[[3]]$scale_summary -#' hvt_mapC <- list() -#' hvt_mapC <- HVT(dataset_without_novelty, n_cells = 15, -#' depth = 2, quant.err = 0.2, distance_metric = "L1_Norm", -#' error_metric = "max", quant_method = "kmeans", -#' projection.scale = 10, normalize = FALSE, scale_summary = mapA_scale_summary) -#' -#' predictions <- list() -#' predictions <- predictLayerHVT(test, hvt_mapA, hvt_mapB, hvt_mapC) -#' -#' @keywords predictLayer -#' @export predictLayerHVT - -predictLayerHVT <- function(data, - hvt_mapA, - hvt_mapB, - hvt_mapC, - mad.threshold = 0.2, - normalize = T, - distance_metric="L1_Norm", - error_metric="max", - child.level = 1, - line.width = c(0.6, 0.4, 0.2), - color.vec = c("#141B41", "#6369D1", "#D8D2E1"), - yVar= NULL, - ...){ - #browser() - - set.seed(300) - requireNamespace("dplyr") - requireNamespace("purrr") - -# Predictions from Map A - - mapA_predictions <- predictHVT(data, - hvt_mapA, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6), - color.vec = c("#141B41"), - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapA_scoredPredictedData <- as.data.frame(mapA_predictions$scoredPredictedData) - mapA_scoredPredictedData$row_number <- row.names(mapA_scoredPredictedData) - - # Predictions from map B - mapB_predictions <- predictHVT(data, - hvt_mapB, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6), - color.vec = c("#141B41"), - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapB_scoredPredictedData <- as.data.frame(mapB_predictions$scoredPredictedData) - mapB_scoredPredictedData$row_number <- row.names(mapB_scoredPredictedData) - - # Predictions from map C - - mapC_predictions <- predictHVT(data, - hvt_mapC, - child.level = 1, - mad.threshold = 0.2, - line.width = c(0.6), - color.vec = c("#141B41"), - normalize = normalize, - distance_metric=distance_metric, - error_metric=error_metric, - yVar= NULL,) - - mapC_scoredPredictedData <- as.data.frame(mapC_predictions$scoredPredictedData) - mapC_scoredPredictedData$row_number <- row.names(mapC_scoredPredictedData) - mapC_scoredPredictedData$mapC_cell_path <- paste0(mapC_scoredPredictedData$Segment.Level,"-",mapC_scoredPredictedData$Segment.Parent,"-",mapC_scoredPredictedData$Segment.Child) - - # Merged map A, map B, map C predictions value. - - predictions_set <-merge(merge(mapA_scoredPredictedData,mapB_scoredPredictedData, by = "row_number"), mapC_scoredPredictedData, by = "row_number") - - predictions_table <- predictions_set %>% select(row_number, Segment.Level.x, Segment.Parent.x, Segment.Child.x,Cell.ID.x, - Segment.Level.y, Segment.Parent.y, Segment.Child.y ,Cell.ID.y,mapC_cell_path,Segment.Level,Segment.Parent,Segment.Child,Cell.ID) - - - colnames(predictions_table) <- c('Row.Number','MapA.Segment.Level','MapA.Segment.Parent','MapA.Segment.Child','MapA.Cell.ID', - 'MapB.Segment.Level','MapB.Segment.Parent','MapB.Segment.Child','MapB.Cell.ID','Map.Cell.Path','MapC.Segment.Level','MapC.Segment.Parent','MapC.Segment.Child','MapC.Cell.ID') - - - #removed_outlier_cells <- as.vector(unique(map_B$Cell.Number)) - - predictions_table$MapB.Cell.ID_original <- ifelse( - (predictions_table$MapA.Segment.Child %in% identified_Novelty_cells), - paste0(predictions_table$MapB.Cell.ID), # if condition is met - NA # else put NA - ) - - predictions_table$MapC.Cell.ID <- ifelse( - (is.na(predictions_table$MapB.Cell.ID_original)), - paste0(predictions_table$MapC.Cell.ID), # if condition is met - NA # else put NA - ) - - predictions_table$Row.Number <- as.integer(predictions_table$Row.Number) - predictions_table <- predictions_table[order(predictions_table$Row.Number, decreasing = FALSE),] - - scoredPredictionsData_CellID <- predictions_table %>% select(c('Row.Number','MapA.Cell.ID','MapB.Cell.ID','MapB.Cell.ID_original','MapC.Cell.ID')) - scoredPredictionsData_CellID <- lapply(scoredPredictionsData_CellID, as.numeric) - - scoredPredictionsData_CellID <- as.data.frame(scoredPredictionsData_CellID) - scoredPredictionsData_CellID$MapB.Cell.ID_original <- unlist(scoredPredictionsData_CellID$MapB.Cell.ID_original) - - scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% dplyr::select("Row.Number","MapA.Cell.ID","MapB.Cell.ID_original","MapC.Cell.ID") - - scoredPredictionsData_CellID$MapA.Cell.ID <- ifelse(is.na(scoredPredictionsData_CellID$MapA.Cell.ID), NA, paste0("A",scoredPredictionsData_CellID$MapA.Cell.ID)) - scoredPredictionsData_CellID$MapB.Cell.ID_original <- ifelse(is.na(scoredPredictionsData_CellID$MapB.Cell.ID_original), NA, paste0("B",scoredPredictionsData_CellID$MapB.Cell.ID_original)) - scoredPredictionsData_CellID$MapC.Cell.ID <- ifelse(is.na(scoredPredictionsData_CellID$MapC.Cell.ID), NA, paste0("C",scoredPredictionsData_CellID$MapC.Cell.ID)) - - scoredPredictionsData_CellID$Combined.Cell.ID <- coalesce(scoredPredictionsData_CellID$MapB.Cell.ID_original,scoredPredictionsData_CellID$MapC.Cell.ID) - scoredPredictionsData_CellID <- scoredPredictionsData_CellID %>% dplyr::select("Row.Number","MapA.Cell.ID","Combined.Cell.ID") - colnames(scoredPredictionsData_CellID) <- c("Row.Number","Layer1.Cell.ID","Layer2.Cell.ID") - - ##################### Changes ############### - new_predict <- scoredPredictionsData_CellID - scaled_test_data <- mapA_predictions[["scoredPredictedData"]] - current_actual <- colnames(scaled_test_data) - new_names <- paste0("act_", current_actual) - colnames(scaled_test_data) <- new_names - merge <- cbind(new_predict,scaled_test_data) %>% select(-c("act_Segment.Level","act_Segment.Parent","act_Segment.Child","act_n", "act_centroidRadius","act_diff", "act_anomalyFlag","act_Cell.ID")) - - data <- merge - combined <- data %>% - mutate(Cell.ID = gsub("[C]", "", Layer2.Cell.ID)) %>% - merge(hvt_mapC[[3]]$summary, by = "Cell.ID", all.x = TRUE) %>% - arrange(as.numeric(Row.Number)) - - data1 <- combined - combined <- data1 %>% - mutate(Cell.ID = gsub("[B]", "", Layer2.Cell.ID)) %>% - merge(hvt_mapB[[3]]$summary, by = "Cell.ID", all.x = TRUE) %>% - arrange(as.numeric(Row.Number)) %>% select(-c(Cell.ID)) - - - combined <- combined %>% select(-c("act_Quant.Error","Segment.Level.x" ,"Segment.Parent.x","Segment.Child.x","n.x","Quant.Error.x","Segment.Level.y" ,"Segment.Parent.y","Segment.Child.y", "n.y","Quant.Error.y" )) - - requireNamespace("dplyr") - - df_data <- combined %>% - select(matches("^act_|Row.Number|Layer1.Cell.ID|Layer2.Cell.ID")) - - df <- combined %>% - select(-c(Row.Number, Layer1.Cell.ID, Layer2.Cell.ID)) %>% - select(-starts_with("act_")) - - create_predictions <- function(df) { - pred_cols <- unique(sub("\\..*", "", names(df))) # Extract unique column names - pred_values <- vector("list", length(pred_cols)) - - for (i in seq_along(pred_cols)) { - col_x <- paste0(pred_cols[i], ".x") - col_y <- paste0(pred_cols[i], ".y") - pred_values[[i]] <- coalesce(df[[col_x]], df[[col_y]]) - } - - df1 <- as.data.frame(pred_values) - names(df1) <- paste0("pred_", pred_cols) - return(df1) - } - - df1 <- create_predictions(df) - combined_data <- cbind(df_data,df1) - - subtract_predicted_actual <- function(data, actual_prefix = "act_", predicted_prefix = "pred_") { - actual_cols <- grep(paste0("^", actual_prefix), names(data), value = TRUE) - df_new <- data.frame(matrix(ncol = 1, nrow = nrow(data))) - temp0 <<- data.frame(matrix(nrow = nrow(data))) - for (col in actual_cols) { - predicted_col <- gsub(actual_prefix, predicted_prefix, col) - - if (predicted_col %in% names(data)) { - temp0[[predicted_col]] <<- abs(data[[col]] - data[[predicted_col]]) - - } - } - temp0 <- temp0 %>% discard(~all(is.na(.) | . =="")) - df_new[,1] <- rowMeans(temp0) - return(df_new) - } - - diff <- subtract_predicted_actual(combined_data) - combined_data$diff <- diff$matrix.ncol...1..nrow...nrow.data.. - desired_order <- c("Row.Number", grep("^act_", colnames(combined_data), value = TRUE), "Layer1.Cell.ID","Layer2.Cell.ID", grep("^pred_", colnames(combined_data), value = TRUE),"diff") - df_reordered <- combined_data[, desired_order] - - #################### - - prediction_list = list( - predictLayer_Output = scoredPredictionsData_CellID, - actual_predictedTable = df_reordered - ) - - return(prediction_list) - - -} - - \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/qeHistPlot.R b/muHVT_3.0.1/muHVT/R/qeHistPlot.R deleted file mode 100644 index 744b16b..0000000 --- a/muHVT_3.0.1/muHVT/R/qeHistPlot.R +++ /dev/null @@ -1,44 +0,0 @@ -#' @title plotDiag -#' -#' Make the diagnostic plots for hierarchical voronoi tessellations model. -#' -#' @param hvt.results List. A list of hvt.results obtained from the HVT -#' function. -#' @param hvt.predictions List. A list of hvt.predictions obtained from the Predict -#' function. -#' @author Shubhra Prakash -#' @seealso \code{\link{plotHVT}} -#' @keywords diagnostics -#' @importFrom magrittr %>% -#' @import ggplot2 -#' @export qeHistPlot - - -qeHistPlot=function(hvt.results,hvt.predictions){ - # require(patchwork) - val=hvt.results[[3]][["max_QE"]]%>%unlist()%>%as.numeric() - p1=ggplot2::ggplot() + - ggplot2::aes(x = val) + - ggplot2::geom_histogram(fill = "midnightblue",colour="white",alpha=0.75) + - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = mean(val[val>0.00000001]),linetype="dashed")+ - ggplot2::geom_vline(xintercept = mean(val),colour="red",linetype="dashed")+ ggplot2::ggtitle("1.Max QE Distribution: Train ")+ - ggplot2::xlab("Max QE values for cells: Train Data") - # + - # ggtitle("Max QE Distribution (Train)") - - - - pred_val=hvt.predictions[["scoredPredictedData"]] - p2=ggplot2::ggplot() + - ggplot2::aes(x = pred_val$Quant.Error) + - ggplot2::geom_histogram(fill = "midnightblue",colour="white",alpha=0.75) + - ggplot2::theme_minimal()+ - ggplot2::geom_vline(xintercept = mean(pred_val$Quant.Error), colour="red",linetype="dashed")+ - ggplot2::ggtitle("2.Max QE Distribution: Test ")+ - ggplot2::xlab("Max QE values for cells: Test Data") - - plot_output= p1/p2 - return(plot_output) - -} \ No newline at end of file diff --git a/muHVT_3.0.1/muHVT/R/removeNovelty.R b/muHVT_3.0.1/muHVT/R/removeNovelty.R deleted file mode 100644 index db84716..0000000 --- a/muHVT_3.0.1/muHVT/R/removeNovelty.R +++ /dev/null @@ -1,104 +0,0 @@ -#' removeNovelty -#' -#' Remove identified outlier cell(s) from the dataset -#' -#' This function is used to remove the identified outlier cell(s) from the dataset. -#' It is recommended to run the \code{HVT} function before running this function. It takes input in the form -#' of cell number of the outlier cell(s) identified using the output of the \code{HVT} function and -#' the compressed map (hvt_mapA) generated using the \code{HVT} function. The output of this function is -#' a list of two items: a new map having the data of removed outlier cell(s) and the subset of dataset without outliers. -#' -#' @param outlier_cells Vector. A vector with the cell number of the identified outliers -#' @param hvt_results List. A list having the results of the compressed map i.e. output of \code{HVT} function -#' -#' @return A list of two items: a map having the data of removed outlier cells and the subset of the dataset without outlier(s) which -#' has to be passed as input argument to \code{HVT} function to generate another map -#' \item{[[1]] }{Dataframe. Information about the removed outlier cell(s)} -#' \item{[[2]] }{Dataframe. Subset of dataset without the outlier cell(s)} -#' -#' @author Shantanu Vaidya -#' @seealso \code{\link{HVT}} \cr \code{\link{predictLayerHVT}} -#' @importFrom magrittr %>% -#' @importFrom plyr