From 359643d1c604713ea403d7c44280da217322ab74 Mon Sep 17 00:00:00 2001 From: Aituar Bektanov Date: Mon, 10 Nov 2025 13:55:13 +0200 Subject: [PATCH] Add Joint-RPCA Quarto example outputs (HTML) --- Bektanov2025/ibdmdb_2omic_jointrpca.html | 801 ++++++++ .../figure-html/setup-1.png | Bin 0 -> 37044 bytes .../figure-html/setup-2.png | Bin 0 -> 35731 bytes .../libs/bootstrap/bootstrap-icons.css | 1704 +++++++++++++++++ .../libs/bootstrap/bootstrap-icons.woff | Bin 0 -> 137124 bytes .../libs/bootstrap/bootstrap.min.css | 10 + .../libs/bootstrap/bootstrap.min.js | 7 + .../libs/clipboard/clipboard.min.js | 7 + .../libs/quarto-html/anchor.min.js | 9 + .../libs/quarto-html/popper.min.js | 6 + .../quarto-syntax-highlighting.css | 171 ++ .../libs/quarto-html/quarto.js | 760 ++++++++ .../libs/quarto-html/tippy.css | 1 + .../libs/quarto-html/tippy.umd.min.js | 2 + Bektanov2025/ibdmdb_3omic_jointrpca.html | 901 +++++++++ .../figure-html/setup-1.png | Bin 0 -> 18397 bytes .../figure-html/setup-2.png 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+ +
+ +
+
+

IBDMDB — 2-Omic Joint-RPCA (MGX + MTX)

+
+ + + +
+ + + +
+ + +
+ +
+
options(warn = -1)
+# Load user-defined functions
+source("../R/dependencies.R")
+source("../R/jointRPCA.R")
+source("../R/jointRPCAuniversal.R")
+source("../R/jointOptspaceHelper.R")
+source("../R/jointOptspaceSolve.R")
+source("../R/optspaceHelper.R")
+source("../R/transformHelper.R")
+source("../R/transform.R")
+source("../R/maskValueOnly.R")
+source("../R/rpcaTableProcessing.R")
+source("../R/jointRPCAutils.R")
+library(dplyr, warn.conflicts = FALSE)
+
+#paths
+f_mgx <- "data_ibdmdb_raw/taxonomic_profiles_mgx.tsv"     #metagenomics
+f_mtx <- "data_ibdmdb_raw/ecs_relab.tsv"                  #metatranscriptomics
+f_meta <- "data_ibdmdb_raw/hmp2_metadata_2018-08-20.csv"  #HMP2/IBDMDB master metadata
+
+# Helper functions
+
+#read an IBDMDB-style TSV with commented header line(s) beginning with "#"
+read_ibdmdb_tsv <- function(path) {
+  stopifnot(file.exists(path))
+  first <- readLines(path, n = 200L, warn = FALSE)
+  comment_idx <- which(grepl("^#", first))
+  if (length(comment_idx) == 0L) stop("No commented header line found in: ", path)
+
+  header_line <- first[max(comment_idx)]
+  header_line <- sub("^#\\s*", "", header_line)
+  header_line <- sub("^\ufeff", "", header_line)               
+  header_vec  <- strsplit(header_line, "\t", fixed = TRUE)[[1]]
+  header_vec  <- gsub('^"|"$', "", header_vec)                 
+
+  dt <- fread(path, skip = length(comment_idx), header = FALSE, sep = "\t", quote = "")
+  if (ncol(dt) != length(header_vec)) {
+    stop(sprintf("Header columns (%d) != data columns (%d) in %s",
+                 length(header_vec), ncol(dt), path))
+  }
+  setnames(dt, header_vec)
+  dt
+}
+
+#convert data.table (first column = feature IDs) => numeric matrix (features x samples)
+to_matrix <- function(dt) {
+  rn <- dt[[1]]
+  mat <- as.matrix(dt[, -1, with = FALSE])
+  rownames(mat) <- rn
+  storage.mode(mat) <- "numeric"
+  mat[is.na(mat)] <- 0
+  mat
+}
+
+#make rownames unique and ensure numeric / finite entries
+dedup_rownames <- function(mat) {
+  stopifnot(!is.null(rownames(mat)))
+  rn <- rownames(mat)
+  rn[rn == "" | is.na(rn)] <- paste0("feat_", seq_len(sum(rn == "" | is.na(rn))))
+  rownames(mat) <- make.unique(as.character(rn), sep = "_")
+  mat
+}
+
+sanitize_matrix <- function(mat) {
+  mat <- as.matrix(mat)
+  storage.mode(mat) <- "numeric"
+  mat[!is.finite(mat)] <- 0
+  mat
+}
+
+
+#try to get an IBD vs non-IBD grouping from metadata
+make_group_from_meta <- function(meta_df, sample_ids) {
+  #always return a frame with sample_id and Group
+  out <- data.frame(sample_id = sample_ids, Group = NA_character_, 
+                    stringsAsFactors = FALSE)
+
+  if (is.null(meta_df) || !nrow(meta_df)) return(out)
+
+  #make sure we have a plain data.frame with original names preserved
+  meta_df <- as.data.frame(meta_df, stringsAsFactors = FALSE)
+  #standardize names (lowercase + trim) for matching
+  names(meta_df) <- tolower(trimws(names(meta_df)))
+
+  #candidate ID columns (lowercase)
+  id_candidates <- tolower(trimws(c(
+    "external id","external.id","external_id",
+    "sample id","sample.id","sample_id",
+    "mgx.sampleid","mtx.sampleid",
+    "stool sample id:  tube a  (etoh)","sample id: tube b (no preservative)",
+    "stool_id","wr id","wr_id","wrid"
+  )))
+  id_col <- intersect(id_candidates, names(meta_df))
+  if (!length(id_col)) return(out)
+
+  #pick the first ID column that overlaps enough with our sample IDs
+  chosen_id <- NULL
+  for (cand in id_col) {
+    x <- as.character(meta_df[[cand]])
+    hits <- sum(!is.na(x) & x %in% sample_ids)
+    if (hits >= max(10L, floor(length(sample_ids) * 0.05))) { chosen_id <- cand; break }
+  }
+  if (is.null(chosen_id)) return(out)
+
+  md <- meta_df[, c(chosen_id, setdiff(names(meta_df), chosen_id)), drop = FALSE]
+  names(md)[1] <- "sample_id"
+
+  #candidate diagnosis columns
+  diag_candidates <- tolower(trimws(c(
+    "diagnosis", "dx", "disease_status", "disease.status",
+    "ibd_status", "ibd.status", "ibd_subtype", "diagnosis_subtype"
+  )))
+  dcols <- intersect(diag_candidates, names(md))
+  if (!length(dcols)) return(out)
+
+  #try columns until one produces enough labels
+  for (col in dcols) {
+    x <- as.character(md[[col]])
+    if (!length(x) || length(x) != nrow(md)) next
+
+    grp <- rep(NA_character_, nrow(md))
+    is_ibd  <- grepl("\\b(uc|cd|ibd)\\b", x, ignore.case = TRUE)
+    is_non  <- grepl("^\\s*non", x, ignore.case = TRUE)
+    grp[is_ibd] <- "IBD"
+    grp[is_non & !is_ibd] <- "non-IBD"
+
+    n_lab <- sum(!is.na(grp))
+    n_cls <- length(unique(na.omit(grp)))
+    if (n_lab >= max(10L, floor(length(sample_ids) * 0.05)) && n_cls >= 2) {
+      md$Group <- grp
+      joined <- dplyr::left_join(
+        out,
+        md[, c("sample_id", "Group")],
+        by = "sample_id"
+      )
+      joined$Group <- factor(joined$Group, levels = c("IBD", "non-IBD"))
+      return(joined)
+    }
+  }
+
+  #if nothing usable, just return NAs
+  out
+}
+
+#evaluate V1..V3 scores with Wilcoxon, PERMANOVA, weighted RF AUROC
+eval_scores <- function(scores_df) {
+  out <- list()
+  if (!("Group" %in% names(scores_df))) return(out)
+
+  #Wilcoxon PC1/PC2
+  res_w1 <- try(wilcox.test(scores_df$V1 ~ scores_df$Group, exact = FALSE), silent = TRUE)
+  res_w2 <- try(wilcox.test(scores_df$V2 ~ scores_df$Group, exact = FALSE), silent = TRUE)
+  out$wilcox_PC1_p <- if (!inherits(res_w1, "try-error")) res_w1$p.value else NA_real_
+  out$wilcox_PC2_p <- if (!inherits(res_w2, "try-error")) res_w2$p.value else NA_real_
+
+  #PERMANOVA on V1..V3
+  if (all(c("V1", "V2", "V3") %in% names(scores_df))) {
+    perm_df <- na.omit(scores_df[, c("Group", "V1", "V2", "V3")])
+    if (is.factor(perm_df$Group) && nlevels(perm_df$Group) >= 2 && all(table(perm_df$Group) >= 5)) {
+      perm <- vegan::adonis2(perm_df[, c("V1","V2","V3")] ~ Group, data = perm_df, method = "euclidean")
+      out$permanova_R2 <- perm$R2[1]; out$permanova_F <- perm$F[1]; out$permanova_p <- perm$`Pr(>F)`[1]
+    }
+  }
+
+  # Weighted RF AUROC
+  if (all(c("V1", "V2", "V3") %in% names(scores_df))) {
+    rf_df <- na.omit(scores_df[, c("Group", "V1", "V2", "V3")])
+    if (is.factor(rf_df$Group) && nlevels(rf_df$Group) >= 2) {
+      cls_tab <- table(rf_df$Group); wts <- as.numeric(1/cls_tab); names(wts) <- names(cls_tab)
+      set.seed(42)
+      rf_prob <- ranger(Group ~ ., data = rf_df, num.trees = 1000,
+                        probability = TRUE, class.weights = wts, oob.error = TRUE)
+      if ("IBD" %in% colnames(rf_prob$predictions)) {
+        p_ibd <- rf_prob$predictions[, "IBD"]
+        roc_obj <- pROC::roc(rf_df$Group, p_ibd, levels = c("non-IBD", "IBD"))
+        out$AUROC <- as.numeric(pROC::auc(roc_obj))
+      }
+    }
+  }
+
+  out
+}
+
+# Load MGX / MTX / VRX and build matrices
+
+dt_mgx <- read_ibdmdb_tsv(f_mgx)
+dt_mtx <- read_ibdmdb_tsv(f_mtx)
+
+cat("\nDims (rows, cols):\n")
+
+

+Dims (rows, cols):
+
+
cat("MGX:", dim(dt_mgx), "\n")
+
+
MGX: 1479 1639
+
+
cat("MTX:", dim(dt_mtx), "\n")
+
+
MTX: 70711 736
+
+
mat_mgx <- to_matrix(dt_mgx)
+mat_mtx <- to_matrix(dt_mtx)
+
+#harmonize samples
+shared_2 <- intersect(colnames(mat_mgx), colnames(mat_mtx))
+shared_2 <- unique(shared_2)
+shared_2 <- shared_2[nchar(shared_2) > 0]
+cat("\nShared MGX–MTX samples:", length(shared_2), "\n")
+
+

+Shared MGX–MTX samples: 734
+
+
stopifnot(length(shared_2) >= 20) #sanity threshold
+
+shared_2 <- sort(shared_2)
+X_mgx <- mat_mgx[, shared_2, drop = FALSE]
+X_mtx <- mat_mtx[, shared_2, drop = FALSE]
+
+#guard against duplicate or empty sample IDs
+stopifnot(!any(is.na(shared_2)), all(nchar(shared_2) > 0))
+if (any(duplicated(shared_2))) {
+  message("[guard] Duplicated sample IDs detected; making them unique.")
+  new_ids <- make.unique(shared_2, sep = "_dup")
+  colnames(X_mgx) <- new_ids
+  colnames(X_mtx) <- new_ids
+  shared_2 <- new_ids
+}
+
+# Per-modality adaptive filtering
+
+n_samp <- length(shared_2)
+prev_mgx <- ceiling(0.05 * n_samp) #5% prevalence
+prev_mtx <- ceiling(0.02 * n_samp) #2% prevalence
+
+keep_mgx <- rowSums(X_mgx > 0) >= prev_mgx
+keep_mtx <- rowSums(X_mtx > 0) >= prev_mtx
+
+X_mgx <- X_mgx[keep_mgx, , drop = FALSE]
+X_mtx <- X_mtx[keep_mtx, , drop = FALSE]
+
+#drop samples that are all-zero in a given view 
+keep_samp_mgx <- colSums(X_mgx) > 0
+keep_samp_mtx <- colSums(X_mtx) > 0
+if (!all(keep_samp_mgx)) message(sprintf("[MGX] dropping %d all-zero samples", sum(!keep_samp_mgx)))
+if (!all(keep_samp_mtx)) message(sprintf("[MTX] dropping %d all-zero samples", sum(!keep_samp_mtx)))
+X_mgx <- X_mgx[, keep_samp_mgx, drop = FALSE]
+X_mtx <- X_mtx[, keep_samp_mtx, drop = FALSE]
+
+#recompute shared samples after filtering & pruning
+shared_final <- intersect(colnames(X_mgx), colnames(X_mtx))
+shared_final <- sort(unique(shared_final))
+stopifnot(length(shared_final) >= 20)  
+
+#subset both views to the same (final) sample set and identical order
+X_mgx <- X_mgx[, shared_final, drop = FALSE]
+X_mtx <- X_mtx[, shared_final, drop = FALSE]
+
+#final sanity on dimensions
+if (nrow(X_mgx) == 0L || nrow(X_mtx) == 0L)
+  stop("After filtering, one view has zero features: MGX rows=", nrow(X_mgx), ", MTX rows=", nrow(X_mtx))
+if (ncol(X_mgx) == 0L || ncol(X_mtx) == 0L)
+  stop("After filtering, there are zero shared samples.")
+
+# Cap MTX by variance for speed
+
+max_mtx_features <- 10000
+if (nrow(X_mtx) > max_mtx_features) {
+mtx_var <- matrixStats::rowVars(X_mtx)
+ord <- order(mtx_var, decreasing = TRUE)
+X_mtx <- X_mtx[ord[seq_len(max_mtx_features)], , drop = FALSE]
+message(sprintf("[MTX] Kept top %d features by variance.", max_mtx_features))
+}
+
+# Clean rownames / numeric
+
+X_mgx <- sanitize_matrix(dedup_rownames(X_mgx))
+X_mtx <- sanitize_matrix(dedup_rownames(X_mtx))
+
+cat("\nRemaining features after filtering:\n",
+"MGX:", nrow(X_mgx), "\n",
+"MTX:", nrow(X_mtx), "\n")
+
+

+Remaining features after filtering:
+ MGX: 459 
+ MTX: 10000
+
+
cat("Final dims — MGX:", nrow(X_mgx), "x", ncol(X_mgx),
+    "| MTX:", nrow(X_mtx), "x", ncol(X_mtx), "\n")
+
+
Final dims — MGX: 459 x 732 | MTX: 10000 x 732
+
+
stopifnot(identical(colnames(X_mgx), colnames(X_mtx)))
+
+# Build MAE from the final sample set and run Joint-RPCA
+
+#colData must match the final column set exactly
+cd <- S4Vectors::DataFrame(row.names = colnames(X_mgx))   
+
+#SummarizedExperiments (rows = features, cols = samples)
+se_mgx <- SummarizedExperiment::SummarizedExperiment(
+  assays  = list(counts = X_mgx),
+  colData = cd
+)
+se_mtx <- SummarizedExperiment::SummarizedExperiment(
+  assays  = list(counts = X_mtx),
+  colData = cd
+)
+
+#MultiAssayExperiment 
+mae_2 <- MultiAssayExperiment::MultiAssayExperiment(
+  experiments = list(MGX = se_mgx, MTX = se_mtx)
+)
+mae_2 <- MultiAssayExperiment::intersectColumns(mae_2)
+
+#choose a safe rank k
+per_view_min_dim <- sapply(list(X_mgx, X_mtx), function(m) min(nrow(m), ncol(m)))
+k_max <- max(1L, min(per_view_min_dim))
+k <- min(3L, k_max)
+message(sprintf("[2-omic] per-view min dims = %s; using k = %d",
+                paste(per_view_min_dim, collapse = ", "), k))
+
+set.seed(42)
+fit2 <- jointRPCAuniversal(
+  data = mae_2,
+  n.components = k,
+  max.iterations = 500,
+  rclr.transform.tables = TRUE,
+  min.sample.count = 1,
+  min.feature.count = 0,
+  min.feature.frequency = 0
+)
+
+#inspect structure so we don’t assume a specific layout for features
+str(fit2$ord.res, max.level = 2)
+
+
List of 7
+ $ method              : chr "rpca"
+ $ eigvals             : Named num [1:3] 550 489 461
+  ..- attr(*, "names")= chr [1:3] "PC1" "PC2" "PC3"
+ $ samples             : num [1:732, 1:3] -0.0397 0.0229 -0.0268 -0.0323 -0.0122 ...
+  ..- attr(*, "dimnames")=List of 2
+ $ features            : num [1:10459, 1:3] -0.000878 -0.000878 -0.000878 -0.000878 -0.000878 ...
+  ..- attr(*, "dimnames")=List of 2
+ $ proportion.explained: Named num [1:3] 0.401 0.317 0.282
+  ..- attr(*, "names")= chr [1:3] "PC1" "PC2" "PC3"
+ $ dist                : NULL
+ $ metadata            : list()
+ - attr(*, "class")= chr "OrdinationResults"
+
+
#extract sample scores (U)
+U <- as.data.frame(fit2$ord.res$samples)
+colnames(U) <- paste0("V", seq_len(ncol(U)))
+U$sample_id <- rownames(U)
+
+#extract per-modality loadings robustly
+#some builds store ord.res$features as a list per assay; others as a single object
+get_view <- function(obj, keys) {
+  if (is.null(obj)) return(NULL)
+  if (is.list(obj)) {
+    for (k in keys) if (!is.null(obj[[k]])) return(as.data.frame(obj[[k]]))
+    return(NULL)
+  }
+  #fallback: if it's a matrix/data.frame but not split by view, skip splitting
+  if (is.matrix(obj) || is.data.frame(obj)) return(as.data.frame(obj))
+  return(NULL)
+}
+
+V_mgx <- get_view(fit2$ord.res$features, c("MGX","view_MGX", "view_mgx"))
+V_mtx <- get_view(fit2$ord.res$features, c("MTX","view_MTX", "view_mtx"))
+
+#plot ordination (PC1 vs PC2, unlabeled for now)
+print(
+  ggplot(U, aes(V1, V2)) +
+    geom_point(alpha = 0.8) +
+    labs(title = sprintf("Joint-RPCA (MGX + MTX), k = %d — PC1 vs PC2", k),
+         x = "PC1", y = "PC2") +
+    theme_minimal()
+)
+
+

+
+
make_groups_autodetect <- function(meta_df, sample_ids, min_frac = 0.01, min_abs = 10L) {
+  #always return a data.frame(sample_id, Group)
+  out <- data.frame(sample_id = sample_ids, Group = factor(NA, levels = c("IBD", "non-IBD")),
+                    stringsAsFactors = FALSE)
+  if (is.null(meta_df) || !nrow(meta_df)) return(out)
+
+  md <- as.data.frame(meta_df, stringsAsFactors = FALSE)
+  names(md) <- tolower(trimws(names(md)))
+
+  sid <- tolower(trimws(as.character(sample_ids)))
+  thresh <- max(min_abs, floor(length(sid) * min_frac))
+
+  #overlap of every column with our sample IDs
+  overlaps <- sapply(md, function(col) {
+    x <- tolower(trimws(as.character(col)))
+    sum(!is.na(x) & x %in% sid)
+  })
+
+  #choose the best column, but only if it clears the threshold
+  max_ov <- suppressWarnings(max(overlaps, na.rm = TRUE))
+  if (!is.finite(max_ov) || max_ov < thresh) {
+    message(sprintf("[meta] No metadata column matches sample IDs (max overlap = %s < %d). Group left NA.",
+                    as.character(max_ov), thresh))
+    return(out)
+  }
+  best <- names(overlaps)[which.max(overlaps)]
+  message(sprintf("[meta] Chosen sample-id column: '%s' (matches = %d)", best, overlaps[[best]]))
+
+  if (!"diagnosis" %in% names(md)) {
+    message("[meta] 'diagnosis' not found; Group left NA.")
+    return(out)
+  }
+
+  #build IBD / non-IBD from diagnosis
+  dx  <- tolower(trimws(as.character(md$diagnosis)))
+  grp <- ifelse(grepl("\\b(uc|cd|ibd)\\b", dx), "IBD",
+         ifelse(grepl("^\\s*non", dx), "non-IBD", NA_character_))
+
+  md$sample_id <- tolower(trimws(as.character(md[[best]])))
+  md$Group <- factor(grp, levels = c("IBD", "non-IBD"))
+
+  join_tbl <- unique(md[, c("sample_id", "Group")])
+  out <- dplyr::left_join(
+    data.frame(sample_id = sid, stringsAsFactors = FALSE),
+    join_tbl,
+    by = "sample_id"
+  )
+  out$sample_id <- sample_ids  #restore original casing
+  out
+}
+
+meta_df <- if (file.exists(f_meta)) data.frame(data.table::fread(f_meta)) else NULL
+grp_df  <- make_groups_autodetect(meta_df, U$sample_id)
+print(sort(table(grp_df$Group, useNA = "ifany")))
+
+

+non-IBD     IBD 
+    187     545
+
+
U2 <- dplyr::left_join(U, grp_df, by = "sample_id")
+
+#color the ordination by IBD status
+ggplot(U2, aes(V1, V2, color = Group)) +
+  geom_point(alpha = 0.8, size = 1.2) +
+  labs(title = sprintf("Joint-RPCA (k=%d): PC1 vs PC2 by Group", k)) +
+  theme_minimal()
+
+

+
+
#basic stats: Wilcoxon on PC1/PC2, PERMANOVA on PC1–PC3, RF AUROC
+stats <- eval_scores(U2)
+print(stats)
+
+
$wilcox_PC1_p
+[1] 0.03047366
+
+$wilcox_PC2_p
+[1] 2.168776e-09
+
+$permanova_R2
+[1] 0.01724885
+
+$permanova_F
+[1] 12.81267
+
+$permanova_p
+[1] 0.001
+
+$AUROC
+[1] 0.7418535
+
+
#see how many samples couldn’t be labeled
+sum(is.na(U2$Group))
+
+
[1] 0
+
+
#quick top-loading features (only if per-view loadings were available)
+top_k <- 15
+if (!is.null(V_mgx) && ncol(V_mgx) >= 1) {
+  ord <- order(V_mgx[,1], decreasing = TRUE)
+  cat("\nTop MGX features on PC1:\n")
+  print(data.frame(
+    feature = rownames(V_mgx)[ord][seq_len(min(top_k, length(ord)))],
+    loading = V_mgx[ord, 1][seq_len(min(top_k, length(ord)))]
+  ))
+}
+
+

+Top MGX features on PC1:
+                                                                                                                  feature
+1                                                      2.7.1.69: Protein-N(pi)-phosphohistidine--sugar phosphotransferase
+2  2.7.1.69: Protein-N(pi)-phosphohistidine--sugar phosphotransferase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+3                                2.7.7.6: DNA-directed RNA polymerase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+4                       3.6.3.14: H(+)-transporting two-sector ATPase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+5                                                                              4.2.1.55: 3-hydroxybutyryl-CoA dehydratase
+6                          4.2.1.55: 3-hydroxybutyryl-CoA dehydratase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+7                   2.7.7.27: Glucose-1-phosphate adenylyltransferase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+8                                1.3.99.2: Transferred entry: 1.3.8.1|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+9    2.7.1.90: Diphosphate--fructose-6-phosphate 1-phosphotransferase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+10                                                                                   1.3.99.2: Transferred entry: 1.3.8.1
+11                5.3.1.17: 5-dehydro-4-deoxy-D-glucuronate isomerase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+12                                                                              1.1.1.35: 3-hydroxyacyl-CoA dehydrogenase
+13                                                                                2.3.1.9: Acetyl-CoA C-acetyltransferase
+14                          1.1.1.35: 3-hydroxyacyl-CoA dehydrogenase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+15                      1.1.1.157: 3-hydroxybutyryl-CoA dehydrogenase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+      loading
+1  0.06607556
+2  0.06158873
+3  0.06150761
+4  0.06008987
+5  0.05708062
+6  0.05622509
+7  0.05539683
+8  0.05405219
+9  0.05397505
+10 0.05396237
+11 0.05355906
+12 0.05308296
+13 0.05289232
+14 0.05265166
+15 0.05265166
+
+
if (!is.null(V_mtx) && ncol(V_mtx) >= 1) {
+  ord <- order(V_mtx[,1], decreasing = TRUE)
+  cat("\nTop MTX features on PC1:\n")
+  print(data.frame(
+    feature = rownames(V_mtx)[ord][seq_len(min(top_k, length(ord)))],
+    loading = V_mtx[ord, 1][seq_len(min(top_k, length(ord)))]
+  ))
+}
+
+

+Top MTX features on PC1:
+                                                                                                                  feature
+1                                                      2.7.1.69: Protein-N(pi)-phosphohistidine--sugar phosphotransferase
+2  2.7.1.69: Protein-N(pi)-phosphohistidine--sugar phosphotransferase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+3                                2.7.7.6: DNA-directed RNA polymerase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+4                       3.6.3.14: H(+)-transporting two-sector ATPase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+5                                                                              4.2.1.55: 3-hydroxybutyryl-CoA dehydratase
+6                          4.2.1.55: 3-hydroxybutyryl-CoA dehydratase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+7                   2.7.7.27: Glucose-1-phosphate adenylyltransferase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+8                                1.3.99.2: Transferred entry: 1.3.8.1|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+9    2.7.1.90: Diphosphate--fructose-6-phosphate 1-phosphotransferase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+10                                                                                   1.3.99.2: Transferred entry: 1.3.8.1
+11                5.3.1.17: 5-dehydro-4-deoxy-D-glucuronate isomerase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+12                                                                              1.1.1.35: 3-hydroxyacyl-CoA dehydrogenase
+13                                                                                2.3.1.9: Acetyl-CoA C-acetyltransferase
+14                          1.1.1.35: 3-hydroxyacyl-CoA dehydrogenase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+15                      1.1.1.157: 3-hydroxybutyryl-CoA dehydrogenase|g__Faecalibacterium.s__Faecalibacterium_prausnitzii
+      loading
+1  0.06607556
+2  0.06158873
+3  0.06150761
+4  0.06008987
+5  0.05708062
+6  0.05622509
+7  0.05539683
+8  0.05405219
+9  0.05397505
+10 0.05396237
+11 0.05355906
+12 0.05308296
+13 0.05289232
+14 0.05265166
+15 0.05265166
+
+
+ +
+ + +
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Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;ij.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(t){if(void 0===Fe)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let e=this._element;"parent"===this._config.reference?e=t:o(this._config.reference)?e=r(this._config.reference):"object"==typeof this._config.reference&&(e=this._config.reference);const i=this._getPopperConfig(),n=i.modifiers.find((t=>"applyStyles"===t.name&&!1===t.enabled));this._popper=qe(e,this._menu,i),n&&U.setDataAttribute(this._menu,"popper","static")}_isShown(t=this._element){return t.classList.contains(Je)}_getMenuElement(){return V.next(this._element,ei)[0]}_getPlacement(){const t=this._element.parentNode;if(t.classList.contains("dropend"))return ri;if(t.classList.contains("dropstart"))return ai;const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ni:ii:e?oi:si}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;ie+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'',trigger:"hover 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new file mode 100644 index 0000000..36cb328 --- /dev/null +++ b/Bektanov2025/ibdmdb_2omic_jointrpca_files/libs/quarto-html/quarto-syntax-highlighting.css @@ -0,0 +1,171 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; +} + +code span.at { + color: #657422; +} + +code span.ss { + color: #20794D; +} + +code span.an { + color: #5E5E5E; +} + +code span.fu { + color: #4758AB; +} + +code span.st { + color: #20794D; +} + +code span.cf { + color: #003B4F; +} + +code span.op { + color: #5E5E5E; +} + +code span.er { + color: #AD0000; +} + +code span.bn { + color: #AD0000; +} + +code span.al { + color: #AD0000; +} + +code span.va { + color: #111111; +} + +code span.pp { + color: #AD0000; +} + +code span.in { + color: #5E5E5E; +} + +code span.vs { + color: #20794D; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; +} + +code span.ch { + color: #20794D; +} + +code span.dt { + color: #AD0000; +} + +code span.fl { + color: #AD0000; +} + +code span.co { + color: #5E5E5E; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; +} + +code span.sc { + color: #5E5E5E; +} + +code span.dv { + color: #AD0000; +} + +code span.kw { + color: #003B4F; +} + +.prevent-inlining { + content: " { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id=${anchor}]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + sectionIndex = 0; + } else { + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + } + + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append(titleEl.innerText, toggleIcon); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + const elRect = el.getBoundingClientRect(); + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + positionToggle(); + }, 50) + ); + positionToggle(); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > * " + ); + let lastBottom = 0; + for (const marginChild of marginChildren) { + const top = marginChild.getBoundingClientRect().top; + if (top < lastBottom) { + const margin = lastBottom - top; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const top = + el.getBoundingClientRect().top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightSideConflictEls)); + sidebarScrollVisiblity(toRegions(leftSideConflictEls)); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility(toRegions(leftSideConflictEls)); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (depth === 1 || hasActiveChild || prevSiblingIsActiveLink(el)) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + + if (tocEl) { + walk(tocEl, 0); + updateActiveLink(); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} diff --git a/Bektanov2025/ibdmdb_2omic_jointrpca_files/libs/quarto-html/tippy.css b/Bektanov2025/ibdmdb_2omic_jointrpca_files/libs/quarto-html/tippy.css new file mode 100644 index 0000000..e6ae635 --- /dev/null +++ b/Bektanov2025/ibdmdb_2omic_jointrpca_files/libs/quarto-html/tippy.css @@ -0,0 +1 @@ +.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center bottom}.tippy-box[data-placement^=left]>.tippy-arrow{right:0}.tippy-box[data-placement^=left]>.tippy-arrow:before{border-width:8px 0 8px 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b/Bektanov2025/ibdmdb_3omic_jointrpca.html new file mode 100644 index 0000000..eb7776f --- /dev/null +++ b/Bektanov2025/ibdmdb_3omic_jointrpca.html @@ -0,0 +1,901 @@ + + + + + + + + + +IBDMDB — 3-Omic Joint-RPCA (MGX + MTX + 16S) + + + + + + + + + + + + + + + + + + + +
+ +
+ +
+
+

IBDMDB — 3-Omic Joint-RPCA (MGX + MTX + 16S)