rbind.fill -#' @examples -#' data(USArrests) -#' hvt_mapA <- list() -#' hvt_mapA <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' plotHVT(hvt_mapA, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#' -#' identified_Novelty_cells <<- c(2, 10) -#' output_list <- removeNovelty(identified_Novelty_cells, hvt_mapA) -#' hvt_mapB <- output_list[[1]] -#' dataset_without_novelty <- output_list[[2]] -#' -#' @export removeNovelty - - -removeNovelty <- - function (outlier_cells, hvt_results) - { - #browser() - remove_outlier_cells <- as.vector(outlier_cells) - - if (length(remove_outlier_cells) == 0){ - print("No outlier cells were removed from the dataset.") - - hvt_results_cells <- hvt_results[[3]]$clusters - scaled_data <- data.frame() - temp_df <- data.frame() - - for(i in 1:length(hvt_results_cells)){ - temp_df <- as.data.frame(hvt_results_cells[[i]]) - temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) - scaled_data <- rbind.fill(scaled_data, temp_df) - } - row.names(scaled_data) <- scaled_data$Row.Number - scaled_data <- select(scaled_data, -c(Row.Number)) - - return(list( - hvt_mapB = NA, - dataset_without_outliers = scaled_data - )) - - }else{ - - hvt_results_cells <- hvt_results[[3]]$clusters - scaled_data <- data.frame() - temp_df <- data.frame() - - for(i in 1:length(hvt_results_cells)){ - temp_df <- as.data.frame(hvt_results_cells[[i]]) - temp_df$Cell.Number <- i - temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) - scaled_data <- rbind.fill(scaled_data, temp_df) - } - row.names(scaled_data) <- scaled_data$Row.Number - - Cell.ID.mapping <- hvt_results[[3]]$summary[, c("Segment.Child", "Cell.ID")] - - scaled_data <- merge(x = scaled_data, y = Cell.ID.mapping, by.x = c("Cell.Number"), by.y = c("Segment.Child")) - - outlier_rows_df <- scaled_data %>% dplyr::filter(Cell.Number %in% identified_Novelty_cells) - removed_outlier_rows <- as.vector(outlier_rows_df$Row.Number) - outliers_data_scaled <- select(outlier_rows_df, -c(Row.Number)) - outliers_data_scaled <- outliers_data_scaled[,c(ncol(outliers_data_scaled),1:(ncol(outliers_data_scaled)-1))] - - `%notin%` <- Negate(`%in%`) - dataset_without_outliers_scaled <- scaled_data %>% dplyr::filter(Cell.Number %notin% remove_outlier_cells) - row.names(dataset_without_outliers_scaled) <- dataset_without_outliers_scaled$Row.Number - dataset_without_outliers_scaled <- select(dataset_without_outliers_scaled, -c(Row.Number, Cell.Number, Cell.ID)) - dataset_without_outliers_scaled <- dataset_without_outliers_scaled[ order(as.numeric(row.names(dataset_without_outliers_scaled))), ] - - print(paste0(c("The following cell(s) have been removed as novelties from the dataset: ", remove_outlier_cells), collapse = " ")) - - - return(list( - hvt_mapB = outliers_data_scaled, - dataset_without_outliers = dataset_without_outliers_scaled - )) - } -} diff --git a/muHVT_3.0.1/muHVT/R/removeOutliers.R b/muHVT_3.0.1/muHVT/R/removeOutliers.R deleted file mode 100644 index 2767a3c..0000000 --- a/muHVT_3.0.1/muHVT/R/removeOutliers.R +++ /dev/null @@ -1,104 +0,0 @@ -#' removeOutliers -#' -#' Remove identified outlier cell(s) from the dataset -#' -#' This function is used to remove the identified outlier cell(s) from the dataset. -#' It is recommended to run the \code{HVT} function before running this function. It takes input in the form -#' of cell number of the outlier cell(s) identified using the output of the \code{HVT} function and -#' the compressed map (hvt_mapA) generated using the \code{HVT} function. The output of this function is -#' a list of two items: a new map having the data of removed outlier cell(s) and the subset of dataset without outliers. -#' -#' @param outlier_cells Vector. A vector with the cell number of the identified outliers -#' @param hvt_results List. A list having the results of the compressed map i.e. output of \code{HVT} function -#' -#' @return A list of two items: a map having the data of removed outlier cells and the subset of the dataset without outlier(s) which -#' has to be passed as input argument to \code{HVT} function to generate another map -#' \item{[[1]] }{Dataframe. Information about the removed outlier cell(s)} -#' \item{[[2]] }{Dataframe. Subset of dataset without the outlier cell(s)} -#' -#' @author Shantanu Vaidya -#' @seealso \code{\link{HVT}} \cr \code{\link{mlayerHVT}} -#' @importFrom magrittr %>% -#' @importFrom plyr rbind.fill -#' @examples -#' data(USArrests) -#' hvt_mapA <- list() -#' hvt_mapA <- HVT(USArrests, min_compression_perc = 70, quant.err = 0.2, -#' distance_metric = "L1_Norm", error_metric = "mean", -#' projection.scale = 10, normalize = TRUE, -#' quant_method="kmeans") -#' plotHVT(hvt_mapA, line.width = c(0.8), color.vec = c('#141B41'), -#' maxDepth = 1) -#' -#' identified_outlier_cells <- c(2, 10) -#' output_list <- removeOutliers(identified_outlier_cells, hvt_mapA) -#' hvt_mapB <- output_list[[1]] -#' dataset_without_outliers <- output_list[[2]] -#' -#' @export removeOutliers - - -removeOutliers <- - function (outlier_cells, hvt_results) - { - - remove_outlier_cells <- as.vector(outlier_cells) - - if (length(remove_outlier_cells) == 0){ - print("No outlier cells were removed from the dataset.") - - hvt_results_cells <- hvt_results[[3]]$clusters - scaled_data <- data.frame() - temp_df <- data.frame() - - for(i in 1:length(hvt_results_cells)){ - temp_df <- as.data.frame(hvt_results_cells[[i]]) - temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) - scaled_data <- rbind.fill(scaled_data, temp_df) - } - row.names(scaled_data) <- scaled_data$Row.Number - scaled_data <- select(scaled_data, -c(Row.Number)) - - return(list( - hvt_mapB = NA, - dataset_without_outliers = scaled_data - )) - - }else{ - - hvt_results_cells <- hvt_results[[3]]$clusters - scaled_data <- data.frame() - temp_df <- data.frame() - - for(i in 1:length(hvt_results_cells)){ - temp_df <- as.data.frame(hvt_results_cells[[i]]) - temp_df$Cell.Number <- i - temp_df$Row.Number <- row.names(hvt_results_cells[[i]]) - scaled_data <- rbind.fill(scaled_data, temp_df) - } - row.names(scaled_data) <- scaled_data$Row.Number - - Cell.ID.mapping <- hvt_results[[3]]$summary[, c("Segment.Child", "Cell.ID")] - - scaled_data <- merge(x = scaled_data, y = Cell.ID.mapping, by.x = c("Cell.Number"), by.y = c("Segment.Child")) - - outlier_rows_df <- scaled_data %>% dplyr::filter(Cell.Number %in% remove_outlier_cells) - removed_outlier_rows <- as.vector(outlier_rows_df$Row.Number) - outliers_data_scaled <- select(outlier_rows_df, -c(Row.Number)) - outliers_data_scaled <- outliers_data_scaled[,c(ncol(outliers_data_scaled),1:(ncol(outliers_data_scaled)-1))] - - `%notin%` <- Negate(`%in%`) - dataset_without_outliers_scaled <- scaled_data %>% dplyr::filter(Cell.Number %notin% remove_outlier_cells) - row.names(dataset_without_outliers_scaled) <- dataset_without_outliers_scaled$Row.Number - dataset_without_outliers_scaled <- select(dataset_without_outliers_scaled, -c(Row.Number, Cell.Number, Cell.ID)) - dataset_without_outliers_scaled <- dataset_without_outliers_scaled[ order(as.numeric(row.names(dataset_without_outliers_scaled))), ] - - print(paste0(c("The following cell(s) have been removed as outliers from the dataset: ", remove_outlier_cells), collapse = " ")) - - - return(list( - hvt_mapB = outliers_data_scaled, - dataset_without_outliers = dataset_without_outliers_scaled - )) - } -} diff --git a/muHVT_3.0.1/muHVT/R/sammonsProjection.R b/muHVT_3.0.1/muHVT/R/sammonsProjection.R deleted file mode 100644 index a332f0c..0000000 --- a/muHVT_3.0.1/muHVT/R/sammonsProjection.R +++ /dev/null @@ -1,48 +0,0 @@ -#' sammonsProjection -#' -#' This is a wrapper for the sammon function of the MASS package for non-metric -#' multidimensional scaling -#' -#' This chooses a two-dimensional configuration to minimize the stress, the sum -#' of squared differences between the input distances and those of the -#' configuration, weighted by the distances, the whole sum being divided by the -#' sum of input distances to make the stress scale-free. -#' -#' An iterative algorithm is used, which will usually converge in around 50 -#' iterations. As this is necessarily an O(n^2) calculation, it is slow for -#' large datasets. Further, since the configuration is only determined up to -#' rotations and reflections (by convention the centroid is at the origin), the -#' result can vary considerably from machine to machine. In this release the -#' algorithm has been modified by adding a step-length search (magic) to ensure -#' that it always goes downhill. -#' -#' @param d distance structure of the form returned by dist, or a full, -#' symmetric matrix. Data are assumed to be dissimilarities or relative -#' distances, but must be positive except for self-distance. This can contain -#' missing values. -#' @param y An initial configuration. If none is supplied, cmdscale is used to -#' provide the classical solution. (If there are missing values in d, an -#' initial configuration must be provided.) This must not have duplicates. -#' @param k The dimension of the configuration. -#' @param niter The maximum number of iterations. -#' @param trace Logical for tracing optimization. Default TRUE. -#' @param magic initial value of the step size constant in diagonal Newton -#' method. -#' @param tol Tolerance for stopping, in units of stress. -#' @return \item{points}{ A two-column vector of the fitted configuration. } -#' \item{stress}{ The final stress achieved. } -#' @examples -#' -#' require(MASS) -#' swiss.x <- as.matrix(swiss[, -1]) -#' swiss.sam <- sammonsProjection(dist(swiss.x)) -#' -#' @export sammonsProjection -#' @keywords internal -#' -sammonsProjection <- function(d, y = stats::cmdscale(d, k), k = 2, niter = 100, trace = TRUE, - magic = 0.2, tol = 1e-4){ - - return(MASS::sammon(d, y = stats::cmdscale(d, k), k = 2, niter = 100, trace = TRUE, - magic = 0.2, tol = 1e-4)) -} diff --git a/muHVT_3.0.1/muHVT/README.md b/muHVT_3.0.1/muHVT/README.md deleted file mode 100644 index 2e56e92..0000000 --- a/muHVT_3.0.1/muHVT/README.md +++ /dev/null @@ -1,127 +0,0 @@ -# HVT: Collection of functions used to build hierarchical topology preserving maps - -#### Zubin Dowlaty - -#### 2023-10-12 - -
    - -* [1 Abstract](#abstract) -* [2 Version History](#version-history) - * [2.1 hvt (v23.10.12) | What’s New?](#hvt-(v23.10.12)-whats-new) - * [2.2 hvt (v22.12.06)](#hvt-(v22.12.06)) -* [3 Installation of hvt (v23.10.12)](#installation-of-hvt-(v23.10.12)) -* [4 Vignettes](#vignettes) - * [4.1 hvt Vignette](#hvt-vignette) - * [4.2 hvt Model Diagnostics Vignette](#hvt-model-diagnostics-vignette) - * [4.3 hvt : Predicting Cells with Layers using predictLayerHVT ](#hvt---predicting-cells-with-layers-using-predictLayerHVT) - -
    - -
    - -# 1 Abstract - -The hvt package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high%2Ddimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 2D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: - -1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. - -2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. - -3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. - -4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. - - -The hvt package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. Below is an image depicting a captivating tessellation of a torus, see [vignette](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/hvt/blob/master/vignettes/hvt_vignette.html) for more details. - - -