+
+ + + +
+ + + +
+ + +
+ +
+
options(warn = -1)
+
+#load user-defined functions & packages
+source("../R/dependencies.R")
+source("../R/jointRPCA.R")
+source("../R/jointRPCAuniversal.R")
+source("../R/jointOptspaceHelper.R")
+source("../R/jointOptspaceSolve.R")
+source("../R/optspaceHelper.R")
+source("../R/transformHelper.R")
+source("../R/transform.R")
+source("../R/maskValueOnly.R")
+source("../R/rpcaTableProcessing.R")
+source("../R/jointRPCAutils.R")
+
+#paths
+f_16s  <- "data_ibdmdb_raw/taxonomic_profiles_16s_new.tsv"
+f_mgx  <- "data_ibdmdb_raw/taxonomic_profiles_mgx_new.tsv"
+f_mtx  <- "data_ibdmdb_raw/taxonomic_profiles_mtx_new.tsv"
+f_meta <- "data_ibdmdb_raw/hmp2_metadata_2018-08-20.csv"  
+
+#helpers
+read_ibdmdb_tsv <- function(path) {
+  stopifnot(file.exists(path))
+  first <- readLines(path, n = 200L, warn = FALSE)
+  comment_idx <- which(grepl("^#", first))
+  if (length(comment_idx) == 0L) stop("No commented header line found in: ", path)
+  header_line <- first[max(comment_idx)]
+  header_line <- sub("^#\\s*", "", header_line)
+  header_line <- sub("^\ufeff", "", header_line)
+  header_vec  <- strsplit(header_line, "\t", fixed = TRUE)[[1]]
+  header_vec  <- gsub('^"|"$', "", header_vec)
+
+  dt <- data.table::fread(path, skip = length(comment_idx), header = FALSE, sep = "\t", quote = "")
+  if (ncol(dt) != length(header_vec)) {
+    stop(sprintf("Header columns (%d) != data columns (%d) in %s",
+                 length(header_vec), ncol(dt), path))
+  }
+  data.table::setnames(dt, header_vec)
+  dt
+}
+
+to_matrix <- function(dt) {
+  rn <- dt[[1]]
+  mat <- as.matrix(dt[, -1, with = FALSE])
+  rownames(mat) <- rn
+  storage.mode(mat) <- "numeric"
+  mat[is.na(mat)] <- 0
+  mat
+}
+
+dedup_rownames <- function(mat) {
+  stopifnot(!is.null(rownames(mat)))
+  rn <- rownames(mat)
+  rn[rn == "" | is.na(rn)] <- paste0("feat_", seq_len(sum(rn == "" | is.na(rn))))
+  rownames(mat) <- make.unique(as.character(rn), sep = "_")
+  mat
+}
+
+sanitize_matrix <- function(mat) {
+  mat <- as.matrix(mat)
+  storage.mode(mat) <- "numeric"
+  mat[!is.finite(mat)] <- 0
+  mat
+}
+
+`%||%` <- function(a, b) if (is.null(a)) b else a
+
+#try to build IBD/non-IBD labels from metadata
+make_groups_autodetect <- function(meta_df, sample_ids, min_frac = 0.01, min_abs = 10L) {
+  out <- data.frame(sample_id = sample_ids, Group = factor(NA, levels = c("IBD", "non-IBD")))
+  if (is.null(meta_df) || !nrow(meta_df)) return(out)
+
+  md <- as.data.frame(meta_df, stringsAsFactors = FALSE)
+  names(md) <- tolower(trimws(names(md)))
+  sid <- tolower(trimws(as.character(sample_ids)))
+
+  #choose the metadata column with the most overlap to our sample IDs
+  overlaps <- sapply(md, function(col) {
+    x <- tolower(trimws(as.character(col)))
+    sum(!is.na(x) & x %in% sid)
+  })
+  thresh <- max(min_abs, floor(length(sid) * min_frac))
+  max_ov <- suppressWarnings(max(overlaps, na.rm = TRUE))
+  if (!is.finite(max_ov) || max_ov < thresh) return(out)
+  best <- names(overlaps)[which.max(overlaps)]
+
+  if (!"diagnosis" %in% names(md)) return(out)
+  dx  <- tolower(trimws(as.character(md$diagnosis)))
+  grp <- ifelse(grepl("\\b(uc|cd|ibd)\\b", dx), "IBD",
+         ifelse(grepl("^\\s*non", dx), "non-IBD", NA_character_))
+
+  md$sample_id <- tolower(trimws(as.character(md[[best]])))
+  md$Group <- factor(grp, levels = c("IBD", "non-IBD"))
+  join_tbl <- unique(md[, c("sample_id", "Group")])
+
+  j <- dplyr::left_join(data.frame(sample_id = sid), join_tbl, by = "sample_id")
+  j$sample_id <- sample_ids
+  j
+}
+
+#evaluate U-scores with Wilcoxon / PERMANOVA / RF-AUROC
+eval_scores <- function(scores_df) {
+  out <- list()
+  if (!("Group" %in% names(scores_df))) return(out)
+
+  comp_cols <- grep("^V\\d+$", names(scores_df), value = TRUE)
+  if (!length(comp_cols)) return(out)
+  use_cols <- comp_cols[seq_len(min(3L, length(comp_cols)))]
+
+  if ("V1" %in% names(scores_df)) {
+    res_w1 <- try(wilcox.test(scores_df$V1 ~ scores_df$Group, exact = FALSE), silent = TRUE)
+    out$wilcox_PC1_p <- if (!inherits(res_w1, "try-error")) res_w1$p.value else NA_real_
+  }
+  if ("V2" %in% names(scores_df)) {
+    res_w2 <- try(wilcox.test(scores_df$V2 ~ scores_df$Group, exact = FALSE), silent = TRUE)
+    out$wilcox_PC2_p <- if (!inherits(res_w2, "try-error")) res_w2$p.value else NA_real_
+  }
+
+  if (length(use_cols) >= 2) {
+    perm_df <- na.omit(scores_df[, c("Group", use_cols), drop = FALSE])
+    if (nrow(perm_df) > 5 &&
+        is.factor(perm_df$Group) &&
+        nlevels(perm_df$Group) >= 2 &&
+        all(table(perm_df$Group) >= 3)) {
+      comp_mat <- as.matrix(perm_df[, use_cols, drop = FALSE])
+      colnames(comp_mat) <- use_cols
+      perm <- try(vegan::adonis2(comp_mat ~ Group, data = perm_df, method = "euclidean"), silent = TRUE)
+      if (!inherits(perm, "try-error")) {
+        out$permanova_R2 <- perm$R2[1]
+        out$permanova_F  <- perm$F[1]
+        out$permanova_p  <- perm$`Pr(>F)`[1]
+      }
+    }
+  }
+
+  rf_df <- na.omit(scores_df[, c("Group", use_cols), drop = FALSE])
+  if (nrow(rf_df) && is.factor(rf_df$Group) && nlevels(rf_df$Group) >= 2) {
+    cls_tab <- table(rf_df$Group)
+    wts <- as.numeric(1 / cls_tab); names(wts) <- names(cls_tab)
+    set.seed(42)
+    rf_prob <- ranger::ranger(Group ~ ., data = rf_df, num.trees = 400,
+                              probability = TRUE, class.weights = wts, oob.error = TRUE)
+    if ("IBD" %in% colnames(rf_prob$predictions)) {
+      p_ibd <- rf_prob$predictions[, "IBD"]
+      roc_obj <- pROC::roc(rf_df$Group, p_ibd, levels = c("non-IBD", "IBD"))
+      out$AUROC <- as.numeric(pROC::auc(roc_obj))
+    }
+  }
+  out
+}
+
+#helper: color by any metadata variable 
+color_by_meta <- function(meta_df, sample_ids, id_cols = c("external id","external.id","external_id",
+                                                           "sample id","sample.id","sample_id",
+                                                           "mgx.sampleid","mtx.sampleid",
+                                                           "stool sample id:  tube a  (etoh)",
+                                                           "sample id: tube b (no preservative)",
+                                                           "stool_id","wr id","wr_id","wrid"),
+                          value_col) {
+  if (is.null(meta_df) || !nrow(meta_df) || is.null(value_col) || !tolower(value_col) %in% tolower(names(meta_df))) {
+    return(data.frame(sample_id = sample_ids, Val = NA))
+  }
+  m0 <- meta_df
+  names(m0) <- tolower(trimws(names(m0)))
+  id_cols <- intersect(tolower(id_cols), names(m0))
+  if (!length(id_cols)) id_cols <- names(m0)
+
+  sid_norm <- tolower(trimws(sample_ids))
+  #choose the id col with max overlap
+  best <- id_cols[which.max(sapply(id_cols, function(c) {
+    sum(tolower(trimws(as.character(m0[[c]]))) %in% sid_norm)
+  }))]
+
+  df <- data.frame(
+    sample_id_norm = tolower(trimws(as.character(m0[[best]]))),
+    Val = m0[[tolower(value_col)]],
+    stringsAsFactors = FALSE
+  )
+  df <- unique(df[!is.na(df$sample_id_norm) & nzchar(df$sample_id_norm), ])
+
+  out <- dplyr::left_join(
+    data.frame(sample_id_norm = sid_norm, stringsAsFactors = FALSE),
+    df, by = "sample_id_norm"
+  )
+  out$sample_id <- sample_ids
+  out$sample_id_norm <- NULL
+  out
+}
+
+#load data
+dt_16s <- read_ibdmdb_tsv(f_16s)
+dt_mgx <- read_ibdmdb_tsv(f_mgx)
+dt_mtx <- read_ibdmdb_tsv(f_mtx)
+
+cat("Dims (rows, cols):\n")
+
+
Dims (rows, cols):
+
+
cat("16S:", dim(dt_16s), "\n")
+
+
16S: 503 59
+
+
cat("MGX:", dim(dt_mgx), "\n")
+
+
MGX: 963 317
+
+
cat("MTX:", dim(dt_mtx), "\n")
+
+
MTX: 566 94
+
+
M_16s <- to_matrix(dt_16s)
+M_mgx <- to_matrix(dt_mgx)
+M_mtx <- to_matrix(dt_mtx)
+
+#strict 3-way intersection of sample IDs
+samples_16s <- colnames(M_16s)
+samples_mgx <- colnames(M_mgx)
+samples_mtx <- colnames(M_mtx)
+
+shared_3 <- Reduce(intersect, list(samples_16s, samples_mgx, samples_mtx))
+shared_3 <- sort(unique(shared_3[nchar(shared_3) > 0]))
+cat("\nStrict 3-omic shared samples:", length(shared_3), "\n")
+
+

+Strict 3-omic shared samples: 16
+
+
stopifnot(length(shared_3) >= 10)  
+
+X_16s <- M_16s[, shared_3, drop = FALSE]
+X_mgx <- M_mgx[, shared_3, drop = FALSE]
+X_mtx <- M_mtx[, shared_3, drop = FALSE]
+
+#per-view filtering
+n_samp <- length(shared_3)
+prev_16s <- ceiling(0.05 * n_samp) #5% prevalence for 16S
+prev_mgx <- ceiling(0.05 * n_samp) #5% for MGX
+prev_mtx <- ceiling(0.02 * n_samp) #2% for MTX 
+
+keep_16s <- rowSums(X_16s > 0) >= prev_16s
+keep_mgx <- rowSums(X_mgx > 0) >= prev_mgx
+keep_mtx <- rowSums(X_mtx > 0) >= prev_mtx
+
+X_16s <- X_16s[keep_16s, , drop = FALSE]
+X_mgx <- X_mgx[keep_mgx, , drop = FALSE]
+X_mtx <- X_mtx[keep_mtx, , drop = FALSE]
+
+#drop any all-zero samples within a view
+keep_samp_16s <- colSums(X_16s) > 0
+keep_samp_mgx <- colSums(X_mgx) > 0
+keep_samp_mtx <- colSums(X_mtx) > 0
+
+if (!all(keep_samp_16s)) message(sprintf("[16S] dropping %d all-zero samples", sum(!keep_samp_16s)))
+if (!all(keep_samp_mgx)) message(sprintf("[MGX] dropping %d all-zero samples", sum(!keep_samp_mgx)))
+if (!all(keep_samp_mtx)) message(sprintf("[MTX] dropping %d all-zero samples", sum(!keep_samp_mtx)))
+
+X_16s <- X_16s[, keep_samp_16s, drop = FALSE]
+X_mgx <- X_mgx[, keep_samp_mgx, drop = FALSE]
+X_mtx <- X_mtx[, keep_samp_mtx, drop = FALSE]
+
+#recompute strict shared samples after pruning
+shared_final <- Reduce(intersect, list(colnames(X_16s), colnames(X_mgx), colnames(X_mtx)))
+shared_final <- sort(unique(shared_final))
+stopifnot(length(shared_final) >= 10)
+
+X_16s <- X_16s[, shared_final, drop = FALSE]
+X_mgx <- X_mgx[, shared_final, drop = FALSE]
+X_mtx <- X_mtx[, shared_final, drop = FALSE]
+
+#cap largest view by variance
+max_features <- 15000
+cap_by_var <- function(M, cap) {
+  if (nrow(M) <= cap) return(M)
+  ord <- order(matrixStats::rowVars(M), decreasing = TRUE)
+  M[ord[seq_len(cap)], , drop = FALSE]
+}
+X_mtx <- cap_by_var(X_mtx, max_features)
+
+#clean names / numerics
+X_16s <- sanitize_matrix(dedup_rownames(X_16s))
+X_mgx <- sanitize_matrix(dedup_rownames(X_mgx))
+X_mtx <- sanitize_matrix(dedup_rownames(X_mtx))
+
+cat("\nRemaining features after filtering:\n",
+    "16S:", nrow(X_16s), "\n",
+    "MGX:", nrow(X_mgx), "\n",
+    "MTX:", nrow(X_mtx), "\n")
+
+

+Remaining features after filtering:
+ 16S: 233 
+ MGX: 462 
+ MTX: 370
+
+
cat("Final dims — 16S:", nrow(X_16s), "x", ncol(X_16s),
+    "| MGX:", nrow(X_mgx), "x", ncol(X_mgx),
+    "| MTX:", nrow(X_mtx), "x", ncol(X_mtx), "\n")
+
+
Final dims — 16S: 233 x 16 | MGX: 462 x 16 | MTX: 370 x 16
+
+
stopifnot(identical(colnames(X_16s), colnames(X_mgx)))
+stopifnot(identical(colnames(X_mgx), colnames(X_mtx)))
+
+#build MAE (3 assays)
+cd <- S4Vectors::DataFrame(row.names = shared_final)
+
+attr(X_16s, "rn") <- rownames(X_16s)
+attr(X_mgx, "rn") <- rownames(X_mgx)
+attr(X_mtx, "rn") <- rownames(X_mtx)
+
+#create SEs
+se_MGX <- SummarizedExperiment::SummarizedExperiment(assays = list(counts = X_mgx), colData = cd)
+se_MTX <- SummarizedExperiment::SummarizedExperiment(assays = list(counts = X_mtx), colData = cd)
+se_S16 <- SummarizedExperiment::SummarizedExperiment(assays = list(counts = X_16s), colData = cd)
+
+#fixed order and syntactic key for 16S
+mae_3 <- MultiAssayExperiment::MultiAssayExperiment(
+  experiments = list(MGX = se_MGX, MTX = se_MTX, S16 = se_S16)
+)
+mae_3 <- MultiAssayExperiment::intersectColumns(mae_3)
+
+stopifnot(identical(rownames(SummarizedExperiment::assay(mae_3[["MGX"]], "counts")), attr(X_mgx, "rn")),
+          identical(rownames(SummarizedExperiment::assay(mae_3[["MTX"]], "counts")), attr(X_mtx, "rn")),
+          identical(rownames(SummarizedExperiment::assay(mae_3[["S16"]], "counts")), attr(X_16s, "rn")))
+
+#choose rank k safely
+per_view_min_dim <- sapply(list(X_16s, X_mgx, X_mtx), function(m) min(nrow(m), ncol(m)))
+k_max <- max(1L, min(per_view_min_dim))
+k <- min(3L, k_max)
+message(sprintf("[3-omic] per-view min dims = %s; using k = %d",
+                paste(per_view_min_dim, collapse = ", "), k))
+
+#run Joint-RPCA 
+set.seed(42)
+fit3 <- jointRPCAuniversal(
+  data = mae_3,
+  n.components = k,
+  max.iterations = 1000,
+  rclr.transform.tables = TRUE,
+  min.sample.count = 1,
+  min.feature.count = 0,
+  min.feature.frequency = 0
+)
+
+U <- as.data.frame(fit3$ord.res$samples)
+colnames(U) <- paste0("V", seq_len(ncol(U)))
+U$sample_id <- rownames(U)
+
+get_view <- function(obj, keys) {
+  if (is.null(obj)) return(NULL)
+  if (is.list(obj)) { for (k in keys) if (!is.null(obj[[k]])) return(as.data.frame(obj[[k]])); return(NULL) }
+  if (is.matrix(obj) || is.data.frame(obj)) return(as.data.frame(obj))
+  NULL
+}
+
+V_MGX <- get_view(fit3$ord.res$features, c("MGX", "view_MGX", "view_mgx"))
+V_MTX <- get_view(fit3$ord.res$features, c("MTX", "view_MTX", "view_mtx"))
+V_S16 <- get_view(fit3$ord.res$features, c("S16", "view_S16", "view_s16"))
+
+#basic ordination (unlabeled)
+print(
+  ggplot2::ggplot(U, ggplot2::aes(V1, V2)) +
+    ggplot2::geom_point(alpha = 0.85) +
+    ggplot2::labs(title = sprintf("Joint-RPCA (16S + MGX + MTX), k = %d — PC1 vs PC2", k),
+                  x = "PC1", y = "PC2") +
+    ggplot2::theme_minimal()
+)
+
+

+
+
#attach IBD/non-IBD from metadata 
+meta_df <- if (file.exists(f_meta)) data.frame(data.table::fread(f_meta)) else NULL
+grp_df  <- make_groups_autodetect(meta_df, U$sample_id)
+print(sort(table(grp_df$Group, useNA = "ifany")))
+
+

+non-IBD     IBD 
+      0      16
+
+
U2 <- dplyr::left_join(U, grp_df, by = "sample_id")
+tab <- table(U2$Group, useNA = "ifany")
+print(tab)
+
+

+    IBD non-IBD 
+     16       0
+
+
#top loadings per view (PC1)
+top_k <- 15
+show_top <- function(V, label) {
+  if (is.null(V) || !ncol(V)) return(invisible(NULL))
+  ord <- order(V[,1], decreasing = TRUE)
+  top_ix <- seq_len(min(top_k, length(ord)))
+  cat(sprintf("\nTop %s features on PC1:\n", label))
+  print(data.frame(
+    feature = rownames(V)[ord][top_ix],
+    loading = V[ord, 1][top_ix]
+  ))
+}
+show_top(V_S16, "S16")
+
+

+Top S16 features on PC1:
+                                                                                                                                    feature
+1                                          k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__Ruminococcaceae; g__; s__:307224
+2                   k__Bacteria; p__Proteobacteria; c__Betaproteobacteria; o__Burkholderiales; f__Alcaligenaceae; g__Sutterella; s__:359809
+3                                          k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__Lachnospiraceae; g__; s__:975306
+4                                                         k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__; g__; s__:988932
+5                                          k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__Lachnospiraceae; g__; s__:791522
+6                                          k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__Lachnospiraceae; g__; s__:368698
+7            k__Bacteria; p__Actinobacteria; c__Actinobacteria; o__Bifidobacteriales; f__Bifidobacteriaceae; g__Bifidobacterium; s__:553611
+8                                        k__Bacteria; p__Bacteroidetes; c__Bacteroidia; o__Bacteroidales; f__Rikenellaceae; g__; s__:953855
+9                                          k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__Ruminococcaceae; g__; s__:361811
+10                                         k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__Lachnospiraceae; g__; s__:299858
+11 k__Bacteria; p__Proteobacteria; c__Gammaproteobacteria; o__Pasteurellales; f__Pasteurellaceae; g__Haemophilus; s__parainfluenzae:1016422
+12                                         k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__Lachnospiraceae; g__; s__:564961
+13                                        k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__Lachnospiraceae; g__; s__:3857426
+14                                                        k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__; g__; s__:357471
+15                                         k__Bacteria; p__Firmicutes; c__Clostridia; o__Clostridiales; f__Ruminococcaceae; g__; s__:544859
+      loading
+1  0.08771768
+2  0.06930874
+3  0.06016404
+4  0.05532871
+5  0.05253113
+6  0.03388710
+7  0.03278774
+8  0.02921690
+9  0.02610257
+10 0.02557336
+11 0.02498921
+12 0.02459782
+13 0.02406610
+14 0.02406610
+15 0.02360540
+
+
show_top(V_MGX, "MGX")
+
+

+Top MGX features on PC1:
+                                                                                                                                                                      feature
+1                                                              k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales|f__Verrucomicrobiaceae|g__Akkermansia
+2                                                                                                    k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales
+3                                                                             k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales|f__Verrucomicrobiaceae
+4                  k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales|f__Verrucomicrobiaceae|g__Akkermansia|s__Akkermansia_muciniphila|t__GCF_000020225
+5                                                                                                                          k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae
+6                                                                                                                                              k__Bacteria|p__Verrucomicrobia
+7                                   k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales|f__Verrucomicrobiaceae|g__Akkermansia|s__Akkermansia_muciniphila
+8                                  k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_sp_4_3_47FAA|t__GCF_000158515
+9                                                   k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_sp_4_3_47FAA
+10 k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_thetaiotaomicron|t__Bacteroides_thetaiotaomicron_unclassified
+11                                              k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_thetaiotaomicron
+12                                                                                              k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae
+13                                                                                 k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes
+14                                             k__Bacteria|p__Firmicutes|c__Clostridia|o__Clostridiales|f__Ruminococcaceae|g__Subdoligranulum|s__Subdoligranulum_unclassified
+15                                                                             k__Bacteria|p__Firmicutes|c__Clostridia|o__Clostridiales|f__Ruminococcaceae|g__Subdoligranulum
+      loading
+1  0.08951155
+2  0.08951155
+3  0.08951155
+4  0.08951155
+5  0.08951155
+6  0.08951155
+7  0.08951155
+8  0.08943717
+9  0.08943717
+10 0.08802469
+11 0.08802469
+12 0.08479602
+13 0.08479602
+14 0.08305904
+15 0.08305904
+
+
show_top(V_MTX, "MTX")
+
+

+Top MTX features on PC1:
+                                                                                                                                                                      feature
+1                                                                                                                          k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae
+2                                                                                                    k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales
+3                                                                             k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales|f__Verrucomicrobiaceae
+4                  k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales|f__Verrucomicrobiaceae|g__Akkermansia|s__Akkermansia_muciniphila|t__GCF_000020225
+5                                                                                                                                              k__Bacteria|p__Verrucomicrobia
+6                                                              k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales|f__Verrucomicrobiaceae|g__Akkermansia
+7                                   k__Bacteria|p__Verrucomicrobia|c__Verrucomicrobiae|o__Verrucomicrobiales|f__Verrucomicrobiaceae|g__Akkermansia|s__Akkermansia_muciniphila
+8  k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_thetaiotaomicron|t__Bacteroides_thetaiotaomicron_unclassified
+9                                               k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_thetaiotaomicron
+10                                                k__Viruses|p__Viruses_noname|c__Viruses_noname|o__Viruses_noname|f__Virgaviridae|g__Tobamovirus|s__Pepper_mild_mottle_virus
+11                                  k__Viruses|p__Viruses_noname|c__Viruses_noname|o__Viruses_noname|f__Virgaviridae|g__Tobamovirus|s__Pepper_mild_mottle_virus|t__PRJNA15148
+12                                                                                              k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae
+13                                                                                 k__Bacteria|p__Bacteroidetes|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes
+14                                             k__Bacteria|p__Firmicutes|c__Clostridia|o__Clostridiales|f__Ruminococcaceae|g__Subdoligranulum|s__Subdoligranulum_unclassified
+15                                                                             k__Bacteria|p__Firmicutes|c__Clostridia|o__Clostridiales|f__Ruminococcaceae|g__Subdoligranulum
+      loading
+1  0.08951155
+2  0.08951155
+3  0.08951155
+4  0.08951155
+5  0.08951155
+6  0.08951155
+7  0.08951155
+8  0.08802469
+9  0.08802469
+10 0.08496505
+11 0.08496505
+12 0.08479602
+13 0.08479602
+14 0.08305904
+15 0.08305904
+
+
#variance explained (scree plot)
+var_df <- data.frame(PC = names(fit3$ord.res$eigvals),
+                     Variance = fit3$ord.res$eigvals^2 / sum(fit3$ord.res$eigvals^2))
+ggplot2::ggplot(var_df, ggplot2::aes(x = PC, y = Variance)) +
+  ggplot2::geom_col(fill = "steelblue") +
+  ggplot2::geom_text(ggplot2::aes(label = scales::percent(Variance, accuracy = 0.1)),
+                     vjust = -0.4, size = 3) +
+  ggplot2::labs(title = "Variance Explained per Component",
+                x = "Principal Component", y = "Proportion of Variance") +
+  ggplot2::theme_minimal()
+
+

+
+
#cross-view correlation heatmap
+U_mgx <- as.data.frame(fit3$ord.res$samples)
+corr <- cor(U_mgx)
+pheatmap::pheatmap(corr, main = "Component correlation matrix")
+
+

+
+
cat("\nSession info:\n"); print(sessionInfo())
+
+

+Session info:
+
+
+
R version 4.2.1 (2022-06-23 ucrt)
+Platform: x86_64-w64-mingw32/x64 (64-bit)
+Running under: Windows 10 x64 (build 22631)
+
+Matrix products: default
+
+locale:
+[1] LC_COLLATE=English_United States.utf8 
+[2] LC_CTYPE=English_United States.utf8   
+[3] LC_MONETARY=English_United States.utf8
+[4] LC_NUMERIC=C                          
+[5] LC_TIME=English_United States.utf8    
+
+attached base packages:
+[1] splines   stats4    stats     graphics  grDevices utils     datasets 
+[8] methods   base     
+
+other attached packages:
+ [1] CCA_1.2.2                      fields_15.2                   
+ [3] viridisLite_0.4.2              spam_2.10-0                   
+ [5] fda_6.3.0                      deSolve_1.40                  
+ [7] fds_1.8                        RCurl_1.98-1.14               
+ [9] rainbow_3.8                    pcaPP_2.0-4                   
+[11] MASS_7.3-57                    knitr_1.50                    
+[13] data.table_1.15.4              NMF_0.28                      
+[15] cluster_2.1.4                  rngtools_1.5.2                
+[17] registry_0.5-1                 ranger_0.16.0                 
+[19] tibble_3.2.1                   phyloseq_1.42.0               
+[21] HMP2Data_1.12.0                ExperimentHub_2.6.0           
+[23] AnnotationHub_3.6.0            BiocFileCache_2.6.1           
+[25] dbplyr_2.5.0                   MOFA2_1.8.0                   
+[27] randomForest_4.7-1.1           pROC_1.18.5                   
+[29] reshape2_1.4.4                 mia_1.17.6                    
+[31] TreeSummarizedExperiment_2.6.0 Biostrings_2.66.0             
+[33] XVector_0.38.0                 SingleCellExperiment_1.20.1   
+[35] MultiAssayExperiment_1.24.0    SummarizedExperiment_1.28.0   
+[37] Biobase_2.58.0                 GenomicRanges_1.50.2          
+[39] GenomeInfoDb_1.34.9            IRanges_2.32.0                
+[41] S4Vectors_0.36.2               BiocGenerics_0.44.0           
+[43] MatrixGenerics_1.10.0          matrixStats_1.3.0             
+[45] concaveman_1.1.0               ggforce_0.4.2                 
+[47] ROCR_1.0-11                    vegan_2.6-4                   
+[49] permute_0.9-8                  factoextra_1.0.7              
+[51] plotly_4.11.0                  stringr_1.5.1                 
+[53] readr_2.1.5                    tidyr_1.3.1                   
+[55] dplyr_1.1.4                    caret_7.0-1                   
+[57] lattice_0.22-6                 ggplot2_3.5.2                 
+[59] glmnet_4.1-8                   optimx_2025-4.9               
+[61] pracma_2.4.4                   RSpectra_0.16-1               
+[63] irlba_2.3.5.1                  Matrix_1.5-1                  
+
+loaded via a namespace (and not attached):
+  [1] rappdirs_0.3.3                ModelMetrics_1.2.2.2         
+  [3] bit64_4.0.5                   DelayedArray_0.23.2          
+  [5] rpart_4.1.23                  doParallel_1.0.17            
+  [7] KEGGREST_1.38.0               hardhat_1.4.1                
+  [9] generics_0.1.4                ScaledMatrix_1.6.0           
+ [11] cowplot_1.2.0                 RSQLite_2.3.6                
+ [13] future_1.29.0                 bit_4.0.5                    
+ [15] tzdb_0.4.0                    xml2_1.3.6                   
+ [17] lubridate_1.9.3               httpuv_1.6.6                 
+ [19] assertthat_0.2.1              DirichletMultinomial_1.40.0  
+ [21] viridis_0.6.5                 gower_1.0.1                  
+ [23] xfun_0.52                     hms_1.1.3                    
+ [25] evaluate_1.0.4                promises_1.3.0               
+ [27] igraph_2.0.3                  DBI_1.2.3                    
+ [29] htmlwidgets_1.6.4             purrr_1.0.2                  
+ [31] ellipsis_0.3.2                ks_1.14.2                    
+ [33] corrplot_0.95                 gridBase_0.4-7               
+ [35] RcppParallel_5.1.7            sparseMatrixStats_1.10.0     
+ [37] vctrs_0.6.5                   cachem_1.0.8                 
+ [39] withr_3.0.2                   treeio_1.22.0                
+ [41] mclust_6.1                    svglite_2.1.3                
+ [43] BiocBaseUtils_1.0.0           dotCall64_1.1-1              
+ [45] ape_5.8                       dir.expiry_1.6.0             
+ [47] lazyeval_0.2.2                crayon_1.5.3                 
+ [49] basilisk.utils_1.10.0         labeling_0.4.3               
+ [51] recipes_1.3.1                 pkgconfig_2.0.3              
+ [53] slam_0.1-50                   tweenr_2.0.3                 
+ [55] nlme_3.1-157                  vipor_0.4.7                  
+ [57] nnet_7.3-17                   rlang_1.1.3                  
+ [59] globals_0.18.0                lifecycle_1.0.4              
+ [61] filelock_1.0.3                rsvd_1.0.5                   
+ [63] dichromat_2.0-0.1             polyclip_1.10-6              
+ [65] Rhdf5lib_1.20.0               beeswarm_0.4.0               
+ [67] pheatmap_1.0.13               png_0.1-8                    
+ [69] bitops_1.0-7                  KernSmooth_2.23-20           
+ [71] rhdf5filters_1.10.1           blob_1.2.4                   
+ [73] DelayedMatrixStats_1.20.0     shape_1.4.6.1                
+ [75] decontam_1.18.0               parallelly_1.37.1            
+ [77] DECIPHER_2.26.0               beachmat_2.14.2              
+ [79] scales_1.4.0                  memoise_2.0.1                
+ [81] magrittr_2.0.3                plyr_1.8.9                   
+ [83] zlibbioc_1.44.0               hdrcde_3.4                   
+ [85] compiler_4.2.1                kableExtra_1.4.0             
+ [87] RColorBrewer_1.1-3            cli_3.6.2                    
+ [89] ade4_1.7-22                   listenv_0.9.1                
+ [91] mgcv_1.8-40                   tidyselect_1.2.1             
+ [93] stringi_1.7.8                 forcats_1.0.0                
+ [95] yaml_2.3.5                    BiocSingular_1.14.0          
+ [97] ggrepel_0.9.5                 grid_4.2.1                   
+ [99] tools_4.2.1                   timechange_0.3.0             
+[101] future.apply_1.10.0           parallel_4.2.1               
+[103] rstudioapi_0.14               bluster_1.8.0                
+[105] foreach_1.5.2                 gridExtra_2.3                
+[107] prodlim_2023.08.28            farver_2.1.1                 
+[109] Rtsne_0.17                    digest_0.6.35                
+[111] BiocManager_1.30.26           shiny_1.7.3                  
+[113] lava_1.7.0                    Rcpp_1.0.12                  
+[115] scuttle_1.8.4                 BiocVersion_3.16.0           
+[117] later_1.3.2                   httr_1.4.7                   
+[119] AnnotationDbi_1.60.2          colorspace_2.1-0             
+[121] fs_1.6.3                      reticulate_1.36.1            
+[123] uwot_0.2.2                    yulab.utils_0.2.0            
+[125] tidytree_0.4.6                scater_1.26.1                
+[127] basilisk_1.10.2               multtest_2.54.0              
+[129] systemfonts_1.0.6             xtable_1.8-4                 
+[131] jsonlite_1.8.8                nloptr_2.0.3                 
+[133] timeDate_4041.110             ipred_0.9-14                 
+[135] R6_2.5.1                      pillar_1.11.0                
+[137] htmltools_0.5.8.1             mime_0.12                    
+[139] glue_1.7.0                    fastmap_1.1.1                
+[141] BiocParallel_1.32.6           BiocNeighbors_1.16.0         
+[143] class_7.3-20                  interactiveDisplayBase_1.36.0
+[145] codetools_0.2-18              maps_3.4.2                   
+[147] mvtnorm_1.2-4                 rbiom_1.0.3                  
+[149] numDeriv_2016.8-1.1           curl_5.2.1                   
+[151] ggbeeswarm_0.7.2              survival_3.6-4               
+[153] rmarkdown_2.29                biomformat_1.26.0            
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0===i&&(i={x:0,y:0}),{top:t.top-e.height-i.y,right:t.right-e.width+i.x,bottom:t.bottom-e.height+i.y,left:t.left-e.width-i.x}}function Se(t){return[mt,_t,gt,bt].some((function(e){return t[e]>=0}))}const Ne={name:"hide",enabled:!0,phase:"main",requiresIfExists:["preventOverflow"],fn:function(t){var e=t.state,i=t.name,n=e.rects.reference,s=e.rects.popper,o=e.modifiersData.preventOverflow,r=ke(e,{elementContext:"reference"}),a=ke(e,{altBoundary:!0}),l=De(r,n),c=De(a,s,o),h=Se(l),d=Se(c);e.modifiersData[i]={referenceClippingOffsets:l,popperEscapeOffsets:c,isReferenceHidden:h,hasPopperEscaped:d},e.attributes.popper=Object.assign({},e.attributes.popper,{"data-popper-reference-hidden":h,"data-popper-escaped":d})}},Ie={name:"offset",enabled:!0,phase:"main",requires:["popperOffsets"],fn:function(t){var e=t.state,i=t.options,n=t.name,s=i.offset,o=void 0===s?[0,0]:s,r=Lt.reduce((function(t,i){return t[i]=function(t,e,i){var n=Ut(t),s=[bt,mt].indexOf(n)>=0?-1:1,o="function"==typeof 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0===p?0:p,g=ke(e,{boundary:l,rootBoundary:c,padding:d,altBoundary:h}),_=Ut(e.placement),b=ce(e.placement),v=!b,y=ee(_),w="x"===y?"y":"x",E=e.modifiersData.popperOffsets,A=e.rects.reference,T=e.rects.popper,O="function"==typeof m?m(Object.assign({},e.rects,{placement:e.placement})):m,C={x:0,y:0};if(E){if(o||a){var k="y"===y?mt:bt,L="y"===y?gt:_t,x="y"===y?"height":"width",D=E[y],S=E[y]+g[k],N=E[y]-g[L],I=f?-T[x]/2:0,P=b===wt?A[x]:T[x],j=b===wt?-T[x]:-A[x],M=e.elements.arrow,H=f&&M?Kt(M):{width:0,height:0},B=e.modifiersData["arrow#persistent"]?e.modifiersData["arrow#persistent"].padding:{top:0,right:0,bottom:0,left:0},R=B[k],W=B[L],$=oe(0,A[x],H[x]),z=v?A[x]/2-I-$-R-O:P-$-R-O,q=v?-A[x]/2+I+$+W+O:j+$+W+O,F=e.elements.arrow&&te(e.elements.arrow),U=F?"y"===y?F.clientTop||0:F.clientLeft||0:0,V=e.modifiersData.offset?e.modifiersData.offset[e.placement][y]:0,K=E[y]+z-V-U,X=E[y]+q-V;if(o){var Y=oe(f?ne(S,K):S,D,f?ie(N,X):N);E[y]=Y,C[y]=Y-D}if(a){var Q="x"===y?mt:bt,G="x"===y?gt:_t,Z=E[w],J=Z+g[Q],tt=Z-g[G],et=oe(f?ne(J,K):J,Z,f?ie(tt,X):tt);E[w]=et,C[w]=et-Z}}e.modifiersData[n]=C}},requiresIfExists:["offset"]};function Me(t,e,i){void 0===i&&(i=!1);var n=zt(e);zt(e)&&function(t){var e=t.getBoundingClientRect();e.width,t.offsetWidth,e.height,t.offsetHeight}(e);var s,o,r=Gt(e),a=Vt(t),l={scrollLeft:0,scrollTop:0},c={x:0,y:0};return(n||!n&&!i)&&(("body"!==Rt(e)||we(r))&&(l=(s=e)!==Wt(s)&&zt(s)?{scrollLeft:(o=s).scrollLeft,scrollTop:o.scrollTop}:ve(s)),zt(e)?((c=Vt(e)).x+=e.clientLeft,c.y+=e.clientTop):r&&(c.x=ye(r))),{x:a.left+l.scrollLeft-c.x,y:a.top+l.scrollTop-c.y,width:a.width,height:a.height}}function He(t){var e=new Map,i=new Set,n=[];function s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;ij.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(t){if(void 0===Fe)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let e=this._element;"parent"===this._config.reference?e=t:o(this._config.reference)?e=r(this._config.reference):"object"==typeof this._config.reference&&(e=this._config.reference);const i=this._getPopperConfig(),n=i.modifiers.find((t=>"applyStyles"===t.name&&!1===t.enabled));this._popper=qe(e,this._menu,i),n&&U.setDataAttribute(this._menu,"popper","static")}_isShown(t=this._element){return t.classList.contains(Je)}_getMenuElement(){return V.next(this._element,ei)[0]}_getPlacement(){const t=this._element.parentNode;if(t.classList.contains("dropend"))return ri;if(t.classList.contains("dropstart"))return ai;const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ni:ii:e?oi:si}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;ie+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'',trigger:"hover 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this.setContent(e),e.classList.remove(nn,sn),this.tip=e,this.tip}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),an)}_sanitizeAndSetContent(t,e,i){const n=V.findOne(i,t);e||!n?this.setElementContent(n,e):n.remove()}setElementContent(t,e){if(null!==t)return o(e)?(e=r(e),void(this._config.html?e.parentNode!==t&&(t.innerHTML="",t.append(e)):t.textContent=e.textContent)):void(this._config.html?(this._config.sanitize&&(e=Yi(e,this._config.allowList,this._config.sanitizeFn)),t.innerHTML=e):t.textContent=e)}getTitle(){const t=this._element.getAttribute("data-bs-original-title")||this._config.title;return this._resolvePossibleFunction(t)}updateAttachment(t){return"right"===t?"end":"left"===t?"start":t}_initializeOnDelegatedTarget(t,e){return e||this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof 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new file mode 100644 index 0000000..36cb328 --- /dev/null +++ b/Bektanov2025/ibdmdb_3omic_jointrpca_files/libs/quarto-html/quarto-syntax-highlighting.css @@ -0,0 +1,171 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; +} + +code span.at { + color: #657422; +} + +code span.ss { + color: #20794D; +} + +code span.an { + color: #5E5E5E; +} + +code span.fu { + color: #4758AB; +} + +code span.st { + color: #20794D; +} + +code span.cf { + color: #003B4F; +} + +code span.op { + color: #5E5E5E; +} + +code span.er { + color: #AD0000; +} + +code span.bn { + color: #AD0000; +} + +code span.al { + color: #AD0000; +} + +code span.va { + color: #111111; +} + +code span.pp { + color: #AD0000; +} + +code span.in { + color: #5E5E5E; +} + +code span.vs { + color: #20794D; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; +} + +code span.ch { + color: #20794D; +} + +code span.dt { + color: #AD0000; +} + +code span.fl { + color: #AD0000; +} + +code span.co { + color: #5E5E5E; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; +} + +code span.sc { + color: #5E5E5E; +} + +code span.dv { + color: #AD0000; +} + +code span.kw { + color: #003B4F; +} + +.prevent-inlining { + content: " { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id=${anchor}]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + sectionIndex = 0; + } else { + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + } + + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append(titleEl.innerText, toggleIcon); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + const elRect = el.getBoundingClientRect(); + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + positionToggle(); + }, 50) + ); + positionToggle(); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > * " + ); + let lastBottom = 0; + for (const marginChild of marginChildren) { + const top = marginChild.getBoundingClientRect().top; + if (top < lastBottom) { + const margin = lastBottom - top; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const top = + el.getBoundingClientRect().top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightSideConflictEls)); + sidebarScrollVisiblity(toRegions(leftSideConflictEls)); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility(toRegions(leftSideConflictEls)); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (depth === 1 || hasActiveChild || prevSiblingIsActiveLink(el)) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + + if (tocEl) { + walk(tocEl, 0); + updateActiveLink(); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} diff --git a/Bektanov2025/ibdmdb_3omic_jointrpca_files/libs/quarto-html/tippy.css b/Bektanov2025/ibdmdb_3omic_jointrpca_files/libs/quarto-html/tippy.css new file mode 100644 index 0000000..e6ae635 --- /dev/null +++ b/Bektanov2025/ibdmdb_3omic_jointrpca_files/libs/quarto-html/tippy.css @@ -0,0 +1 @@ +.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center bottom}.tippy-box[data-placement^=left]>.tippy-arrow{right:0}.tippy-box[data-placement^=left]>.tippy-arrow:before{border-width:8px 0 8px 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b/Bektanov2025/ibdmdb_benchmarking.html new file mode 100644 index 0000000..b91a4d9 --- /dev/null +++ b/Bektanov2025/ibdmdb_benchmarking.html @@ -0,0 +1,1016 @@ + + + + + + + + + +IBDMDB — Joint-RPCA Benchmarking + + + + + + + + + + + + + + + + + + + +
+ +
+ +
+
+