    -Figure 1: The Voronoi tessellation for layer 1 and number of cells 900 with the heat map overlaid for variable z. -

    - - -
    - -
    -Figure 2: The Voronoi Tessellation for layer 1 (map A) shown for the 440 cells in the dataset ’computers’ +Figure 2: The Voronoi Tessellation for layer 1 (map A) shown for the 440 cells in the dataset ’computers’

    Figure 2: The Voronoi Tessellation for layer 1 (map A) shown for the 440 cells in the dataset ’computers’ @@ -18527,7 +18527,7 @@

    3.0.2 It n_cells.hmap = 440, )

    -Figure 3: The Voronoi Tessellation with the heat map overlaid for No. of entities in each cell +Figure 3: The Voronoi Tessellation with the heat map overlaid for No. of entities in each cell

    Figure 3: The Voronoi Tessellation with the heat map overlaid for No. of entities in each cell @@ -18548,7 +18548,7 @@

    3.0.2 It n_cells.hmap = 440, )

    -Figure 4: The Voronoi Tessellation with the heat map overlaid for variable ’price’ in the ’computers’ dataset +Figure 4: The Voronoi Tessellation with the heat map overlaid for variable ’price’ in the ’computers’ dataset

    Figure 4: The Voronoi Tessellation with the heat map overlaid for variable ’price’ in the ’computers’ dataset @@ -18569,7 +18569,7 @@

    3.0.2 It n_cells.hmap = 440, )

    -Figure 5: The Voronoi Tessellation with the heat map overlaid for variable ’speed’ in the ’computers’ dataset +Figure 5: The Voronoi Tessellation with the heat map overlaid for variable ’speed’ in the ’computers’ dataset

    Figure 5: The Voronoi Tessellation with the heat map overlaid for variable ’speed’ in the ’computers’ dataset @@ -18590,7 +18590,7 @@

    3.0.2 It n_cells.hmap = 440, )

    -Figure 6: The Voronoi Tessellation with the heat map overlaid for variable ’hd’ in the ’computers’ dataset +Figure 6: The Voronoi Tessellation with the heat map overlaid for variable ’hd’ in the ’computers’ dataset

    Figure 6: The Voronoi Tessellation with the heat map overlaid for variable ’hd’ in the ’computers’ dataset @@ -18611,7 +18611,7 @@

    3.0.2 It n_cells.hmap = 440, )

    -Figure 7: The Voronoi Tessellation with the heat map overlaid for variable ’ram’ in the ’computers’ dataset +Figure 7: The Voronoi Tessellation with the heat map overlaid for variable ’ram’ in the ’computers’ dataset

    Figure 7: The Voronoi Tessellation with the heat map overlaid for variable ’ram’ in the ’computers’ dataset @@ -18632,7 +18632,7 @@

    3.0.2 It n_cells.hmap = 440, )

    -Figure 8: The Voronoi Tessellation with the heat map overlaid for variable ’screen’ in the ’computers’ dataset +Figure 8: The Voronoi Tessellation with the heat map overlaid for variable ’screen’ in the ’computers’ dataset

    Figure 8: The Voronoi Tessellation with the heat map overlaid for variable ’screen’ in the ’computers’ dataset @@ -18653,7 +18653,7 @@

    3.0.2 It n_cells.hmap = 440, )

    -Figure 9: The Voronoi Tessellation with the heat map overlaid for variable ’ads’ in the ’computers’ dataset +Figure 9: The Voronoi Tessellation with the heat map overlaid for variable ’ads’ in the ’computers’ dataset

    Figure 9: The Voronoi Tessellation with the heat map overlaid for variable ’ads’ in the ’computers’ dataset @@ -19344,7 +19344,7 @@

    4.1 Voronoi Tessellation (containing 24 records) in red on the map.

    plotCells(identified_Novelty_cells, map_A,line.width = c(0.4),centroid.size = 0.01)
    -Figure 12: The Voronoi Tessellation constructed using the compressed HVT map (map A) with the novelty cell(s) highlighted in red +Figure 12: The Voronoi Tessellation constructed using the compressed HVT map (map A) with the novelty cell(s) highlighted in red

    Figure 12: The Voronoi Tessellation constructed using the compressed HVT map (map A) with the novelty cell(s) highlighted in red From eb6ae7f3a7e880a846772a646074f7d10a7aacec Mon Sep 17 00:00:00 2001 From: "ponanureka.s" Date: Sun, 15 Oct 2023 19:11:44 +0530 Subject: [PATCH 9/9] Resolved cran related issues in the latest tar --- DESCRIPTION | 6 +++--- HVT_3.0.1.tar.gz | Bin 935480 -> 943576 bytes README.html | 32 ++++++++++++++++---------------- README.md | 16 ++++++++-------- 4 files changed, 27 insertions(+), 27 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 34db040..8180774 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: HVT Type: Package -Date: 2023-10-13 +Date: 2023-10-15 Title: Constructing Hierarchical Voronoi Tessellations and Overlay Heatmap for Data Analysis Version: 3.0.1 @@ -21,9 +21,9 @@ Suggests: knitr, rmarkdown, testthat, geozoo, kableExtra, plotly, data.table VignetteBuilder: knitr NeedsCompilation: no -Packaged: 2023-10-13 14:16:19 UTC; Pon Anu Reka +Packaged: 2023-10-15 12:35:23 UTC; ponanureka Author: Zubin Dowlaty [aut], Mu Sigma, Inc. [cre] Maintainer: "Mu Sigma, Inc." Repository: CRAN -Date/Publication: 2023-10-13 20:10:03 UTC +Date/Publication: 2023-10-15 20:10:03 UTC diff --git a/HVT_3.0.1.tar.gz b/HVT_3.0.1.tar.gz index d8df7e33cf96097c1ac455c4030ffa3a9b0df69f..f6469778415d8e6d60d27f935e005b21ac149819 100644 GIT binary patch delta 661940 zcmV(_K-9muj5*lLIgr19<)wvkq4*btVj2GLFRa2}e1pHCAJ_xvirpIyoO3&|+@$Y+ zqJIZ=Rk6~a@LRsgKK!9Oob%mw*UmS*E|eO09R~~9!yui_QGX=R-Jx}aMRV3p zuaVb5x`SrkxrTCouG4Ec9lM?cwlQ$h*=%al@f!oTAJ9OK&m6?A)n|CMTtJD{@H!o* zfdwqDWgS|rVXwi^6?j(5Znzyc0Q_6^q1$O9q64q*b-eb->JJ>>8C>E!z@Sek9Jq}$ zt2^uj?xj6&v0f99nm=+J>&aOV^!>H@d8e1Za?jnq({$~ByfWi@!&9@yQd z1g`51pqo8-?9v?Ot?B@(1=Kl#B`O)5Iqm=k(*t4{dPCpxhyA`c2;jrO8@A89AwEKP zoJ*(U^}9|l!13ZMj*filrQ2|NJ`mPAyn+w>w^hm)Qd_--hr?g9ULSAIt)zCk2;E<^ zcGr)NasU>8kTb|x?ZKvV3Dx|Z<@Y;wuR#wv>{u(`bYP}>IqP}X^&2@!g0SubDAw$E zMgXBd91P%}E?~h80({|hMvaaOK-%qo#|uh1D{z}oQ~>~z#}*qM;2{oFfr&Y@`wo;u zm_P)5r`LqO9$J~F6`<#(d?B0K7`6``J_s>2Z8tc78`hDO=68p4gx&e>5NKxJ_5Gpa 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    HVT: Collection of functions used to build hierarchical topology

    Zubin Dowlaty

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    -

    2023-06-07

    +

    2023-10-15

    • 1 @@ -367,12 +367,12 @@

      2023-06-07

    • 2 Version History
    • -
    • 3 Installation of HVT -(v23.06.07)
    • +
    • 3 Installation of HVT +(v23.10.15)
    • 4 Vignettes
        @@ -416,9 +416,9 @@

        1 Abstract

        The HVT package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. Below is an image -depicting a captivating tessellation of a torus, see vignette +depicting a captivating tessellation of a torus, see vignette for more details.

        - +

        Figure 1: The Voronoi tessellation for layer 1 and number of cells 900 with the heat map overlaid for variable z. @@ -428,11 +428,11 @@

        1 Abstract

        2 Version History

        -
        -
        -

        2.1 HVT (v23.06.07) | +
        +
        +

        2.1 HVT (v23.10.15) | What’s New?

        -

        07th June, 2023

        +

        15th October, 2023

        In this version of HVT package, the following new features have been introduced:

        This package provides functionality to predict cells with layers @@ -459,16 +459,16 @@

        2.2 HVT (v22.12.06)

        Let us try to understand the steps with the help of the diagram below -

        - +

        Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT()

        -
        -
        +
        +

        3 Installation of HVT -(v23.06.07)

        +(v23.10.15)

        library(devtools)
         devtools::install_github(repo = "Mu-Sigma/muHVT")
        @@ -484,7 +484,7 @@

        4 Vignettes

        Following are the links to the vignettes for the HVT package:

        4.1 HVT Vignette

        -

        HVT +

        HVT Vignette: Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis.

        @@ -492,7 +492,7 @@

        4.1 HVT Vignette

        4.2 HVT Model Diagnostics Vignette

        -

        HVT +

        HVT Model Diagnostics Vignette: Contains descriptions of functions used to perform model diagnostics and validation for HVT model.

        diff --git a/README.md b/README.md index 1662f2b..1e80a9a 100644 --- a/README.md +++ b/README.md @@ -2,15 +2,15 @@ #### Zubin Dowlaty -#### 2023-10-13 +#### 2023-10-15
        * [1 Abstract](#abstract) * [2 Version History](#version-history) - * [2.1 HVT (v23.10.13) | What’s New?](#hvt-(v23.10.13)-whats-new) + * [2.1 HVT (v23.10.15) | What’s New?](#hvt-(v23.10.15)-whats-new) * [2.2 HVT (v22.12.06)](#hvt-(v22.12.06)) -* [3 Installation of HVT (v23.10.13)](#installation-of-hvt-(v23.10.13)) +* [3 Installation of HVT (v23.10.15)](#installation-of-hvt-(v23.10.15)) * [4 Vignettes](#vignettes) * [4.1 HVT Vignette](#hvt-vignette) * [4.2 HVT Model Diagnostics Vignette](#hvt-model-diagnostics-vignette) @@ -47,11 +47,11 @@ Figure 1: The Voronoi tessellation for layer 1 and number of cells 900 with the # 2 Version History -
        +
        -## 2.1 HVT (v23.10.13) | What’s New? +## 2.1 HVT (v23.10.15) | What’s New? -13th October, 2023 +15th October, 2023 In this version of HVT package, the following new features have been introduced: @@ -82,9 +82,9 @@ Figure 2: Flow diagram for predicting based on a sequence of maps using predictL -
        +
        -# 3 Installation of HVT (v23.10.13) +# 3 Installation of HVT (v23.10.15)

    - -# 2 Version History - -
    - -## 2.1 hvt (v23.10.12) | What’s New? - -10th October, 2023 - -In this version of hvt package, the following new features have been introduced: - -This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. -
    - -
    - -## 2.2 hvt (v22.12.06) - -06th December, 2022 - -This package provides functionality to predict based on a sequence of maps. - -The creation of a predictive set of maps involves three steps - - -1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). -2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). -3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). - - -Let us try to understand the steps with the help of the diagram below - - - -