IBDMDB — Joint-RPCA Benchmarking

+
+ + + +
+ + + +
+ + +
+ +
+
options(warn = -1)
+# Load user-defined functions
+source("../R/dependencies.R")
+source("../R/jointRPCA.R")
+source("../R/jointRPCAuniversal.R")
+source("../R/jointOptspaceHelper.R")
+source("../R/jointOptspaceSolve.R")
+source("../R/optspaceHelper.R")
+source("../R/transformHelper.R")
+source("../R/transform.R")
+source("../R/maskValueOnly.R")
+source("../R/rpcaTableProcessing.R")
+source("../R/jointRPCAutils.R")
+library(dplyr, warn.conflicts = FALSE)
+
+#paths
+f_mgx <- "data_ibdmdb_raw/taxonomic_profiles_mgx.tsv"     #metagenomics
+f_mtx <- "data_ibdmdb_raw/ecs_relab.tsv"                  #metatranscriptomics
+f_meta <- "data_ibdmdb_raw/hmp2_metadata_2018-08-20.csv"  #HMP2/IBDMDB master metadata
+
+# Helpers 
+read_ibdmdb_tsv <- function(path) {
+  stopifnot(file.exists(path))
+  first <- readLines(path, n = 200L, warn = FALSE)
+  comment_idx <- which(grepl("^#", first))
+  if (length(comment_idx) == 0L) stop("No commented header line found in: ", path)
+  header_line <- first[max(comment_idx)]
+  header_line <- sub("^#\\s*", "", header_line)
+  header_line <- sub("^\ufeff", "", header_line)
+  header_vec  <- strsplit(header_line, "\t", fixed = TRUE)[[1]]
+  header_vec  <- gsub('^"|"$', "", header_vec)
+  dt <- data.table::fread(path, skip = length(comment_idx), header = FALSE, sep = "\t", quote = "")
+  if (ncol(dt) != length(header_vec)) {
+    stop(sprintf("Header columns (%d) != data columns (%d) in %s",
+                 length(header_vec), ncol(dt), path))
+  }
+  data.table::setnames(dt, header_vec)
+  dt
+}
+
+to_matrix <- function(dt) {
+  rn <- dt[[1]]
+  mat <- as.matrix(dt[, -1, with = FALSE])
+  rownames(mat) <- rn
+  storage.mode(mat) <- "numeric"
+  mat[is.na(mat)] <- 0
+  mat
+}
+
+dedup_rownames <- function(mat) {
+  stopifnot(!is.null(rownames(mat)))
+  rn <- rownames(mat)
+  rn[rn == "" | is.na(rn)] <- paste0("feat_", seq_len(sum(rn == "" | is.na(rn))))
+  rownames(mat) <- make.unique(as.character(rn), sep = "_")
+  mat
+}
+
+sanitize_matrix <- function(mat) {
+  mat <- as.matrix(mat)
+  storage.mode(mat) <- "numeric"
+  mat[!is.finite(mat)] <- 0
+  mat
+}
+
+`%||%` <- function(a, b) if (is.null(a)) b else a
+metric <- function(m, name) { x <- m[[name]]; if (is.null(x)) NA_real_ else as.numeric(x) }
+
+make_groups_autodetect <- function(meta_df, sample_ids, min_frac = 0.01, min_abs = 10L) {
+  out <- data.frame(sample_id = sample_ids, Group = factor(NA, levels = c("IBD", "non-IBD")))
+  if (is.null(meta_df) || !nrow(meta_df)) return(out)
+
+  md <- as.data.frame(meta_df, stringsAsFactors = FALSE)
+  names(md) <- tolower(trimws(names(md)))
+
+  sid <- tolower(trimws(as.character(sample_ids)))
+  thresh <- max(min_abs, floor(length(sid) * min_frac))
+  overlaps <- sapply(md, function(col) {
+    x <- tolower(trimws(as.character(col)))
+    sum(!is.na(x) & x %in% sid)
+  })
+  max_ov <- suppressWarnings(max(overlaps, na.rm = TRUE))
+  if (!is.finite(max_ov) || max_ov < thresh) return(out)
+  best <- names(overlaps)[which.max(overlaps)]
+
+  if (!"diagnosis" %in% names(md)) return(out)
+
+  dx  <- tolower(trimws(as.character(md$diagnosis)))
+  grp <- ifelse(grepl("\\b(uc|cd|ibd)\\b", dx), "IBD",
+         ifelse(grepl("^\\s*non", dx), "non-IBD", NA_character_))
+
+  md$sample_id <- tolower(trimws(as.character(md[[best]])))
+  md$Group <- factor(grp, levels = c("IBD", "non-IBD"))
+  join_tbl <- unique(md[, c("sample_id", "Group")])
+
+  joined <- dplyr::left_join(
+    data.frame(sample_id = sid, stringsAsFactors = FALSE),
+    join_tbl, by = "sample_id"
+  )
+  joined$sample_id <- sample_ids
+  joined
+}
+
+#eval_scores that adapts to available components (1–3)
+eval_scores <- function(scores_df) {
+  out <- list()
+  if (!("Group" %in% names(scores_df))) return(out)
+
+  #detect available component columns
+  comp_cols <- grep("^V\\d+$", names(scores_df), value = TRUE)
+  if (!length(comp_cols)) return(out)
+  use_cols <- comp_cols[seq_len(min(3L, length(comp_cols)))] 
+
+  #Wilcoxon tests
+  if ("V1" %in% names(scores_df)) {
+    res_w1 <- try(wilcox.test(scores_df$V1 ~ scores_df$Group, exact = FALSE), silent = TRUE)
+    out$wilcox_PC1_p <- if (!inherits(res_w1, "try-error")) res_w1$p.value else NA_real_
+  }
+  if ("V2" %in% names(scores_df)) {
+    res_w2 <- try(wilcox.test(scores_df$V2 ~ scores_df$Group, exact = FALSE), silent = TRUE)
+    out$wilcox_PC2_p <- if (!inherits(res_w2, "try-error")) res_w2$p.value else NA_real_
+  }
+
+  #PERMANOVA (only if >=2 components exist)
+  if (length(use_cols) >= 2) {
+    perm_df <- na.omit(scores_df[, c("Group", use_cols), drop = FALSE])
+    if (nrow(perm_df) > 5 &&
+        is.factor(perm_df$Group) &&
+        nlevels(perm_df$Group) >= 2 &&
+        all(table(perm_df$Group) >= 3)) {
+
+      #safely build numeric matrix for the available component columns
+      comp_mat <- as.matrix(perm_df[, use_cols, drop = FALSE])
+      colnames(comp_mat) <- use_cols
+
+      perm <- try(
+        vegan::adonis2(comp_mat ~ Group, data = perm_df, method = "euclidean"),
+        silent = TRUE
+      )
+
+      if (!inherits(perm, "try-error")) {
+        out$permanova_R2 <- perm$R2[1]
+        out$permanova_F  <- perm$F[1]
+        out$permanova_p  <- perm$`Pr(>F)`[1]
+      } else {
+        out$permanova_R2 <- NA_real_
+        out$permanova_F  <- NA_real_
+        out$permanova_p  <- NA_real_
+      }
+    }
+  }
+
+  #AUROC with ranger if at least 1 component exists
+  rf_df <- na.omit(scores_df[, c("Group", use_cols), drop = FALSE])
+  if (nrow(rf_df) && is.factor(rf_df$Group) && nlevels(rf_df$Group) >= 2) {
+    cls_tab <- table(rf_df$Group)
+    wts <- as.numeric(1 / cls_tab)
+    names(wts) <- names(cls_tab)
+    set.seed(42)
+    rf_prob <- ranger::ranger(
+      Group ~ ., data = rf_df, num.trees = 500,
+      probability = TRUE, class.weights = wts, oob.error = TRUE
+    )
+    if ("IBD" %in% colnames(rf_prob$predictions)) {
+      p_ibd <- rf_prob$predictions[, "IBD"]
+      roc_obj <- pROC::roc(rf_df$Group, p_ibd, levels = c("non-IBD", "IBD"))
+      out$AUROC <- as.numeric(pROC::auc(roc_obj))
+    }
+  }
+
+  out
+}
+
+#convenience: run Joint-RPCA and return scores + metrics
+fit_and_score <- function(mae, k, grp_df) {
+  set.seed(42)
+  fit <- jointRPCAuniversal(
+    data = mae,
+    n.components = k,
+    max.iterations = 200,
+    rclr.transform.tables = TRUE,
+    min.sample.count = 1,
+    min.feature.count = 0,
+    min.feature.frequency = 0
+  )
+  U <- as.data.frame(fit$ord.res$samples)
+  colnames(U) <- paste0("V", seq_len(ncol(U)))
+  U$sample_id <- rownames(U)
+  U2 <- dplyr::left_join(U, grp_df, by = "sample_id")
+  list(scores = U2,
+       metrics = eval_scores(U2),
+       fit = fit)
+}
+
+# Subject-wise CV helpers 
+
+find_subject_col <- function(meta) {
+  nm <- tolower(trimws(names(meta)))
+  # common plausible names in IBDMDB metadata
+  hits <- c("participant.id", "participant_id", "participantid",
+            "subject", "subject_id", "host_subject_id", "host.subject.id",
+            "participant", "host_subject")
+  ix <- intersect(nm, hits)
+  if (length(ix)) ix[1] else NULL
+}
+
+build_sample_subject_map <- function(meta_df, sample_ids, min_frac = 0.01, min_abs = 10L) {
+  if (is.null(meta_df) || !nrow(meta_df)) return(NULL)
+  md <- as.data.frame(meta_df, stringsAsFactors = FALSE)
+  names(md) <- tolower(trimws(names(md)))
+
+  #choose "best" sample-id column by overlap with our samples
+  sid <- tolower(trimws(as.character(sample_ids)))
+  thresh <- max(min_abs, floor(length(sid) * min_frac))
+  overlaps <- sapply(md, function(col) {
+    x <- tolower(trimws(as.character(col))); sum(!is.na(x) & x %in% sid)
+  })
+  max_ov <- suppressWarnings(max(overlaps, na.rm = TRUE))
+  if (!is.finite(max_ov) || max_ov < thresh) return(NULL)
+  best_id_col <- names(overlaps)[which.max(overlaps)]
+
+  subj_col <- find_subject_col(md)
+  if (is.null(subj_col)) return(NULL)
+
+  md$sample_id  <- tolower(trimws(as.character(md[[best_id_col]])))
+  md$subject_id <- as.character(md[[subj_col]])
+  out <- unique(md[, c("sample_id", "subject_id")])
+  out <- out[!is.na(out$sample_id) & nzchar(out$sample_id) & !is.na(out$subject_id) & nzchar(out$subject_id), , drop = FALSE]
+  if (!nrow(out)) return(NULL)
+  out
+}
+
+# Load & filter data
+
+dt_mgx <- read_ibdmdb_tsv(f_mgx)
+dt_mtx <- read_ibdmdb_tsv(f_mtx)
+mat_mgx <- to_matrix(dt_mgx)
+mat_mtx <- to_matrix(dt_mtx)
+
+#harmonize samples
+shared <- intersect(colnames(mat_mgx), colnames(mat_mtx))
+shared <- sort(unique(shared[nchar(shared) > 0]))
+stopifnot(length(shared) >= 20)
+X_mgx <- mat_mgx[, shared, drop = FALSE]
+X_mtx <- mat_mtx[, shared, drop = FALSE]
+
+#filter features/samples
+n_samp <- length(shared)
+keep_mgx <- rowSums(X_mgx > 0) >= ceiling(0.05 * n_samp)
+keep_mtx <- rowSums(X_mtx > 0) >= ceiling(0.02 * n_samp)
+X_mgx <- X_mgx[keep_mgx, , drop = FALSE]
+X_mtx <- X_mtx[keep_mtx, , drop = FALSE]
+
+keep_samp_mgx <- colSums(X_mgx) > 0
+keep_samp_mtx <- colSums(X_mtx) > 0
+X_mgx <- X_mgx[, keep_samp_mgx, drop = FALSE]
+X_mtx <- X_mtx[, keep_samp_mtx, drop = FALSE]
+
+shared_final <- sort(intersect(colnames(X_mgx), colnames(X_mtx)))
+stopifnot(length(shared_final) >= 20)
+X_mgx <- X_mgx[, shared_final, drop = FALSE]
+X_mtx <- X_mtx[, shared_final, drop = FALSE]
+
+#cap MTX features for speed
+max_mtx_features <- 10000
+if (nrow(X_mtx) > max_mtx_features) {
+  ord <- order(matrixStats::rowVars(X_mtx), decreasing = TRUE)
+  X_mtx <- X_mtx[ord[seq_len(max_mtx_features)], , drop = FALSE]
+}
+
+#clean
+X_mgx <- sanitize_matrix(dedup_rownames(X_mgx))
+X_mtx <- sanitize_matrix(dedup_rownames(X_mtx))
+
+cat("Final dims — MGX:", nrow(X_mgx), "x", ncol(X_mgx),
+    "| MTX:", nrow(X_mtx), "x", ncol(X_mtx), "\n")
+
+
Final dims — MGX: 459 x 732 | MTX: 10000 x 732
+
+
#build SEs and MAEs
+cd <- S4Vectors::DataFrame(row.names = colnames(X_mgx))
+se_mgx <- SummarizedExperiment::SummarizedExperiment(list(counts = X_mgx), colData = cd)
+se_mtx <- SummarizedExperiment::SummarizedExperiment(list(counts = X_mtx), colData = cd)
+
+mae_joint <- MultiAssayExperiment::MultiAssayExperiment(list(MGX = se_mgx, MTX = se_mtx))
+mae_joint <- MultiAssayExperiment::intersectColumns(mae_joint)
+
+#single-omic MAEs
+mae_mgx <- MultiAssayExperiment::MultiAssayExperiment(list(MGX = se_mgx))
+mae_mtx <- MultiAssayExperiment::MultiAssayExperiment(list(MTX = se_mtx))
+
+#build groups (IBD vs non-IBD) from metadata
+meta_df <- if (file.exists(f_meta)) data.frame(data.table::fread(f_meta)) else NULL
+grp_df  <- make_groups_autodetect(meta_df, colnames(X_mgx))
+table(grp_df$Group, useNA = "ifany")
+
+