    -Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT() -

    - - - -
    - -# 3 Installation of hvt (v23.10.12) - -
    - - library(devtools) - devtools::install_github(repo = "Mu-Sigma/hvt") - -
    - -
    - - -
    - -
    - -# 4 Vignettes - -Following are the links to the vignettes for the hvt package: - -
    - -## 4.1 hvt Vignette - -[**hvt Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/hvt/blob/master/vignettes/hvt_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. - -
    - -
    - -## 4.2 hvt Model Diagnostics Vignette - -[**hvt Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/hvt/blob/master/vignettes/hvt_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for hvt model. - -
    - -
    - -## 4.3 hvt - Predicting Cells with Layers using predictLayerHVT - -[**hvt : Predicting Cells with Layers using predictLayerHVT :**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/hvt/blob/master/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html) Contains descriptions of the functions used for predicting cells with layers based on a sequence of maps using predictLayerHVT. diff --git a/muHVT_3.0.1/muHVT/build/vignette.rds b/muHVT_3.0.1/muHVT/build/vignette.rds deleted file mode 100644 index 6f0b605a3acb9d820620b0209c7be093b8779e86..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 280 zcmV+z0q6c7iwFP!0000018q^uN&_(z%{;8mfFSe-f*&v+;MP(EH&TkYy(AeXkV!O; zmb!A|Z(DEXQEX};$xY5Vch1SY)r63olto7J0?T5F%L3;e&Wx0#!oBLl)9bd`^gIE+ z2jGD|8l?pD(r9X0+6Fz;js_<8iCm2;(U8KeQ_iy>O{^CEkVR z@%ra~eRfPFH_zg*H+I&XaTXJ&TuUY9?{1|(9g3ILdMdL`>fxgQng7a~eKTjcjsN!x emm`ieC{y6lpmluQrnRV#zJCF;vyEsW0ssJ@0g1f; diff --git a/muHVT_3.0.1/muHVT/tests/testthat.R b/muHVT_3.0.1/muHVT/tests/testthat.R deleted file mode 100644 index 0c19767..0000000 --- a/muHVT_3.0.1/muHVT/tests/testthat.R +++ /dev/null @@ -1,6 +0,0 @@ - -library(testthat) -library(HVT) - -test_check("HVT") - diff --git a/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R b/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R deleted file mode 100644 index 3a472c7..0000000 --- a/muHVT_3.0.1/muHVT/tests/testthat/testhvt.R +++ /dev/null @@ -1,63 +0,0 @@ -context("hvq package") -# require(plotly) - -## Load data - -USArrests <- datasets::USArrests -USArrests <- scale(USArrests,center = T,scale = T) -set.seed(420) - -test_that("getCentroids give correct results for L1_Norm and mean",{ - skip_on_cran() - - set.seed(420) - hvt.results <- HVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L1_Norm",error_metric = "mean", quant_method = "kmeans") - - expect_equal(length(hvt.results),6) - - expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.5265759, 0.4197644, 0.4843762),1e-5) - - expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) - -}) - -test_that("getCentroids give correct results for L2_Norm and mean",{ - skip_on_cran() - - set.seed(420) - - hvt.results <- HVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L2_Norm",error_metric = "mean", quant_method = "kmeans") - - expect_equal(length(hvt.results),6) - - expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.3141953, 0.2407124, 0.2885561),1e-5) - - expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) -}) - -test_that("getCentroids give correct results for L1_Norm and max",{ - skip_on_cran() - - set.seed(420) - - hvt.results <- HVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L1_Norm",error_metric = "max", quant_method = "kmeans") - - expect_equal(length(hvt.results),6) - - expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(1.0147530, 0.6268437, 0.8490633),1e-5) - - expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) -}) - -test_that("getCentroids give correct results for L2_Norm and max",{ - skip_on_cran() - - set.seed(420) - hvt.results <- HVT::HVT(USArrests,n_cells = 3,depth = 1,quant.err = 0.2,distance_metric = "L2_Norm",error_metric = "max", quant_method = "kmeans") - - expect_equal(length(hvt.results),6) - - expect_equal(hvt.results[[3]]$summary[,"Quant.Error"],c(0.6168272, 0.3525659, 0.5722204),1e-5) - - expect_equal(hvt.results[[3]]$compression_summary[["percentOfCellsBelowQuantizationErrorThreshold"]],0) -}) diff --git a/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd b/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd deleted file mode 100644 index 7193446..0000000 --- a/muHVT_3.0.1/muHVT/vignettes/muHVT.Rmd +++ /dev/null @@ -1,131 +0,0 @@ ---- -title: "HVT: Collection of functions used to build hierarchical topology preserving maps" -author: "Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, Shantanu Vaidya, Praditi Shah, Srinivasan Sudarsanam, Somya Shambhawi" -date: "`r Sys.Date()`" -fig.height: 4 -fig.width: 15 -output: - rmarkdown::html_vignette: - number_sections: true - toc: true - toc_depth : 3 -vignette: > - %\VignetteIndexEntry{HVT: Collection of functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis"} - %\VignetteEngine{knitr::rmarkdown} - %\VignetteEncoding{UTF-8} ---- - - -```{css, echo=FALSE} -/* CSS for floating TOC on the left side */ -#TOC { - /* float: left; */ - position: fixed; - margin-left: -22vw; - width: 18vw; - height: fit-content; - overflow-y: auto; - padding-top: 20px; - padding-bottom: 20px; - background-color: #f9f9f9; - border-right: 1px solid #ddd; - margin-top: -18em; -} - -.main-container { - margin-left: 220px; /* Adjust this value to match the width of the TOC + some margin */ -} - -li { - padding-bottom: 5px; -} - -``` - -```{r setup, warning = FALSE, include = FALSE} -knitr::opts_chunk$set( - collapse = TRUE, - comment = "#>", - out.width = "672px", - out.height = "480px", - fig.width = 7, - fig.height = 5, - fig.align = "center", - fig.retina = 1, - dpi = 150 -) -``` - -# Abstract - -The HVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html#:~:text=The%20property%20of%20topology%20preserving,tool%20of%20high-dimensional%20data) for rich multivariate data analysis, see `Figure 1` as an example of a 3D torus map generated from the package. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: - -1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. - -2. **Data Projection**: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called an [embedding](https://en.wikipedia.org/wiki/Embedding)) coordinates into the desired output dimension. - -3. **Tessellation**: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map useful for semi-supervised tasks. - -4. **Prediction**: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required. - -The HVT package allows creation of visually stunning tessellations, showcasing the power of topology preserving maps. below is an image depicting a captivating tessellation of a torus- - - -```{r predictlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 1: Heatmap Visualization of a Torus with 900 Cells'} -knitr::include_graphics('./torus2.png') -``` - - -# Version History - -## HVT (v23.10.11) | What's New? - -10th October, 2023 - -In this version of HVT package, the following new features have been introduced: - -This package provides functionality to predict cells with layers based on a sequence of maps using `predictLayerHVT`. - - -## HVT (v22.12.06) - -06th December, 2022 - -This package provides functionality to predict based on a set of maps to monitor entities over time. - -The creation of a predictive set of maps involves three steps - - -1. **Compress:** Compress the dataset using a percentage compression rate and a quantization threshold using the HVT() function (Map A). -2. **Remove novelty cells:** Manually identify and remove the novelty cells from the dataset using the removeNovelty() function (Map B). -3. **Compress the dataset without novelty:** Again, compress the dataset without novelty using n_cells, depth and a quantization threshold using the HVT() function (Map C). - - -Let us try to understand the steps with the help of the diagram below- - -```{r mlayer_flow,echo=FALSE,warning=FALSE,fig.show='hold',message=FALSE,out.width='90%',fig.height=8,fig.cap='Figure 2: Flow diagram for predicting based on a sequence of maps using predictLayerHVT()'} -#knitr::include_graphics('./mlayer1.png') -knitr::include_graphics('./predictLayerHVT_function.png') -``` - - - -# Installation of HVT (v23.10.11) - -``` r -library(devtools) -devtools::install_github(repo = "Mu-Sigma/HVT") -``` - - - -# Vignettes - -Following are the links to the vignettes for the HVT package: - - -1. [**HVT Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_vignette.html) Contains descriptions of the functions used for vector quantization and construction of hierarchical voronoi tessellations for data analysis. - -2. [**HVT Model Diagnostics Vignette:**](https://htmlpreview.github.io/?https://github.com/Mu-Sigma/muHVT/blob/master/vignettes/muHVT_model_diagnostics_vignette.html) Contains descriptions of functions used to perform model diagnostics and validation for HVT model. - -3. 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zU4^Go!FVkX#_gdDWc;0g3|l|aDLX|?EnYF8ob2LbA1O_j>btZ!kgsc!GA^)L6wY36Z?As?EyPXrh0Ay46{u zG1LsrmU!r_m--b|`j9@uMPNi!!kdaeHQ~=n`8i?N%Q%dmK`1)OyBuThL!F8696~?e zov3lgl$7a4Kc8VMsj3uyth<8SEn@qQ5!_Ae#%e7&DpkZ%5&ljcsRCi$+=ED42xlzpOH1y zB-Dj!2S2*4YJo7|0811vBpT!I^SbFzTB@2eJVYPq_p|~zRcB?A6;rbU*j}>N~OQl&vc2hzs*Y8 zwVIU&^C-@8!49jh3sriN73}CDO^avzzrMRSBoAPh4#3OLdIx*SNhtxUB#eUo2UFtC APXGV_ From dc4faeac82e3b6b8ec406d61b61c1b00985f04b1 Mon Sep 17 00:00:00 2001 From: "ponanureka.s" Date: Thu, 12 Oct 2023 19:51:00 +0530 Subject: [PATCH 6/9] Renamed proj file name --- muHVT.Rproj => HVT.Rproj | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename muHVT.Rproj => HVT.Rproj (100%) diff --git a/muHVT.Rproj b/HVT.Rproj similarity index 100% rename from muHVT.Rproj rename to HVT.Rproj From c6ce58850bdb44cf6b01382e875faae3017ad4ee Mon Sep 17 00:00:00 2001 From: "ponanureka.s" Date: Fri, 13 Oct 2023 18:20:26 +0530 Subject: [PATCH 7/9] Replaced muHVT with muHVT in all places --- DESCRIPTION | 22 +- HVT_3.0.1.tar.gz | Bin 935524 -> 935480 bytes README.html | 187 +- README.md | 62 +- tests/testthat.R | 4 +- tests/testthat/testhvt.R | 8 +- vignettes/{muHVT.Rmd => HVT.Rmd} | 34 +- vignettes/{muHVT.html => HVT.html} | 203 +- ...Rmd => HVT_model_diagnostics_vignette.Rmd} | 10 +- ...ml => HVT_model_diagnostics_vignette.html} | 1497 +++--- .../{muHVT_vignette.Rmd => HVT_vignette.Rmd} | 24 +- ...{muHVT_vignette.html => HVT_vignette.html} | 1099 ++-- ...ells_with_Layers_using_predictLayerHVT.Rmd | 10 +- ...lls_with_Layers_using_predictLayerHVT.html | 978 ++-- ...HVT_for_Monitoring_Entities_over_Time.html | 4517 ----------------- 15 files changed, 1960 insertions(+), 6695 deletions(-) rename vignettes/{muHVT.Rmd => HVT.Rmd} (61%) rename vignettes/{muHVT.html => HVT.html} (99%) rename vignettes/{muHVT_model_diagnostics_vignette.Rmd => HVT_model_diagnostics_vignette.Rmd} (99%) rename vignettes/{muHVT_model_diagnostics_vignette.html => HVT_model_diagnostics_vignette.html} (91%) rename vignettes/{muHVT_vignette.Rmd => HVT_vignette.Rmd} (98%) rename vignettes/{muHVT_vignette.html => HVT_vignette.html} (98%) delete mode 100644 vignettes/muHVT_mlayerHVT_for_Monitoring_Entities_over_Time.html diff --git a/DESCRIPTION b/DESCRIPTION index 51ffbae..34db040 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,16 +1,18 @@ -Package: muHVT +Package: HVT Type: Package -Date: 2023-10-10 +Date: 2023-10-13 Title: Constructing Hierarchical Voronoi Tessellations and Overlay Heatmap for Data Analysis Version: 3.0.1 -Authors@R: person("Zubin", "Dowlaty", email = "zubin.dowlaty@mu-sigma.com", role = "aut") -Description: The muHVT package is a collection of R functions to facilitate building topology preserving maps for rich multivariate data.See for more information. Credits to Mu Sigma for their continuous support throughout the development of the package. +Authors@R: c( + person("Zubin", "Dowlaty", email = "zubin.dowlaty@mu-sigma.com", role = "aut"), + person("Mu Sigma, Inc.", email = "ird.experiencelab@mu-sigma.com", role = "cre")) +Description: The HVT package is a collection of R functions to facilitate building topology preserving maps for rich multivariate data.See for more information. Credits to Mu Sigma for their continuous support throughout the development of the package. License: Apache License 2.0 Encoding: UTF-8 Imports: MASS, deldir, grDevices, splancs, sp, conf.design, Hmisc, - stats, dplyr, purrr, magrittr, polyclip, - ggplot2, tidyr, scales, cluster, reshape2, plyr + stats, dplyr, purrr, magrittr, polyclip, ggplot2, tidyr, + scales, cluster, reshape2, plyr Depends: R (>= 3.6.0) BugReports: https://github.com/Mu-Sigma/muHVT/issues URL: https://github.com/Mu-Sigma/muHVT @@ -19,9 +21,9 @@ Suggests: knitr, rmarkdown, testthat, geozoo, kableExtra, plotly, data.table VignetteBuilder: knitr NeedsCompilation: no -Packaged: 2023-10-11 17:45:51 UTC; somya -Author: Zubin Dowlaty [aut], - Mu Sigma, Inc. [cre] +Packaged: 2023-10-13 14:16:19 UTC; Pon Anu Reka +Author: Zubin Dowlaty [aut], + Mu Sigma, Inc. [cre] Maintainer: "Mu Sigma, Inc." Repository: CRAN -Date/Publication: 2023-10-11 20:10:03 UTC +Date/Publication: 2023-10-13 20:10:03 UTC diff --git a/HVT_3.0.1.tar.gz b/HVT_3.0.1.tar.gz index 2d3f8fd0f4d9d5a927be984c6ad6c495089d864c..d8df7e33cf96097c1ac455c4030ffa3a9b0df69f 100644 GIT binary patch delta 477285 zcmV(?K-a(Ij5)ZBIe#CE2mk;800003?EPzOWZTv#27O8pH(w#R5)c8GAFNaEeO$G> zT&{=TyQ}Z9%XYVWw;yf0pZ>gSuc}&AUhS${!^CTb8x(~zxNkki=|R| zVX0XDi$bwnEG_?qRrrf<@Hg}WdjMUrd&7ZqZYP$T^!-ot@4#-H+ihpfdj94(bv)|B z6MvQ3v;+86Du0y9bH&13v79<~gATl@dObfF3>$&lYg^A713`^nb3Poe?}bUEA$g6)XJ-zvY|k z!ymfCIp1w}?R>-QLaBk*aj=j*4AR*g^+y8T9a=|NG-vJf8hIV0J80&eYbfVBy@u1V z>q%f611Fu$rZyeFF>w0<4dnRDLF`(6hF8l4lvoX~({UPD!17wwq177p8Vp^5XSM8x z+i?THzkgL9x}7E>I`H~l$7_$Q{=o5_!6m)}4Elt^f!jEoozX`6I`% zo}2|i-(Q=bcY66N_uTC}P1nwQgZ4cBn&(qigO}}r-F-^ny50b~*@MR}&0*fE4xm~< zofBB1lEInd4qz}nAcmng^eunb?|Xv)J`B8J`+v+E;v;m&xpX>Szw7h@9524&=*XvD zx(%o217WShEBL^FTcvypp;D&3O_2J7YN~aFJ>rvb3?RmIx zm-EGZDRne#w;dlFJMXzTE|}86IV=u9NPhqyf-^gSAv)eC&&yfocD>_lT?Ydj$KVB> 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z+~q6-rji2ra4E%LC*B}mNmYNA1l0hi33B~T$kA>+#xN;zNP~WeG9THq83Cpsj&t430h^(2$dIP5E9GKth505Kw%wlLETbT32bmt2Y)9C>p?{4s91!75hB<1#;;xtxPtPfX}ziTDcC4N;pvy7bhA&pR0b`g1-6+) zXN50Gw^ZaZ{c-G>iZA}aW6;l?^&Tmyowov*>1MtHq!7@F)SJ(f&%Lmr;&)-N$#-

    @@ -42439,10 +42246,10 @@

    12 Download

    The predictions from the above sections can be downloaded in section below. The downloaded predictions can be found in the output(LOCAL) folder.