+    IBD non-IBD 
+    545     187
+
+
# Joint vs Single-omic comparison
+
+#choose a safe k
+per_view_min_dim <- sapply(list(X_mgx, X_mtx), function(m) min(nrow(m), ncol(m)))
+k_max <- max(1L, min(per_view_min_dim))
+k0 <- min(3L, k_max)
+
+#run fits
+res_joint <- fit_and_score(mae_joint, k0, grp_df)
+res_mgx   <- fit_and_score(mae_mgx,   k0, grp_df)
+res_mtx   <- fit_and_score(mae_mtx,   k0, grp_df)
+
+#collect metrics
+grab <- function(x) {
+  m <- x$metrics
+  c(
+    wilcox_PC1_p = m$wilcox_PC1_p %||% NA_real_,
+    wilcox_PC2_p = m$wilcox_PC2_p %||% NA_real_,
+    permanova_R2 = m$permanova_R2 %||% NA_real_,
+    permanova_p  = m$permanova_p  %||% NA_real_,
+    AUROC        = m$AUROC        %||% NA_real_
+  )
+}
+
+bench_tbl <- rbind(
+  cbind(model = "Joint (MGX+MTX)", t(grab(res_joint))),
+  cbind(model = "MGX only",         t(grab(res_mgx))),
+  cbind(model = "MTX only",         t(grab(res_mtx)))
+) %>% as.data.frame()
+
+bench_tbl[, -1] <- lapply(bench_tbl[, -1, drop=FALSE], function(z) as.numeric(z))
+knitr::kable(bench_tbl, digits = 3)
+
+ ++++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
modelwilcox_PC1_pwilcox_PC2_ppermanova_R2permanova_pAUROC
Joint (MGX+MTX)0.0300.0000.0170.0010.738
MGX only0.0000.0010.0130.0010.640
MTX only0.0440.4880.0150.0010.700
+
+
# Plots: Ordinations (PC1 vs PC2)
+plt_ord <- function(scores, title) {
+  ggplot2::ggplot(scores, ggplot2::aes(V1, V2, color = Group)) +
+    ggplot2::geom_point(alpha = 0.8, size = 1.1) +
+    ggplot2::labs(title = title, x = "PC1", y = "PC2", color = NULL) +
+    ggplot2::theme_minimal()
+}
+print(plt_ord(res_joint$scores, sprintf("Joint-RPCA (k=%d)", k0)))
+
+

+
+
print(plt_ord(res_mgx$scores,   sprintf("MGX only (k=%d)", k0)))
+
+

+
+
print(plt_ord(res_mtx$scores,   sprintf("MTX only (k=%d)", k0)))
+
+

+
+
# Sensitivity to rank k
+
+ks <- sort(unique(pmax(1, pmin(c(2, 3, 4, 5), k_max))))
+sens <- lapply(ks, function(k) {
+  rj <- fit_and_score(mae_joint, k, grp_df)$metrics
+  rm <- fit_and_score(mae_mgx,   k, grp_df)$metrics
+  rt <- fit_and_score(mae_mtx,   k, grp_df)$metrics
+  data.frame(
+    k = rep(k, 3),
+    model = c("Joint", "MGX", "MTX"),
+    AUROC = c(metric(rj, "AUROC"), metric(rm, "AUROC"), metric(rt, "AUROC")),
+    permanova_R2 = c(metric(rj, "permanova_R2"), metric(rm, "permanova_R2"), metric(rt, "permanova_R2")),
+    wilcox_PC1_p = c(metric(rj, "wilcox_PC1_p"), metric(rm, "wilcox_PC1_p"), metric(rt, "wilcox_PC1_p")),
+    stringsAsFactors = FALSE
+  )
+})
+sens_df <- do.call(rbind, sens)
+knitr::kable(sens_df, digits = 3)
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
kmodelAUROCpermanova_R2wilcox_PC1_p
2Joint0.5910.0070.079
2MGX0.6140.0110.000
2MTX0.5920.0060.054
3Joint0.7380.0170.030
3MGX0.6400.0130.000
3MTX0.7000.0150.044
4Joint0.7140.0170.020
4MGX0.6560.0110.000
4MTX0.7230.0140.056
5Joint0.7370.0160.009
5MGX0.6530.0150.000
5MTX0.7200.0160.015
+
+
ggplot2::ggplot(sens_df, ggplot2::aes(k, AUROC, group = model, color = model)) +
+  ggplot2::geom_line() + ggplot2::geom_point() +
+  ggplot2::scale_x_continuous(breaks = ks) +
+  ggplot2::labs(title = "AUROC vs rank k", x = "k", y = "AUROC") +
+  ggplot2::theme_minimal()
+
+

+
+
ggplot2::ggplot(sens_df, ggplot2::aes(k, permanova_R2, group = model, color = model)) +
+  ggplot2::geom_line() + ggplot2::geom_point() +
+  ggplot2::scale_x_continuous(breaks = ks) +
+  ggplot2::labs(title = "PERMANOVA R² vs rank k", x = "k", y = "R²") +
+  ggplot2::theme_minimal()
+
+

+
+
# Stability: subject-wise train/test split 
+
+set.seed(123)
+samps <- colnames(X_mgx)
+
+#try to build a sample->subject map; fallback to sample-wise if not possible
+ss_map <- build_sample_subject_map(meta_df, samps)
+
+if (!is.null(ss_map)) {
+  dfidx <- data.frame(sample_id = tolower(samps), stringsAsFactors = FALSE)
+  ss_map$sample_id <- tolower(ss_map$sample_id)
+  dfidx <- dplyr::left_join(dfidx, ss_map, by = "sample_id")
+  dfidx$subject_id[is.na(dfidx$subject_id)] <- paste0("unk_", seq_len(sum(is.na(dfidx$subject_id))))
+
+  subjects <- unique(dfidx$subject_id)
+  tr_subj <- sample(subjects, size = floor(0.7 * length(subjects)))
+  idx_train <- which(dfidx$subject_id %in% tr_subj)
+  idx_test  <- setdiff(seq_len(ncol(X_mgx)), idx_train)
+  message(sprintf("[CV] Using subject-wise split: train subjects=%d, test subjects=%d",
+                  length(tr_subj), length(subjects) - length(tr_subj)))
+} else {
+  #fallback: original sample-wise split
+  n <- ncol(X_mgx)
+  idx_train <- sample(seq_len(n), size = floor(0.7 * n))
+  idx_test  <- setdiff(seq_len(n), idx_train)
+  message("[CV] Subject column not found — falling back to sample-wise split.")
+}
+
+make_mae_for <- function(cols) {
+  cd2 <- S4Vectors::DataFrame(row.names = samps[cols])
+  se_mgx2 <- SummarizedExperiment::SummarizedExperiment(list(counts = X_mgx[, cols, drop = FALSE]), colData = cd2)
+  se_mtx2 <- SummarizedExperiment::SummarizedExperiment(list(counts = X_mtx[, cols, drop = FALSE]), colData = cd2)
+  mae2 <- MultiAssayExperiment::MultiAssayExperiment(list(MGX = se_mgx2, MTX = se_mtx2))
+  MultiAssayExperiment::intersectColumns(mae2)
+}
+
+mae_train <- make_mae_for(idx_train)
+mae_test  <- make_mae_for(idx_test)
+
+fit_tr <- jointRPCAuniversal(mae_train, n.components = k0,
+  max.iterations = 200, rclr.transform.tables = TRUE,
+  min.sample.count = 1, min.feature.count = 0, min.feature.frequency = 0)
+fit_te <- jointRPCAuniversal(mae_test, n.components = k0,
+  max.iterations = 200, rclr.transform.tables = TRUE,
+  min.sample.count = 1, min.feature.count = 0, min.feature.frequency = 0)
+
+pc1_tr <- fit_tr$ord.res$samples[, 1]
+pc1_te <- fit_te$ord.res$samples[, 1]
+cat("PC1 stability (subject-wise train/test): variance on each split.\n")
+
+
PC1 stability (subject-wise train/test): variance on each split.
+
+
c(var_train = var(pc1_tr), var_test = var(pc1_te))
+
+
  var_train    var_test 
+0.001827622 0.005527832
+
+
# Standard PCA / NMF
+
+#helpers
+clr_transform <- function(mat, pseudo = 1e-6) {
+  # columns are samples; compositional CLR per sample
+  x <- log(mat + pseudo)
+  x <- sweep(x, 2, colMeans(x), FUN = "-")
+  x[!is.finite(x)] <- 0
+  x
+}
+
+zscore_rows <- function(mat) {
+  # center/scale each feature (row) across samples
+  m <- rowMeans(mat); s <- matrixStats::rowSds(mat)
+  s[s == 0 | !is.finite(s)] <- 1
+  sweep(sweep(mat, 1, m, "-"), 1, s, "/")
+}
+
+make_scores_df <- function(S, sample_ids) {
+  S <- as.matrix(S)
+  colnames(S) <- paste0("V", seq_len(ncol(S)))
+  out <- as.data.frame(S)
+  out$sample_id <- sample_ids
+  dplyr::left_join(out, grp_df, by = "sample_id")
+}
+
+eval_wrapper <- function(scores_df, label) {
+  list(model = label, metrics = eval_scores(scores_df), scores = scores_df)
+}
+
+#shared CLR inputs (MGX / MTX as features x samples)
+MGX_clr <- clr_transform(X_mgx)
+MTX_clr <- clr_transform(X_mtx)
+sample_ids <- colnames(MGX_clr)
+
+#1) PCA on concatenated MGX+MTX (after CLR)
+#concatenate features (rows) and transpose to samples x features for prcomp
+X_concat <- rbind(zscore_rows(MGX_clr), zscore_rows(MTX_clr))
+X_concat_t <- t(X_concat)
+pc_fit <- try(prcomp(X_concat_t, center = TRUE, scale. = FALSE), silent = TRUE)
+
+cmp_pca <- NULL
+if (!inherits(pc_fit, "try-error")) {
+  pcs <- pc_fit$x[, seq_len(min(k0, ncol(pc_fit$x))), drop = FALSE]
+  pca_scores <- make_scores_df(pcs, rownames(pc_fit$x))
+  cmp_pca <- eval_wrapper(pca_scores, sprintf("PCA (concat CLR, k=%d)", min(k0, ncol(pcs))))
+} else {
+  message("[PCA] skipped: ", as.character(pc_fit))
+}
+
+#2) NMF (Hellinger)
+cmp_nmf <- NULL
+
+hellinger <- function(mat) {
+  # columns are samples
+  cs <- colSums(mat)
+  cs[cs <= 0 | !is.finite(cs)] <- 1
+  p  <- sweep(mat, 2, cs, "/")
+  x  <- sqrt(p)
+  x[!is.finite(x)] <- 0
+  x
+}
+
+#build feature x sample matrix for NMF 
+MGX_h <- hellinger(X_mgx)
+MTX_h <- hellinger(X_mtx)
+V_h   <- rbind(MGX_h, MTX_h)  
+stopifnot(ncol(V_h) == length(sample_ids))
+
+set.seed(42)
+nmf_k <- k0
+if (requireNamespace("NMF", quietly = TRUE)) {
+  nmf_fit <- try(NMF::nmf(V_h, rank = nmf_k, method = "brunet", nrun = 5, .options = "t"), silent = TRUE)
+  if (!inherits(nmf_fit, "try-error")) {
+    H <- NMF::coef(nmf_fit)                  
+    S <- t(H)[, seq_len(min(nmf_k, nrow(t(H)))), drop = FALSE]  
+    nmf_scores <- make_scores_df(S, sample_ids)
+    cmp_nmf <- eval_wrapper(nmf_scores, sprintf("NMF (Hellinger, k=%d)", ncol(S)))
+  } else {
+    message("[NMF] NMF::nmf failed: ", as.character(nmf_fit))
+  }
+} else if (requireNamespace("NNLM", quietly = TRUE)) {
+  nn <- try(NNLM::nnmf(V_h, k = nmf_k, loss = "mse", max.iter = 1000, rel.tol = 1e-4), silent = TRUE)
+  if (!inherits(nn, "try-error")) {
+    H <- nn$H
+    S <- t(H)[, seq_len(min(nmf_k, nrow(t(H)))), drop = FALSE]
+    nmf_scores <- make_scores_df(S, sample_ids)
+    cmp_nmf <- eval_wrapper(nmf_scores, sprintf("NMF (Hellinger, k=%d, NNLM)", ncol(S)))
+  } else {
+    message("[NMF] NNLM::nnmf failed: ", as.character(nn))
+  }
+} else {
+  message("[NMF] skipped: install NMF or NNLM.")
+}
+
+# Collect & display comparator metrics
+comparators <- Filter(Negate(is.null),
+  list(cmp_pca = cmp_pca,
+       cmp_nmf = cmp_nmf)
+)
+
+if (length(comparators)) {
+  comp_tbl <- do.call(rbind, lapply(comparators, function(x) {
+    m <- x$metrics
+    data.frame(
+      model = x$model,
+      wilcox_PC1_p = m$wilcox_PC1_p %||% NA_real_,
+      wilcox_PC2_p = m$wilcox_PC2_p %||% NA_real_,
+      permanova_R2 = m$permanova_R2 %||% NA_real_,
+      permanova_p  = m$permanova_p  %||% NA_real_,
+      AUROC        = m$AUROC        %||% NA_real_,
+      stringsAsFactors = FALSE
+    )
+  }))
+  knitr::kable(comp_tbl, digits = 3, caption = "Comparators: PCA / NMF")
+  
+  # Quick ordination plots for each comparator
+  plot_comp <- function(obj) {
+    if (is.null(obj)) return(invisible(NULL))
+    ggplot2::ggplot(obj$scores, ggplot2::aes(V1, V2, color = Group)) +
+      ggplot2::geom_point(alpha = 0.8, size = 1.0) +
+      ggplot2::labs(title = obj$model, x = "Comp1", y = "Comp2", color = NULL) +
+      ggplot2::theme_minimal()
+  }
+  invisible(lapply(comparators, function(x) print(plot_comp(x))))
+} else {
+  message("No comparator results available (all skipped).")
+}
+
+

+
+
+

+
+
# Comparison bars: Joint-RPCA vs PCA vs NMF
+
+#1) Pull the Joint-RPCA row + PCA/NMF rows into one table
+joint_row <- bench_tbl %>%
+  dplyr::filter(grepl("^Joint", model)) %>%
+  dplyr::mutate(model_simple = "Joint-RPCA")
+
+comp_rows <- if (exists("comp_tbl")) {
+  comp_tbl %>%
+    dplyr::mutate(
+      model_simple = dplyr::case_when(
+        grepl("^PCA", model) ~ "PCA",
+        grepl("^NMF", model) ~ "NMF",
+        TRUE ~ model
+      )
+    )
+} else {
+  data.frame()
+}
+
+cmp_all <- dplyr::bind_rows(
+  joint_row %>% dplyr::select(model_simple, permanova_R2, AUROC),
+  comp_rows %>% dplyr::select(model_simple, permanova_R2, AUROC)
+) %>%
+  dplyr::distinct() %>%
+  # keep only the three models of interest if present
+  dplyr::filter(model_simple %in% c("Joint-RPCA", "PCA", "NMF")) %>%
+  # order bars: Joint-RPCA first
+  dplyr::mutate(model_simple = factor(model_simple, levels = c("Joint-RPCA", "PCA", "NMF")))
+
+#2) Long format for side-by-side bars
+cmp_long <- tidyr::pivot_longer(
+  cmp_all,
+  cols = c(permanova_R2, AUROC),
+  names_to = "metric",
+  values_to = "value"
+) %>%
+  dplyr::filter(!is.na(value))
+
+#3) Plot: side-by-side bars (PERMANOVA R² and AUROC)
+ggplot2::ggplot(cmp_long, ggplot2::aes(x = model_simple, y = value, fill = metric)) +
+  ggplot2::geom_col(position = ggplot2::position_dodge(width = 0.7), width = 0.6) +
+  ggplot2::geom_text(
+    ggplot2::aes(label = sprintf("%.3f", value)),
+    position = ggplot2::position_dodge(width = 0.7),
+    vjust = -0.35, size = 3
+  ) +
+  ggplot2::geom_hline(
+    data = subset(cmp_long, metric == "AUROC"),
+    ggplot2::aes(yintercept = 0.5), linetype = 2, linewidth = 0.3, inherit.aes = FALSE
+  ) +
+  ggplot2::coord_cartesian(ylim = c(0, max(1, max(cmp_long$value, na.rm = TRUE) * 1.1))) +
+  ggplot2::labs(
+    title = "Joint-RPCA vs PCA vs NMF",
+    subtitle = "Side-by-side comparison of PERMANOVA R² and AUROC",
+    x = NULL, y = "Score", fill = NULL
+  ) +
+  ggplot2::theme_minimal(base_size = 11) +
+  ggplot2::theme(legend.position = "top")
+
+