    -
    predictClusterData <- hvt.prediction[["scoredPredictedData"]]%>%as.data.frame()
    - predictClusterData  %>% head(100) %>% round(2)%>%
    -      as.data.frame() %>%
    -      Table(scroll = T, limit = 20)
    +
    predictClusterData <- hvt.prediction[["scoredPredictedData"]]%>%as.data.frame()
    + predictClusterData  %>% head(100) %>% round(2)%>%
    +      as.data.frame() %>%
    +      Table(scroll = T, limit = 20)
    diff --git a/vignettes/muHVT_vignette.Rmd b/vignettes/HVT_vignette.Rmd similarity index 98% rename from vignettes/muHVT_vignette.Rmd rename to vignettes/HVT_vignette.Rmd index 5563fcd..5ecc4ef 100644 --- a/vignettes/muHVT_vignette.Rmd +++ b/vignettes/HVT_vignette.Rmd @@ -1,5 +1,5 @@ --- -title: "muHVT: An Introduction" +title: "HVT: An Introduction" author: "Zubin Dowlaty, Shubhra Prakash, Sangeet Moy Das, Praditi Shah, Shantanu Vaidya, Somya Shambhawi" date: "`r Sys.Date()`" fig.height: 4 @@ -70,8 +70,8 @@ if (length(new.packages)) # Loading the required libraries lapply(list.of.packages, library, character.only = T) -# Sourcing the modified files for muHVT -## Do this if muHVT is unavailable on CRAN +# Sourcing the modified files for HVT +## Do this if HVT is unavailable on CRAN source("../R/Add_boundary_points.R") source("../R/Corrected_Tessellations.R") @@ -155,7 +155,7 @@ set.seed(240) # Abstract -The muHVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html) for rich multivariate data analysis. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: +The HVT package is a collection of R functions to facilitate building [topology preserving maps](https://users.ics.aalto.fi/jhollmen/dippa/node9.html) for rich multivariate data analysis. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below: 1. **Data Compression**: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective. @@ -315,7 +315,7 @@ The prediction algorithm recursively calculates the distance between each point 3. Check if the cell drills down further to form more cells. 4. If it doesn’t, return the path. Or else repeat steps 1 to 4 till we reach a level at which the cell doesn’t drill down further. -# Example I: muHVT with the Torus dataset +# Example I: HVT with the Torus dataset **In this section, we will see how we can use the package to visualize multidimensional data by projecting them to two dimensions using Sammon's projection and further used for scoring** @@ -961,7 +961,7 @@ hist(Act_pred_Table$diff, breaks = 20, col = "blue", main = "Mean Absolute Diffe ``` -# Example II: muHVT with the Personal Computer dataset +# Example II: HVT with the Personal Computer dataset **Data Understanding** @@ -1057,7 +1057,7 @@ As we are familiar with the structure of the computers data, we will now follow ## Step 1: Data Compression -For more detailed information on Data Compression please refer to [section 2](https://htmlpreview.github.io/?https://github.com/Somya545/muHVT/blob/master/vignettes/muHVT_vignette.html#data-compression) of this vignette. +For more detailed information on Data Compression please refer to [section 2](https://htmlpreview.github.io/?https://github.com/Somya545/muHVT/blob/master/vignettes/HVT_vignette.html#data-compression) of this vignette. We will use the `HVT` function to compress our data while preserving essential features of the dataset. Our goal is to achieve data compression upto atleast `80%`. In situations where the compression ratio does not meet the desired target, we can explore adjusting the model parameters as a potential solution. This involves making modifications to parameters such as the `quantization error threshold` or `increasing the number of cells` and then rerunning the HVT function again. @@ -1129,7 +1129,7 @@ All the columns after this will contain centroids for each cell. They can also b ## Step 2: Data Projection -For more detailed information on Data Projection please refer to [section 3](https://htmlpreview.github.io/?https://github.com/Somya545/muHVT/blob/master/vignettes/muHVT_vignette.html#data-projection) of this vignette. +For more detailed information on Data Projection please refer to [section 3](https://htmlpreview.github.io/?https://github.com/Somya545/muHVT/blob/master/vignettes/HVT_vignette.html#data-projection) of this vignette. lets view the projected 2D centroids after performing sammon's projection on the compressed data (440 cells) recieved after performing vector quantization. For the sake of brevity we are displaying first six rows. @@ -1164,7 +1164,7 @@ ggplot(centroid_coordinates, aes(x_coord, y_coord)) + ## Step 3: Tessellation -For more detailed information on voronoi tessellation please refer to [section 4](https://htmlpreview.github.io/?https://github.com/Somya545/muHVT/blob/master/vignettes/muHVT_vignette.html#tessellation) of this vignette. +For more detailed information on voronoi tessellation please refer to [section 4](https://htmlpreview.github.io/?https://github.com/Somya545/muHVT/blob/master/vignettes/HVT_vignette.html#tessellation) of this vignette. Now, we have obtained the centroid coordinates resulting from the application of Sammon's projection. @@ -1295,7 +1295,7 @@ muHVT::hvtHmap( ## Step 4: Prediction(predictHVT) -For more detailed information on prediction please refer to [section 5](https://htmlpreview.github.io/?https://github.com/Somya545/muHVT/blob/master/vignettes/muHVT_vignette.html#prediction) of this vignette. +For more detailed information on prediction please refer to [section 5](https://htmlpreview.github.io/?https://github.com/Somya545/muHVT/blob/master/vignettes/HVT_vignette.html#prediction) of this vignette. **Raw Testing Dataset** @@ -1384,7 +1384,7 @@ hist(Act_pred_Table$diff, breaks = 20, col = "blue", main = "Mean Absolute Diffe # Executive Summary -* **Example I: muHVT with the Torus dataset** +* **Example I: HVT with the Torus dataset** * We have considered torus dataset for multidimensional data visualization using sammons projection. @@ -1398,7 +1398,7 @@ hist(Act_pred_Table$diff, breaks = 20, col = "blue", main = "Mean Absolute Diffe * Once again, we generated a compressed HVT map (hvt.torus3) using the HVT() algorithm on the torus dataset. The parameters for this map were set to `n_cells = 900`, `quant.error = 0.1`, and `depth = 1`. Upon analyzing the compression summary, we found that 85% of the 100 cells have reached the quantization threshold error and we can clearly visualize the 3D torus(donut) in 2D space. -* **Example II: muHVT with the Personal Computer dataset** +* **Example II: HVT with the Personal Computer dataset** * We have considered computers dataset for generating predictions to see which cell and level each point belongs to. diff --git a/vignettes/muHVT_vignette.html b/vignettes/HVT_vignette.html similarity index 98% rename from vignettes/muHVT_vignette.html rename to vignettes/HVT_vignette.html index 92c925a..7ae65c2 100644 --- a/vignettes/muHVT_vignette.html +++ b/vignettes/HVT_vignette.html @@ -12,9 +12,9 @@ - + -muHVT: An Introduction +HVT: An Introduction - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -

    muHVT : Using mlayerHVT() for Monitoring -Entities over Time

    -

    Zubin Dowlaty, Shantanu Vaidya

    -

    2023-03-03

    - - - - -
    -

    1 Abstract

    -

    The muHVT package is a collection of R functions to facilitate -building topology -preserving maps for rich multivariate data. Tending towards a big -data preponderance, a large number of rows. A collection of R functions -for this typical workflow is organized below :

    -
      -
    1. Data Compression: Vector quantization (VQ), HVQ -(hierarchical vector quantization) using means or medians. This step -compresses the rows (long data frame) using a compression -objective

    2. -
    3. Data Projection: Dimension projection of the -compressed cells to 1D,2D and 3D with the Sammons Non-linear Algorithm. -This step creates topology preserving map coordinates into the desired -output dimension

    4. -
    5. Tessellation: Create cells required for object -visualization using the Voronoi Tessellation method, package includes -heatmap plots for hierarchical Voronoi tessellations (HVT). This step -enables data insights, visualization, and interaction with the topology -preserving map. Useful for semi-supervised tasks

    6. -
    7. Prediction: Scoring new data sets and recording -their assignment using the map objects from the above steps, in a -sequence of maps if required

    8. -
    -

    This package now additionally provides functionality to predict based -on a set of maps to monitor entities over time.

    -

    The creation of a predictive set involves four steps -

    -
      -
    1. Compress: Compress the dataset using a percentage -compression rate and a quantization threshold using the HVT() function -(Map A)
    2. -
    3. Remove outlier cells: Manually identify and remove -the outlier cells from the dataset using the removeOutliers() function -(Map B)
    4. -
    5. Compress the dataset without outliers: Again -compress the dataset without outlier(s) using n_cells, depth and a -quantization threshold using the HVT() function (Map C)
    6. -
    7. Predict based on a predictive set of maps: Using -the mlayerHVT() function
    8. -
    -

    Let us try to understand the steps with the help of the diagram -below.

    -
    -Figure 1: Flow diagram for predicting based on a set of maps using mlayerHVT() -

    -Figure 1: Flow diagram for predicting based on a set of maps using -mlayerHVT() -

    -
    -

    Initially, the raw data is passed, and a highly compressed Map A is -constructed using the HVT function. The -output of this function will be hierarchically arranged vector quantized -data that is used to identify the outlier cells in the dataset using the -number of data points within each cell and the z-scores for each -cell.

    -

    The identified outlier cell(s) is then passed to the -removeOutliers function along with Map A. -This function removes the identified outlier cell(s) from the dataset -and stores them in Map B as shown in the diagram. The final output of -this function is a list of two items - a newly constructed map (Map B), -and a subset of the dataset without outlier cell(s).

    -

    The plotCells function plots the -Voronoi tessellations for the compressed map (Map A) and highlights the -identified outlier cell(s) in red on the plot. The function requires the -identified outlier cell(s) number and the compressed map (Map A) as -input in order to plot the tessellations map and highlight those outlier -cells on it.

    -

    The dataset without outlier(s) gotten as an output from the -removeOutliers function is then passed as an argument to the -HVT function with other parameters such as -n_cells, quant.error, depth, etc. to construct another map (Map C).

    -

    Finally, all the constructed maps are passed to the -mlayerHVT function along with the test -dataset on which the function will predict/score for finding which map -and what cell each test record gets assigned to.

    - - - - - -
    -
    -

    2 Data Understanding

    -

    In this notebook, we will use the -Prices of Personal Computers dataset. This -dataset contains 6261 observations and 6 features. The dataset observes -the price from 1993 to 1995 of 486 personal computers in the US. The -variables are price, speed, hd, ram, screen and ads.

    -

    Here, we load the data and store into a variables.