+
+
+ +
+ + +
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Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;ij.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(t){if(void 0===Fe)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let e=this._element;"parent"===this._config.reference?e=t:o(this._config.reference)?e=r(this._config.reference):"object"==typeof this._config.reference&&(e=this._config.reference);const i=this._getPopperConfig(),n=i.modifiers.find((t=>"applyStyles"===t.name&&!1===t.enabled));this._popper=qe(e,this._menu,i),n&&U.setDataAttribute(this._menu,"popper","static")}_isShown(t=this._element){return t.classList.contains(Je)}_getMenuElement(){return V.next(this._element,ei)[0]}_getPlacement(){const t=this._element.parentNode;if(t.classList.contains("dropend"))return ri;if(t.classList.contains("dropstart"))return ai;const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ni:ii:e?oi:si}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;ie+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'

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t=this.getTipElement();if(j.trigger(this._element,this.constructor.Event.HIDE).defaultPrevented)return;t.classList.remove(sn),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1;const e=this.tip.classList.contains(nn);this._queueCallback((()=>{this._isWithActiveTrigger()||(this._hoverState!==on&&t.remove(),this._cleanTipClass(),this._element.removeAttribute("aria-describedby"),j.trigger(this._element,this.constructor.Event.HIDDEN),this._disposePopper())}),this.tip,e),this._hoverState=""}update(){null!==this._popper&&this._popper.update()}isWithContent(){return Boolean(this.getTitle())}getTipElement(){if(this.tip)return this.tip;const t=document.createElement("div");t.innerHTML=this._config.template;const e=t.children[0];return this.setContent(e),e.classList.remove(nn,sn),this.tip=e,this.tip}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),an)}_sanitizeAndSetContent(t,e,i){const n=V.findOne(i,t);e||!n?this.setElementContent(n,e):n.remove()}setElementContent(t,e){if(null!==t)return o(e)?(e=r(e),void(this._config.html?e.parentNode!==t&&(t.innerHTML="",t.append(e)):t.textContent=e.textContent)):void(this._config.html?(this._config.sanitize&&(e=Yi(e,this._config.allowList,this._config.sanitizeFn)),t.innerHTML=e):t.textContent=e)}getTitle(){const t=this._element.getAttribute("data-bs-original-title")||this._config.title;return this._resolvePossibleFunction(t)}updateAttachment(t){return"right"===t?"end":"left"===t?"start":t}_initializeOnDelegatedTarget(t,e){return e||this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof 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t in this._activeTrigger)if(this._activeTrigger[t])return!0;return!1}_getConfig(t){const e=U.getDataAttributes(this._element);return Object.keys(e).forEach((t=>{Gi.has(t)&&delete e[t]})),(t={...this.constructor.Default,...e,..."object"==typeof t&&t?t:{}}).container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),a(Qi,t,this.constructor.DefaultType),t.sanitize&&(t.template=Yi(t.template,t.allowList,t.sanitizeFn)),t}_getDelegateConfig(){const t={};for(const e in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);return t}_cleanTipClass(){const t=this.getTipElement(),e=new RegExp(`(^|\\s)${this._getBasicClassPrefix()}\\S+`,"g"),i=t.getAttribute("class").match(e);null!==i&&i.length>0&&i.map((t=>t.trim())).forEach((e=>t.classList.remove(e)))}_getBasicClassPrefix(){return"bs-tooltip"}_handlePopperPlacementChange(t){const{state:e}=t;e&&(this.tip=e.elements.popper,this._cleanTipClass(),this._addAttachmentClass(this._getAttachment(e.placement)))}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null)}static jQueryInterface(t){return this.each((function(){const e=un.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(un);const fn={...un.Default,placement:"right",offset:[0,8],trigger:"click",content:"",template:''},pn={...un.DefaultType,content:"(string|element|function)"},mn={HIDE:"hide.bs.popover",HIDDEN:"hidden.bs.popover",SHOW:"show.bs.popover",SHOWN:"shown.bs.popover",INSERTED:"inserted.bs.popover",CLICK:"click.bs.popover",FOCUSIN:"focusin.bs.popover",FOCUSOUT:"focusout.bs.popover",MOUSEENTER:"mouseenter.bs.popover",MOUSELEAVE:"mouseleave.bs.popover"};class gn extends un{static get Default(){return fn}static get NAME(){return"popover"}static get Event(){return mn}static get DefaultType(){return pn}isWithContent(){return this.getTitle()||this._getContent()}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),".popover-header"),this._sanitizeAndSetContent(t,this._getContent(),".popover-body")}_getContent(){return this._resolvePossibleFunction(this._config.content)}_getBasicClassPrefix(){return"bs-popover"}static jQueryInterface(t){return this.each((function(){const 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e=n(this._element),i=this._element.closest(".nav, .list-group");if(i){const e="UL"===i.nodeName||"OL"===i.nodeName?Ln:kn;t=V.find(e,i),t=t[t.length-1]}const s=t?j.trigger(t,"hide.bs.tab",{relatedTarget:this._element}):null;if(j.trigger(this._element,"show.bs.tab",{relatedTarget:t}).defaultPrevented||null!==s&&s.defaultPrevented)return;this._activate(this._element,i);const o=()=>{j.trigger(t,"hidden.bs.tab",{relatedTarget:this._element}),j.trigger(this._element,"shown.bs.tab",{relatedTarget:t})};e?this._activate(e,e.parentNode,o):o()}_activate(t,e,i){const n=(!e||"UL"!==e.nodeName&&"OL"!==e.nodeName?V.children(e,kn):V.find(Ln,e))[0],s=i&&n&&n.classList.contains(On),o=()=>this._transitionComplete(t,n,i);n&&s?(n.classList.remove(Cn),this._queueCallback(o,t,!0)):o()}_transitionComplete(t,e,i){if(e){e.classList.remove(Tn);const t=V.findOne(":scope > .dropdown-menu 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Dn="toast",Sn="hide",Nn="show",In="showing",Pn={animation:"boolean",autohide:"boolean",delay:"number"},jn={animation:!0,autohide:!0,delay:5e3};class Mn extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get DefaultType(){return Pn}static get Default(){return jn}static get NAME(){return 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file mode 100644 index 0000000..36cb328 --- /dev/null +++ b/Bektanov2025/ibdmdb_benchmarking_files/libs/quarto-html/quarto-syntax-highlighting.css @@ -0,0 +1,171 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; +} + +code span.at { + color: #657422; +} + +code span.ss { + color: #20794D; +} + +code span.an { + color: #5E5E5E; +} + +code span.fu { + color: #4758AB; +} + +code span.st { + color: #20794D; +} + +code span.cf { + color: #003B4F; +} + +code span.op { + color: #5E5E5E; +} + +code span.er { + color: #AD0000; +} + +code span.bn { + color: #AD0000; +} + +code span.al { + color: #AD0000; +} + +code span.va { + color: #111111; +} + +code span.pp { + color: #AD0000; +} + +code span.in { + color: #5E5E5E; +} + +code span.vs { + color: #20794D; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; +} + +code span.ch { + color: #20794D; +} + +code span.dt { + color: #AD0000; +} + +code span.fl { + color: #AD0000; +} + +code span.co { + color: #5E5E5E; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; +} + +code span.sc { + color: #5E5E5E; +} + +code span.dv { + color: #AD0000; +} + +code span.kw { + color: #003B4F; +} + +.prevent-inlining { + content: " { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id=${anchor}]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + sectionIndex = 0; + } else { + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + } + + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append(titleEl.innerText, toggleIcon); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + const elRect = el.getBoundingClientRect(); + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + positionToggle(); + }, 50) + ); + positionToggle(); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > * " + ); + let lastBottom = 0; + for (const marginChild of marginChildren) { + const top = marginChild.getBoundingClientRect().top; + if (top < lastBottom) { + const margin = lastBottom - top; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const top = + el.getBoundingClientRect().top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightSideConflictEls)); + sidebarScrollVisiblity(toRegions(leftSideConflictEls)); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility(toRegions(leftSideConflictEls)); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (depth === 1 || hasActiveChild || prevSiblingIsActiveLink(el)) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + + if (tocEl) { + walk(tocEl, 0); + updateActiveLink(); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} diff --git a/Bektanov2025/ibdmdb_benchmarking_files/libs/quarto-html/tippy.css b/Bektanov2025/ibdmdb_benchmarking_files/libs/quarto-html/tippy.css new file mode 100644 index 0000000..e6ae635 --- /dev/null +++ b/Bektanov2025/ibdmdb_benchmarking_files/libs/quarto-html/tippy.css @@ -0,0 +1 @@ +.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center bottom}.tippy-box[data-placement^=left]>.tippy-arrow{right:0}.tippy-box[data-placement^=left]>.tippy-arrow:before{border-width:8px 0 8px 8px;border-left-color:initial;right:-7px;transform-origin:center 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0===i&&(i={x:0,y:0}),{top:t.top-e.height-i.y,right:t.right-e.width+i.x,bottom:t.bottom-e.height+i.y,left:t.left-e.width-i.x}}function Se(t){return[mt,_t,gt,bt].some((function(e){return t[e]>=0}))}const Ne={name:"hide",enabled:!0,phase:"main",requiresIfExists:["preventOverflow"],fn:function(t){var e=t.state,i=t.name,n=e.rects.reference,s=e.rects.popper,o=e.modifiersData.preventOverflow,r=ke(e,{elementContext:"reference"}),a=ke(e,{altBoundary:!0}),l=De(r,n),c=De(a,s,o),h=Se(l),d=Se(c);e.modifiersData[i]={referenceClippingOffsets:l,popperEscapeOffsets:c,isReferenceHidden:h,hasPopperEscaped:d},e.attributes.popper=Object.assign({},e.attributes.popper,{"data-popper-reference-hidden":h,"data-popper-escaped":d})}},Ie={name:"offset",enabled:!0,phase:"main",requires:["popperOffsets"],fn:function(t){var e=t.state,i=t.options,n=t.name,s=i.offset,o=void 0===s?[0,0]:s,r=Lt.reduce((function(t,i){return t[i]=function(t,e,i){var n=Ut(t),s=[bt,mt].indexOf(n)>=0?-1:1,o="function"==typeof 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0===p?0:p,g=ke(e,{boundary:l,rootBoundary:c,padding:d,altBoundary:h}),_=Ut(e.placement),b=ce(e.placement),v=!b,y=ee(_),w="x"===y?"y":"x",E=e.modifiersData.popperOffsets,A=e.rects.reference,T=e.rects.popper,O="function"==typeof m?m(Object.assign({},e.rects,{placement:e.placement})):m,C={x:0,y:0};if(E){if(o||a){var k="y"===y?mt:bt,L="y"===y?gt:_t,x="y"===y?"height":"width",D=E[y],S=E[y]+g[k],N=E[y]-g[L],I=f?-T[x]/2:0,P=b===wt?A[x]:T[x],j=b===wt?-T[x]:-A[x],M=e.elements.arrow,H=f&&M?Kt(M):{width:0,height:0},B=e.modifiersData["arrow#persistent"]?e.modifiersData["arrow#persistent"].padding:{top:0,right:0,bottom:0,left:0},R=B[k],W=B[L],$=oe(0,A[x],H[x]),z=v?A[x]/2-I-$-R-O:P-$-R-O,q=v?-A[x]/2+I+$+W+O:j+$+W+O,F=e.elements.arrow&&te(e.elements.arrow),U=F?"y"===y?F.clientTop||0:F.clientLeft||0:0,V=e.modifiersData.offset?e.modifiersData.offset[e.placement][y]:0,K=E[y]+z-V-U,X=E[y]+q-V;if(o){var Y=oe(f?ne(S,K):S,D,f?ie(N,X):N);E[y]=Y,C[y]=Y-D}if(a){var Q="x"===y?mt:bt,G="x"===y?gt:_t,Z=E[w],J=Z+g[Q],tt=Z-g[G],et=oe(f?ne(J,K):J,Z,f?ie(tt,X):tt);E[w]=et,C[w]=et-Z}}e.modifiersData[n]=C}},requiresIfExists:["offset"]};function Me(t,e,i){void 0===i&&(i=!1);var n=zt(e);zt(e)&&function(t){var e=t.getBoundingClientRect();e.width,t.offsetWidth,e.height,t.offsetHeight}(e);var s,o,r=Gt(e),a=Vt(t),l={scrollLeft:0,scrollTop:0},c={x:0,y:0};return(n||!n&&!i)&&(("body"!==Rt(e)||we(r))&&(l=(s=e)!==Wt(s)&&zt(s)?{scrollLeft:(o=s).scrollLeft,scrollTop:o.scrollTop}:ve(s)),zt(e)?((c=Vt(e)).x+=e.clientLeft,c.y+=e.clientTop):r&&(c.x=ye(r))),{x:a.left+l.scrollLeft-c.x,y:a.top+l.scrollTop-c.y,width:a.width,height:a.height}}function He(t){var e=new Map,i=new Set,n=[];function s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;ij.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(t){if(void 0===Fe)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let e=this._element;"parent"===this._config.reference?e=t:o(this._config.reference)?e=r(this._config.reference):"object"==typeof this._config.reference&&(e=this._config.reference);const i=this._getPopperConfig(),n=i.modifiers.find((t=>"applyStyles"===t.name&&!1===t.enabled));this._popper=qe(e,this._menu,i),n&&U.setDataAttribute(this._menu,"popper","static")}_isShown(t=this._element){return t.classList.contains(Je)}_getMenuElement(){return V.next(this._element,ei)[0]}_getPlacement(){const t=this._element.parentNode;if(t.classList.contains("dropend"))return ri;if(t.classList.contains("dropstart"))return ai;const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ni:ii:e?oi:si}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;ie+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'',trigger:"hover 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t=this.getTipElement();if(j.trigger(this._element,this.constructor.Event.HIDE).defaultPrevented)return;t.classList.remove(sn),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1;const e=this.tip.classList.contains(nn);this._queueCallback((()=>{this._isWithActiveTrigger()||(this._hoverState!==on&&t.remove(),this._cleanTipClass(),this._element.removeAttribute("aria-describedby"),j.trigger(this._element,this.constructor.Event.HIDDEN),this._disposePopper())}),this.tip,e),this._hoverState=""}update(){null!==this._popper&&this._popper.update()}isWithContent(){return Boolean(this.getTitle())}getTipElement(){if(this.tip)return this.tip;const t=document.createElement("div");t.innerHTML=this._config.template;const e=t.children[0];return this.setContent(e),e.classList.remove(nn,sn),this.tip=e,this.tip}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),an)}_sanitizeAndSetContent(t,e,i){const n=V.findOne(i,t);e||!n?this.setElementContent(n,e):n.remove()}setElementContent(t,e){if(null!==t)return o(e)?(e=r(e),void(this._config.html?e.parentNode!==t&&(t.innerHTML="",t.append(e)):t.textContent=e.textContent)):void(this._config.html?(this._config.sanitize&&(e=Yi(e,this._config.allowList,this._config.sanitizeFn)),t.innerHTML=e):t.textContent=e)}getTitle(){const t=this._element.getAttribute("data-bs-original-title")||this._config.title;return this._resolvePossibleFunction(t)}updateAttachment(t){return"right"===t?"end":"left"===t?"start":t}_initializeOnDelegatedTarget(t,e){return e||this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof 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file mode 100644 index 0000000..36cb328 --- /dev/null +++ b/Bektanov2025/ihmp_ibd_replication_files/libs/quarto-html/quarto-syntax-highlighting.css @@ -0,0 +1,171 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; +} + +code span.at { + color: #657422; +} + +code span.ss { + color: #20794D; +} + +code span.an { + color: #5E5E5E; +} + +code span.fu { + color: #4758AB; +} + +code span.st { + color: #20794D; +} + +code span.cf { + color: #003B4F; +} + +code span.op { + color: #5E5E5E; +} + +code span.er { + color: #AD0000; +} + +code span.bn { + color: #AD0000; +} + +code span.al { + color: #AD0000; +} + +code span.va { + color: #111111; +} + +code span.pp { + color: #AD0000; +} + +code span.in { + color: #5E5E5E; +} + +code span.vs { + color: #20794D; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; +} + +code span.ch { + color: #20794D; +} + +code span.dt { + color: #AD0000; +} + +code span.fl { + color: #AD0000; +} + +code span.co { + color: #5E5E5E; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; +} + +code span.sc { + color: #5E5E5E; +} + +code span.dv { + color: #AD0000; +} + +code span.kw { + color: #003B4F; +} + +.prevent-inlining { + content: " { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id=${anchor}]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + sectionIndex = 0; + } else { + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + } + + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append(titleEl.innerText, toggleIcon); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + const elRect = el.getBoundingClientRect(); + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + positionToggle(); + }, 50) + ); + positionToggle(); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > * " + ); + let lastBottom = 0; + for (const marginChild of marginChildren) { + const top = marginChild.getBoundingClientRect().top; + if (top < lastBottom) { + const margin = lastBottom - top; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const top = + el.getBoundingClientRect().top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightSideConflictEls)); + sidebarScrollVisiblity(toRegions(leftSideConflictEls)); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility(toRegions(leftSideConflictEls)); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (depth === 1 || hasActiveChild || prevSiblingIsActiveLink(el)) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + + if (tocEl) { + walk(tocEl, 0); + updateActiveLink(); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} diff --git a/Bektanov2025/ihmp_ibd_replication_files/libs/quarto-html/tippy.css b/Bektanov2025/ihmp_ibd_replication_files/libs/quarto-html/tippy.css new file mode 100644 index 0000000..e6ae635 --- /dev/null +++ b/Bektanov2025/ihmp_ibd_replication_files/libs/quarto-html/tippy.css @@ -0,0 +1 @@ +.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center bottom}.tippy-box[data-placement^=left]>.tippy-arrow{right:0}.tippy-box[data-placement^=left]>.tippy-arrow:before{border-width:8px 0 8px 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b/Bektanov2025/joint_rpca_example.html new file mode 100644 index 0000000..617e95e --- /dev/null +++ b/Bektanov2025/joint_rpca_example.html @@ -0,0 +1,1049 @@ + + + + + + + + + +Joint RPCA Reproducible Example + + + + + + + + + + + + + + + + + + + +
+ +
+ +
+
+