    -
    set.seed(240)
    -# Load data from csv files
    -trainComputers <- read.csv("https://raw.githubusercontent.com/Mu-Sigma/muHVT/dev/vignettes/sample_dataset/trainComputers.csv")
    -testComputers <- read.csv("https://raw.githubusercontent.com/Mu-Sigma/muHVT/dev/vignettes/sample_dataset/testComputers.csv")
    -

    Let’s have a look at some of the training data

    -
    # Quick peek
    -Table(head(trainComputers))
    -
    -
    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    -price - -speed - -hd - -ram - -screen - -ads -
    -1499 - -25 - -80 - -4 - -14 - -94 -
    -1795 - -33 - -85 - -2 - -14 - -94 -
    -1595 - -25 - -170 - -4 - -15 - -94 -
    -1849 - -25 - -170 - -8 - -14 - -94 -
    -3295 - -33 - -340 - -16 - -14 - -94 -
    -3695 - -66 - -340 - -16 - -14 - -94 -
    -
    -

    Now let us check the structure of the training data

    -
    str(trainComputers)
    -#> 'data.frame':    5008 obs. of  6 variables:
    -#>  $ price : int  1499 1795 1595 1849 3295 3695 1720 1995 2225 2575 ...
    -#>  $ speed : int  25 33 25 25 33 66 25 50 50 50 ...
    -#>  $ hd    : int  80 85 170 170 340 340 170 85 210 210 ...
    -#>  $ ram   : int  4 2 4 8 16 16 4 2 8 4 ...
    -#>  $ screen: int  14 14 15 14 14 14 14 14 14 15 ...
    -#>  $ ads   : int  94 94 94 94 94 94 94 94 94 94 ...
    -

    Let’s get a summary of the training data

    -
    summary(trainComputers)
    -#>      price          speed              hd              ram        
    -#>  Min.   : 949   Min.   : 25.00   Min.   :  80.0   Min.   : 2.000  
    -#>  1st Qu.:1824   1st Qu.: 33.00   1st Qu.: 212.0   1st Qu.: 4.000  
    -#>  Median :2195   Median : 50.00   Median : 340.0   Median : 8.000  
    -#>  Mean   :2271   Mean   : 48.21   Mean   : 356.1   Mean   : 7.677  
    -#>  3rd Qu.:2644   3rd Qu.: 66.00   3rd Qu.: 450.0   3rd Qu.: 8.000  
    -#>  Max.   :5399   Max.   :100.00   Max.   :2100.0   Max.   :32.000  
    -#>      screen           ads       
    -#>  Min.   :14.00   Min.   : 94.0  
    -#>  1st Qu.:14.00   1st Qu.:216.0  
    -#>  Median :14.00   Median :259.0  
    -#>  Mean   :14.53   Mean   :243.7  
    -#>  3rd Qu.:15.00   3rd Qu.:283.0  
    -#>  Max.   :17.00   Max.   :339.0
    -

    -
    -

    3 Map A : Compress using -vector quantization

    -

    This package can perform vector quantization using the following -algorithms -

    -
      -
    • Hierarchical Vector Quantization using k−means
    • -
    • Hierarchical Vector Quantization using k−medoids
    • -
    -

    For more information on vector quantization, refer the following link.

    -

    The HVT function constructs highly compressed hierarchical Voronoi -tessellations. The raw data is first scaled and this scaled data is -supplied as input to the vector quantization algorithm. The vector -quantization algorithm compresses the dataset until a user-defined -compression percentage/rate is achieved using a parameter called -quantization error which acts as a threshold and determines the -compression percentage. It means that for a given user-defined -compression percentage we get the ‘n’ number of cells, then all of these -cells formed will have a quantization error less than the threshold -quantization error.

    -

    Let us try to understand the HVT function -

    -
    HVT(
    -  dataset,
    -  min_compression_perc,
    -  n_cells,
    -  depth,
    -  quant.err,
    -  distance_metric = c("L1_Norm", "L2_Norm"),
    -  error_metric = c("mean", "max"),
    -  quant_method = c("kmeans", "kmedoids"),
    -  normalize = TRUE,
    -  diagnose = FALSE,
    -  hvt_validation = FALSE,
    -  train_validation_split_ratio = 0.8
    -)
    -

    Each of the parameters have been explained below :

    -
      -
    • dataset - A dataframe with numeric -columns

    • -
    • min_compression_perc - An integer -indicating the minimum percent compression rate to be achieved for the -dataset

    • -
    • n_cells - An integer indicating the -number of cells per hierarchy (level)

    • -
    • depth - An integer indicating the -number of levels. (1 = No hierarchy, 2 = 2 levels, etc …)

    • -
    • quant.error - A number indicating -the quantization error threshold. A cell will only breakdown into -further cells if the quantization error of the cell is above the defined -quantization error threshold

    • -
    • distance_metric - The distance -metric can be L1_Norm or L2_Norm. -L1_Norm is selected by default. The distance metric is used -to calculate the distance between an n dimensional point -and centroid. The user can also pass a custom function to calculate this -distance

    • -
    • error_metric - The error metric can -be mean or max. max is selected -by default. max will return the max of m -values and mean will take mean of m values -where each value is a distance between a point and centroid of the cell. -Moreover, the user can also pass a custom function to calculate the -error metric

    • -
    • quant_method - The quantization -method can be kmeans or kmedoids. -kmeans is selected by default

    • -
    • normalize - A logical value -indicating whether the columns in your dataset need to be normalized. -Default value is TRUE. The algorithm supports Z-score -normalization

    • -
    • diagnose - A logical value -indicating whether user wants to perform diagnostics on the model. -Default value is TRUE.

    • -
    • hvt_validation - A logical value -indicating whether user wants to holdout a validation set and find mean -absolute deviation of the validation points from the centroid. Default -value is FALSE.

    • -
    • train_validation_split_ratio - A -numeric value indicating train validation split ratio. This argument is -only used when hvt_validation has been set to TRUE. Default value for -the argument is 0.8

    • -
    -

    First, we will construct Map A by performing Hierarchical Vector -Quantization by setting the parameter min_compression_perc to 70% and -quantization error threshold to 0.2. The compressed map is always -constructed at depth = 1.

    -
    hvt_mapA <- list()
    -
    -hvt_mapA <-muHVT::HVT(trainComputers,
    -                min_compression_perc = 70,
    -                quant.err = 0.2,
    -                distance_metric = "L1_Norm",
    -                error_metric = "max",
    -                quant_method = "kmeans",
    -                normalize = TRUE
    -)
    -

    [1] “For the given dataset 70% compression rate is achieved at -n_cells : 318”

    -

    Now, let’s check the compression summary for HVT Map A. The table -below shows no of cells, no of cells having quantization error below -threshold and percentage of cells having quantization error below -threshold for each level.

    -
    mapA_compression_summary <- hvt_mapA[[3]]$compression_summary %>%  dplyr::mutate_if(is.numeric, funs(round(.,4)))
    -DT::datatable(mapA_compression_summary, class = 'cell-border stripe', options = list(scrollX = TRUE))
    -
    - -

    As per the manual, hvt_mapA[[3]] gives -us detailed information about the hierarchical vector quantized data. -hvt_mapA[[3]][['summary']] gives a nice -tabular data containing no of points, Quantization Error and the -codebook.

    -

    Now let us understand what each column in the above table means:

    -
      -
    • Segment.Level - Level of the cell. -In this case, we have performed Vector Quantization for depth 1. Hence -Segment Level is 1

    • -
    • Segment.Parent - Parent segment of -the cell

    • -
    • Segment.Child (Cell.Number) - The -children of a particular cell. In this case, it is the total number of -cells at which we achieved the defined compression percentage

    • -
    • n - No of points in each -cell

    • -
    • Cell.ID - Cell_ID’s are generated -for the multivariate data using 1-D Sammon’s Projection -algorithm

    • -
    • Quant.Error - Quantization Error -for each cell

    • -
    -

    All the columns after this will contain centroids for each cell. They -can also be called a codebook, which represents a collection of all -centroids or codewords.

    -
    cell_mapping_df <- arrange(hvt_mapA[[3]]$summary, n) %>% mutate_if(is.numeric, round, digits = 4)
    -DT::datatable(cell_mapping_df, filter = 'top', options = list(pageLength = 10, scrollX = TRUE), class = 'cell-border stripe')
    -
    - -

    Let’s have look at the function hvtHmap which we will -use to overlay a variable as heatmap.

    -
    hvtHmap(hvt.results, dataset, child.level, hmap.cols, color.vec ,line.width, palette.color = 6)
    -
      -
    • hvt.results - A list of hvt.results -obtained from the HVT function

    • -
    • dataset - A dataframe containing -the variables to overlay as a heatmap. The user can pass an external -dataset or the dataset that was used to perform hierarchical vector -quantization. The dataset should have the same number of points as the -dataset used to perform hierarchical Vector Quantization in the HVT -function

    • -
    • child.level - A number indicating -the level for which the heat map is to be plotted

    • -
    • hmap.cols - The column number of -column name from the dataset indicating the variables for which the heat -map is to be plotted. To plot the quantization error as heatmap, pass -'quant_error'. Similarly to plot the no of points in each -cell as heatmap, pass 'no_of_points' as a -parameter

    • -
    • color.vec - A color vector such -that length(color.vec) = child.level (default = NULL)

    • -
    • line.width - A line width vector -such that length(line.width) = child.level (default = NULL)

    • -
    • palette.color - A number indicating -the heat map color palette. 1 - rainbow, 2 - heat.colors, 3 - -terrain.colors, 4 - topo.colors, 5 - cm.colors, 6 - BlCyGrYlRd -(Blue,Cyan,Green,Yellow,Red) color (default = 6)

    • -
    • show.points - A boolean indicating -whether the centroids should be plotted on the tessellations (default = -FALSE)

    • -
    -

    Now let’s plot all the features for each cell at level one as a -heatmap.

    -
    hmap <- list()
    -col_list <- colnames(trainComputers)
    -hmap <- lapply(1:length(col_list), function(x){
    -  hvtHmap(
    -  hvt_mapA,
    -  scores,
    -  child.level = 1,
    -  hmap.cols = col_list[[x]],
    -  line.width = c(0.2),
    -  color.vec = c("#141B41"),
    -  palette.color = 6,
    -  centroid.size = 1.0,
    -  show.points = T,
    -  quant.error.hmap = 0.2,
    -  n_cells.hmap = 15,
    -) #%>% ggplotly() # for plotly
    -})
    -
    grid.arrange(hmap[[1]], nrow = 1, ncol=1)
    -

    -
    grid.arrange(hmap[[2]], nrow = 1, ncol=1)
    -

    -
    grid.arrange(hmap[[3]], nrow = 1, ncol=1)
    -

    -
    grid.arrange(hmap[[4]], nrow = 1, ncol=1)
    -

    -
    grid.arrange(hmap[[5]], nrow = 1, ncol=1)
    -

    -
    grid.arrange(hmap[[6]], nrow = 1, ncol=1)
    -

    -
    -
    -

    4 Map B : Identify and -remove the outlier cells

    -

    The removeOutliers function removes the identified outlier cell(s) -from the dataset and stores them in Map B.

    -

    It takes input as the cell number (Segment.Child) of the identified -outlier cell(s) from the above table and the compressed HVT map (Map A). -It returns a list of three items: HVT Map A, removed outlier rows, and a -subset of the dataset without the outliers.

    -
    identified_outlier_cells <- c(10, 53, 198)
    -output_list <- removeOutliers(identified_outlier_cells, hvt_mapA)
    -

    [1] “The following cell(s) have been removed as outliers from the -dataset: 10 53 198”

    -
    hvt_mapB <- output_list[[1]]
    -dataset_without_outliers <- output_list[[2]]
    -

    Note - In the HVT Map B, the total number of cells -would be equal to the total number of outlier cell(s) removed from the -HVT Map A. Let’s say, as in the above case where three cells (10th, -53rd, and 198th) are identified as the outlier are removed. Then the -10th cell would be the first cell in the HVT Map B, 53rd as the second -cell, and 198th as the third cell.

    -

    Let’s have a look at the removed outlier rows data

    -
    - -
    -

    4.1 Voronoi tessellation -to highlight outlier cell in the map

    -

    The plotCells function is used to plot the Voronoi tessellation using -the compressed HVT map (Map A) and highlights the identified outlier -cell(s) in red on the map.

    -
    plotCells(identified_outlier_cells, hvt_mapA)
    -
    -Figure 3: The Voronoi Tessellation constructed using the compressed HVT map (Map A) with the outlier cell(s) highlighted in red -

    -Figure 3: The Voronoi Tessellation constructed using the compressed HVT -map (Map A) with the outlier cell(s) highlighted in red -

    -
    -
    -
    -
    -

    5 Map C : Construct a map -on the dataset without outlier(s)

    -

    Construct another hierarchical Voronoi tessellation (Map C) on the -dataset without outlier(s) using the HVT function.

    -

    Pass the following as inputs to the HVT function - the ‘n_cells’ -parameter which determines the number of cells at each depth, ‘depth’ -indicates the number of levels, and ‘quant.err’ acts as a threshold and -determines the number of levels in the hierarchy.

    -
    set.seed(240)
    -hvt_mapC <- list()
    -
    -mapA_scale_summary = hvt_mapA[[3]]$scale_summary
    -hvt_mapC <- HVT(dataset_without_outliers,
    -                    n_cells = 15,
    -                    depth = 2,
    -                    quant.err = 0.2,
    -                    distance_metric = "L1_Norm",
    -                    error_metric = "max",
    -                    quant_method = "kmeans",
    -                    projection.scale = 10,
    -                    normalize = FALSE,
    -                    scale_summary = mapA_scale_summary)
    -

    Now let’s check the compression summary for HVT Map C. The table -below shows no of cells, no of cells having quantization error below -threshold and percentage of cells having quantization error below -threshold for each level.

    -
    mapC_compression_summary <- hvt_mapC[[3]]$compression_summary %>%  dplyr::mutate_if(is.numeric, funs(round(.,4)))
    -DT::datatable(mapC_compression_summary, class = 'cell-border stripe', options = list(scrollX = TRUE))
    -
    - -

    hvt_mapC[[3]] gives us detailed -information about the hierarchical vector quantized data. -hvt_mapC[[3]][['summary']] gives a nice -tabular data containing no of points, Quantization Error and the -codebook.

    -
    - -

    Now let’s plot the price feature for -each cell at level one as a heatmap.

    -
    hvtHmap(
    -  hvt_mapC,
    -  trainComputers,
    -  child.level = 2,
    -  hmap.cols = "price",
    -  line.width = c(0.6, 0.4),
    -  color.vec = c("#141B41", "#0582CA"),
    -  palette.color = 6,
    -  centroid.size = 1.0,
    -  show.points = T,
    -  quant.error.hmap = 0.2,
    -  n_cells.hmap = 15
    -)
    -
    -Figure 4: The Voronoi Tessellation with the heat map overlaid for variable ’price’ in the ’computers’ dataset -

    -Figure 4: The Voronoi Tessellation with the heat map overlaid for -variable ’price’ in the ’computers’ dataset -

    -
    -
    -
    -

    6 Prediction on Test -Data

    -

    The following mlayerHVT function is used to score the test data using -the predictive set of maps. This function takes an input - a test data -and a set of maps which is used to predict which map and what cell each -test record is assigned to.

    -

    Let’s have a look at some of the test data

    -
    # Quick peek
    -Table(head(testComputers))
    -
    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    -price - -speed - -hd - -ram - -screen - -ads -
    -1540 - -33 - -214 - -4 - -15 - -191 -
    -3094 - -50 - -1000 - -24 - -15 - -191 -
    -1794 - -50 - -214 - -4 - -14 - -191 -
    -2408 - -100 - -270 - -4 - -14 - -191 -
    -2454 - -66 - -720 - -16 - -15 - -191 -
    -1969 - -66 - -1000 - -8 - -14 - -191 -
    -
    -

    Now let us check the structure of the test data

    -
    str(testComputers)
    -#> 'data.frame':    1253 obs. of  6 variables:
    -#>  $ price : int  1540 3094 1794 2408 2454 1969 2904 1545 1718 1604 ...
    -#>  $ speed : int  33 50 50 100 66 66 50 66 66 33 ...
    -#>  $ hd    : int  214 1000 214 270 720 1000 1000 340 340 214 ...
    -#>  $ ram   : int  4 24 4 4 16 8 24 8 4 4 ...
    -#>  $ screen: int  15 15 14 14 15 14 15 14 14 14 ...
    -#>  $ ads   : int  191 191 191 191 191 191 191 191 191 191 ...
    -

    Let’s get a summary of the test data

    -
    summary(testComputers)
    -#>      price          speed              hd              ram       
    -#>  Min.   : 949   Min.   : 33.00   Min.   : 125.0   Min.   : 2.00  
    -#>  1st Qu.:1654   1st Qu.: 50.00   1st Qu.: 428.0   1st Qu.: 8.00  
    -#>  Median :1904   Median : 66.00   Median : 545.0   Median : 8.00  
    -#>  Mean   :2017   Mean   : 67.16   Mean   : 658.2   Mean   :10.76  
    -#>  3rd Qu.:2344   3rd Qu.: 75.00   3rd Qu.: 850.0   3rd Qu.:16.00  
    -#>  Max.   :3994   Max.   :100.00   Max.   :2100.0   Max.   :32.00  
    -#>      screen           ads     
    -#>  Min.   :14.00   Min.   : 39  
    -#>  1st Qu.:14.00   1st Qu.:129  
    -#>  Median :15.00   Median :152  
    -#>  Mean   :14.93   Mean   :132  
    -#>  3rd Qu.:15.00   3rd Qu.:163  
    -#>  Max.   :17.00   Max.   :292
    -

    For validating the predictions, the row numbers : 493, 550, 753, and -1253 were manually added in the test dataset to see if those are getting -mapped to the correct outlier cell in the HVT Map B as per below table -(ground truth).

    -

    Now, Let us understand the mlayerHVT function -

    -
    predictions <- mlayerHVT(testComputers,
    -                          hvt_mapA,
    -                          hvt_mapB,
    -                          hvt_mapC,
    -                          ...)
    -

    The parameters for the function mlayerHVT are as -below

    -
      -
    • data - A dataframe containing the -test dataset. The dataframe should have atleast one variable used for -training. The variables from this dataset can also be used to overlay as -heatmap

    • -
    • hvt_mapA - A list of hvt.results -obtained from the HVT function : Map A

    • -
    • hvt_mapB - A list of outlier(s) -cells obtained from the removeOutliers function : Map B

    • -
    • hvt_mapC - A list of hvt.results -obtained from the HVT function : Map C

    • -
    • ... - distance_metric and -error_metric can be passed from here

    • -
    -

    The function predicts based on the HVT maps - Map A, Map B and Map C, -constructed using HVT function. For each test record, the function will -assign that record to Map A and and either of the other two - Map B or -Map C. It can never get assigned to all of the three maps. For example, -if there exists any outlier record in the test dataset, then that record -will get assigned to Map A and Map B. It won’t get assigned to Map C -since that is constructed on the dataset without outliers.

    -

    For more information on prediction algorithm, refer the link.

    -

    Note : The prediction algorithm will not work if some of the -variables used to perform quantization are missing. In the test dataset, -we should not remove any features.

    -
    set.seed(240)
    -predictions <- list()
    -
    -predictions <- mlayerHVT(testComputers,
    -                          hvt_mapA,
    -                          hvt_mapB,
    -                          hvt_mapC
    -                          )
    -

    Below are the predicted results on the test data based on the -predictive set of maps : Map A, Map B and Map C -

    -
    - -

    Hence, from the table above, we can clearly see that the predictions -are exactly matching with the ground truth.

    -
      -
    • The 493rd and 753rd test record is predicted as outlier record -and is mapped to the 3rd outlier cell of the HVT Map B.

    • -
    • Similarly, the 550th and 1253rd test record is correctly -predicted as the outlier record and gets mapped to the 1st and 2nd cell -of the HVT Map B respectively.

    • -
    • Also, 889th record is identified as a outlier and gets mapped to -the 3rd cell of the HVT Map B.

    • -
    • The remaining non-outlier records get mapped to the HVT Map -C.

    • -
    -
    -
    -

    7 Executive Summary

    -
      -
    • We have considered computers dataset for creating a predictive -set of maps to monitor entities over time using mlayerHVT() in this -notebook

    • -
    • We construct a compressed HVT map (Map A) using the HVT() on the -training dataset by setting -min_compression_perc to 70% and -quant.error to 0.2

    • -
    • Based on the z-scores from the output of the above step, we -identify the outlier cell(s) in the training dataset. For this dataset, -we identify the 10th, 53rd, 137th, and 198th cells as the outlier -cell.

    • -
    • We pass the identified outlier cell(s) as a parameter to the -removeOutliers() along with HVT Map A. The function removes that outlier -cell(s) from the dataset and stores them in another map called HVT Map -B. It also returns the dataset without outlier(s) along with Map B. -Here, the 53rd cell gets removed as the outlier cell

    • -
    • The plotCells() constructs hierarchical voronoi tessellations and -highlights the identified outlier cell(s) in red

    • -
    • The dataset without outlier(s) is then passed to the HVT() to -construct another HVT map (Map A). But here, we set the parameters -n_cells = 15, -depth = 2 etc. when constructing the -map.

    • -
    • Finally, the set of maps - Map A, Map B, and Map C are passed to -the mlayerHVT() along with the test dataset to predict which map and -what cell each test record is assigned to. The outlier cell(s) present -in the test dataset gets mapped to Map A and Map B whereas the -non-outlier cell(s) gets mapped to Map A and Map C.

    • -
    • In the test data, the 493rd, 753rd and 889th test record is -predicted as outlier record and is mapped to the 3rd outlier cell of the -HVT Map B. Similarly, the 550th and 1253rd test record is correctly -predicted as the outlier record and gets mapped to the 1st and 2nd cell -of the HVT Map B respectively.

    • -
    -
    - - - - - - - - - - - - From 6792bc8e6515cad0574e4b57bd49091abbd80095 Mon Sep 17 00:00:00 2001 From: "ponanureka.s" Date: Fri, 13 Oct 2023 18:23:09 +0530 Subject: [PATCH 8/9] Repalced vignettes --- ...ells_with_Layers_using_predictLayerHVT.html | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html b/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html index 962bf08..4c96194 100644 --- a/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html +++ b/vignettes/Predicting_Cells_with_Layers_using_predictLayerHVT.html @@ -18454,7 +18454,7 @@

    3.0.2 It centroid.size = 0.01, maxDepth = 1)

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