Joint RPCA Reproducible Example

+
+ + + +
+ + + +
+ + +
+ +
+
options(warn = -1)
+# Load user-defined functions
+source("../R/dependencies.R")
+source("../R/jointRPCA.R")
+source("../R/jointRPCAuniversal.R")
+source("../R/jointOptspaceHelper.R")
+source("../R/jointOptspaceSolve.R")
+source("../R/optspaceHelper.R")
+source("../R/transformHelper.R")
+source("../R/transform.R")
+source("../R/maskValueOnly.R")
+source("../R/rpcaTableProcessing.R")
+source("../R/jointRPCAutils.R")
+
+# Load Data and Run Joint RPCA
+
+# Example using MAE from mia::HintikkaXOData
+
+#load example data
+data(HintikkaXOData)
+
+split_df <- read.csv("split.csv", stringsAsFactors = FALSE)
+md <- DataFrame(split = split_df$split, row.names = split_df$sample)
+
+#run joint RPCA on MultiAssayExperiment object
+set.seed(42)
+result <- jointRPCAuniversal(
+  data = HintikkaXOData,
+  n.components = 3,
+  sample.metadata = md,
+  train.test.column = "split",   
+  rclr.transform.tables = TRUE,
+  min.sample.count = 1,
+  min.feature.count = 1,
+  min.feature.frequency = 0.0,
+  max.iterations = 2000
+)
+
+# Compute and Store Sample Scores
+
+#compute dataset-specific sample scores
+rclr.tables <- result$rclr.tables
+dataset_specific_scores <- .dataset_specific_scores(rclr.tables, n.components = 3, max.iterations = 500)
+
+#store dataset-specific sample scores per experiment
+for (i in seq_along(dataset_specific_scores)) {
+  experiment_name <- names(HintikkaXOData)[i]
+  reducedDim(HintikkaXOData[[experiment_name]], "localRPCA") <- dataset_specific_scores[[i]]
+}
+
+#view dataset-specific sample scores
+for (name in names(HintikkaXOData)) {
+  cat("\nSample Scores for:", name, "\n")
+  print(head(reducedDim(HintikkaXOData[[name]], "localRPCA")))
+}
+
+

+Sample Scores for: microbiota 
+           PC1         PC2          PC3
+C1  0.00228215  0.36750385 -0.009448285
+C2 -0.18395019 -0.02725198 -0.050812321
+C3 -0.03295736 -0.24635954 -0.121114478
+C4 -0.02500226 -0.23796880 -0.196331104
+C5 -0.14715152 -0.01602391 -0.036341503
+C6 -0.17352032 -0.02198293  0.093872517
+
+Sample Scores for: metabolites 
+           PC1         PC2          PC3
+C1 -0.17238364 -0.31008775  0.036511826
+C2 -0.18962972 -0.35217439 -0.114701104
+C3 -0.04362682 -0.05822017 -0.008047038
+C4 -0.24917108 -0.10720623 -0.009442749
+C5 -0.08870401 -0.05671772  0.076412881
+C6 -0.08889251 -0.03736654  0.157566127
+
+Sample Scores for: biomarkers 
+           PC1         PC2         PC3
+C1 -0.11864270  0.16769614 -0.10654832
+C2 -0.41271562 -0.27980777 -0.04827666
+C3 -0.08053240  0.15640803 -0.11768326
+C4 -0.07201864  0.15435685 -0.12457581
+C5 -0.04260597  0.08035402 -0.18933267
+C6 -0.10746527  0.22954838  0.23133668
+
+
#store joint RPCA sample scores in taxonomic experiment
+reducedDim(HintikkaXOData[["microbiota"]], "jointRPCA") <- result$ord.res$samples
+
+#view joint RPCA sample scores
+head(reducedDim(HintikkaXOData[["microbiota"]], "jointRPCA"))
+
+
            PC1         PC2          PC3
+C1  0.005887902  0.41055376  0.079647217
+C2 -0.225648455 -0.02248729 -0.037726242
+C3 -0.058922590 -0.24400104 -0.118445914
+C4 -0.174398533 -0.02707628 -0.036040760
+C5 -0.181371739 -0.10313491  0.050101720
+C6 -0.262422815 -0.04505269 -0.001817836
+
+
# Compute and Store Feature Loadings
+
+#compute dataset-specific feature loadings
+dataset_specific_loadings <- .dataset_specific_loadings(rclr.tables, n.components = 3, max.iterations = 500)
+
+#store dataset-specific feature loadings per experiment
+for (i in seq_along(dataset_specific_loadings)) {
+  experiment_name <- names(HintikkaXOData)[i]
+  metadata(HintikkaXOData[[experiment_name]])$localRPCA_feature_loadings <- dataset_specific_loadings[[i]]
+}
+
+#view dataset-specific feature loadings per experiment
+for (name in names(HintikkaXOData)) {
+  cat("\nFeature Loadings for:", name, "\n")
+  print(head(metadata(HintikkaXOData[[name]])$localRPCA_feature_loadings))
+}
+
+

+Feature Loadings for: microbiota 
+                               PC1          PC2           PC3
+CVJT01000011.50.2173  -0.011256029  0.006396032 -0.0095611362
+CCPS01000022.154.1916 -0.015108933  0.003229157  0.0162747334
+KJ923794.1.1762       -0.007124356  0.004539874 -0.0008993023
+EU622687.1.1587        0.033624771 -0.006659090  0.0214629280
+KY646024.1.1591        0.007662108 -0.002936159 -0.0022730601
+JUOP01000215.81.1657   0.010196082  0.004223211 -0.0032842942
+
+Feature Loadings for: metabolites 
+                    PC1         PC2         PC3
+Butyrate     0.34750678 -0.06189368  0.21900943
+Acetate      0.08105319  0.11187031  0.48230454
+Propionate   0.09723823  0.08380965  0.31634064
+Valerate    -0.05475518  0.01351471  0.05121797
+Isovalerate -0.11527917 -0.08740315 -0.12200709
+Isobutyrate -0.27926819 -0.19409012 -0.09943630
+
+Feature Loadings for: biomarkers 
+                             PC1          PC2         PC3
+Triglycerides_liver -0.116946028  0.051312911  0.06155012
+CLSs_epi            -0.221754547  0.065986305  0.11327474
+Mononucl_epi        -0.018381662 -0.003254403  0.06435275
+miR21_liver          0.665769835  0.631496919 -0.05028536
+miR122_liver        -0.004276595  0.019148780  0.26519956
+miR192_liver        -0.500250263  0.523257039 -0.25043527
+
+
#store joint feature loadings
+metadata(HintikkaXOData[["microbiota"]])$jointRPCA_feature_loadings <- result$ord.res$features
+
+#view joint feature loadings
+head(metadata(HintikkaXOData[["microbiota"]])$jointRPCA_feature_loadings)
+
+
                               PC1          PC2          PC3
+CVJT01000011.50.2173  -0.012163046  0.002512836 -0.010689616
+CCPS01000022.154.1916 -0.006791903  0.008649633  0.018901745
+KJ923794.1.1762       -0.009208979  0.005896883 -0.001136461
+EU622687.1.1587        0.023451649 -0.002284012  0.022252554
+KY646024.1.1591        0.009936049 -0.004016313 -0.003072242
+JUOP01000215.81.1657   0.009330692  0.004596238 -0.003051944
+
+
# Benchmarking
+
+#choose label column explicitly
+target_label <- "Fat"
+
+#common samples across all rCLR tables
+common_samples <- Reduce(intersect, lapply(result$rclr.tables, colnames))
+
+#export the rCLR tables that R used
+dir.create("interop/rclr_R", showWarnings = FALSE, recursive = TRUE)
+for (i in seq_along(result$rclr.tables)) {
+  M <- result$rclr.tables[[i]][, common_samples, drop = FALSE]
+  #drop the same rows R later drops for RPCA (finite + non-zero sd)
+  ok_finite <- apply(M, 1, function(v) all(is.finite(v)))
+  sds <- apply(M, 1, sd)
+  M <- M[ ok_finite & is.finite(sds) & sds > 0, , drop = FALSE]
+  write.csv(M, sprintf("interop/rclr_R/view_%d_rclr_R.csv", i), row.names = TRUE)
+}
+
+#helpers
+keep_finite_cols <- function(X) {
+  ok <- apply(X, 2, function(v) all(is.finite(v)))
+  if (!any(ok)) stop("All columns removed by finite filter.")
+  X[, ok, drop = FALSE]
+}
+drop_constant_cols <- function(X) {
+  sds <- apply(X, 2, function(v) sd(v, na.rm = TRUE))
+  keep <- is.finite(sds) & (sds > 0)
+  if (!any(keep)) stop("No non-constant columns remain after filtering.")
+  X[, keep, drop = FALSE]
+}
+prep_train_test <- function(X_train, X_test) {
+  m <- colMeans(X_train, na.rm = TRUE)
+  s <- apply(X_train, 2, sd, na.rm = TRUE)
+  s[s == 0 | !is.finite(s)] <- 1
+  list(
+    Xtr = sweep(sweep(X_train, 2, m, "-"), 2, s, "/"),
+    Xte = sweep(sweep(X_test,  2, m, "-"), 2, s, "/")
+  )
+}
+
+#build feature sets
+#concatenated rCLR -> PCA (global PCA baseline)
+X_list <- lapply(result$rclr.tables, function(tbl) t(tbl[, common_samples, drop = FALSE]))
+features_rclr_concat <- do.call(cbind, X_list)
+features_rclr_concat <- keep_finite_cols(features_rclr_concat)
+features_rclr_concat <- drop_constant_cols(features_rclr_concat)
+pca_concat <- prcomp(features_rclr_concat, center = TRUE, scale. = TRUE)
+features_concat_pca <- pca_concat$x[, 1:min(10, ncol(pca_concat$x)), drop = FALSE]
+
+#per-layer PCA -> concatenate
+K_pcs <- 3
+dataset_specific_pca_scores <- lapply(result$rclr.tables, function(tbl) {
+  X <- t(tbl[, common_samples, drop = FALSE])            
+  X <- keep_finite_cols(X); X <- drop_constant_cols(X)
+  pca <- prcomp(X, center = TRUE, scale. = TRUE)
+  k <- min(K_pcs, ncol(pca$x))
+  pca$x[, seq_len(k), drop = FALSE]
+})
+features_pca_concat <- do.call(cbind, dataset_specific_pca_scores)
+
+#per-layer RPCA -> concatenate
+dataset_specific_scores_aligned <- lapply(dataset_specific_scores, function(S) {
+  S <- S[common_samples, , drop = FALSE]
+  S <- keep_finite_cols(S); drop_constant_cols(S)
+})
+features_rpca_concat <- do.call(cbind, dataset_specific_scores_aligned)
+
+#joint-RPCA shared scores
+features_jointRPCA <- result$ord.res$samples[common_samples, , drop = FALSE]
+features_jointRPCA <- keep_finite_cols(features_jointRPCA)
+features_jointRPCA <- drop_constant_cols(features_jointRPCA)
+
+#MOFA+ factors
+res_mofa <- NULL
+mofa_in <- lapply(result$rclr.tables, function(M) {
+  V <- M[, common_samples, drop = FALSE]        
+  ok_finite <- apply(V, 1, function(v) all(is.finite(v)))
+  V <- V[ok_finite, , drop = FALSE]
+  sds <- apply(V, 1, sd)
+  V <- V[sds > 0 & is.finite(sds), , drop = FALSE]
+  V
+})
+
+mofa <- create_mofa(mofa_in)
+data_opts     <- get_default_data_options(mofa)
+model_opts    <- get_default_model_options(mofa)
+training_opts <- get_default_training_options(mofa)
+
+has_basilisk_prepare <- "use_basilisk" %in% names(formals(MOFA2::prepare_mofa))
+has_basilisk_run     <- "use_basilisk" %in% names(formals(MOFA2::run_mofa))
+
+if (has_basilisk_prepare) {
+  mofa <- prepare_mofa(
+    object = mofa,
+    data_options = data_opts,
+    model_options = model_opts,
+    training_options = training_opts,
+    use_basilisk = TRUE
+  )
+} else {
+  mofa <- prepare_mofa(
+    object = mofa,
+    data_options = data_opts,
+    model_options = model_opts,
+    training_options = training_opts
+  )
+}
+
+set.seed(1)
+if (has_basilisk_run) {
+  mofa <- run_mofa(mofa, use_basilisk = TRUE)
+} else {
+  mofa <- run_mofa(mofa)
+}
+
+

+        #########################################################
+        ###           __  __  ____  ______                    ### 
+        ###          |  \/  |/ __ \|  ____/\    _             ### 
+        ###          | \  / | |  | | |__ /  \ _| |_           ### 
+        ###          | |\/| | |  | |  __/ /\ \_   _|          ###
+        ###          | |  | | |__| | | / ____ \|_|            ###
+        ###          |_|  |_|\____/|_|/_/    \_\              ###
+        ###                                                   ### 
+        ######################################################### 
+       
+ 
+        
+use_float32 set to True: replacing float64 arrays by float32 arrays to speed up computations...
+
+Successfully loaded view='view_1' group='group1' with N=40 samples and D=4597 features...
+Successfully loaded view='view_2' group='group1' with N=40 samples and D=26 features...
+Successfully loaded view='view_3' group='group1' with N=40 samples and D=10 features...
+
+
+Model options:
+- Automatic Relevance Determination prior on the factors: False
+- Automatic Relevance Determination prior on the weights: True
+- Spike-and-slab prior on the factors: False
+- Spike-and-slab prior on the weights: False
+Likelihoods:
+- View 0 (view_1): gaussian
+- View 1 (view_2): gaussian
+- View 2 (view_3): gaussian
+
+
+
+Warning: some view(s) have less than 15 features, MOFA won't be able to learn meaningful factors for these view(s)...
+
+
+
+######################################
+## Training the model with seed 42 ##
+######################################
+
+
+ELBO before training: -2019546.39 
+
+Iteration 1: time=0.03, ELBO=-140798.62, deltaELBO=1878747.772 (93.02820584%), Factors=15
+Iteration 2: time=0.03, Factors=15
+Iteration 3: time=0.02, Factors=15
+Iteration 4: time=0.02, Factors=15
+Iteration 5: time=0.02, Factors=15
+Iteration 6: time=0.04, ELBO=-118984.59, deltaELBO=21814.023 (1.08014469%), Factors=15
+Iteration 7: time=0.03, Factors=15
+Iteration 8: time=0.02, Factors=15
+Iteration 9: time=0.03, Factors=15
+Iteration 10: time=0.02, Factors=15
+Iteration 11: time=0.03, ELBO=-114828.31, deltaELBO=4156.286 (0.20580293%), Factors=15
+Iteration 12: time=0.02, Factors=15
+Iteration 13: time=0.02, Factors=15
+Iteration 14: time=0.02, Factors=15
+Iteration 15: time=0.03, Factors=15
+Iteration 16: time=0.03, ELBO=-113596.71, deltaELBO=1231.602 (0.06098411%), Factors=15
+Iteration 17: time=0.02, Factors=15
+Iteration 18: time=0.02, Factors=15
+Iteration 19: time=0.02, Factors=15
+Iteration 20: time=0.02, Factors=15
+Iteration 21: time=0.02, ELBO=-112460.99, deltaELBO=1135.714 (0.05623610%), Factors=15
+Iteration 22: time=0.02, Factors=15
+Iteration 23: time=0.02, Factors=15
+Iteration 24: time=0.03, Factors=15
+Iteration 25: time=0.03, Factors=15
+Iteration 26: time=0.03, ELBO=-111104.42, deltaELBO=1356.573 (0.06717218%), Factors=15
+Iteration 27: time=0.02, Factors=15
+Iteration 28: time=0.02, Factors=15
+Iteration 29: time=0.02, Factors=15
+Iteration 30: time=0.02, Factors=15
+Iteration 31: time=0.03, ELBO=-109599.63, deltaELBO=1504.791 (0.07451134%), Factors=15
+Iteration 32: time=0.02, Factors=15
+Iteration 33: time=0.03, Factors=15
+Iteration 34: time=0.02, Factors=15
+Iteration 35: time=0.02, Factors=15
+Iteration 36: time=0.03, ELBO=-109133.99, deltaELBO=465.639 (0.02305659%), Factors=15
+Iteration 37: time=0.02, Factors=15
+Iteration 38: time=0.02, Factors=15
+Iteration 39: time=0.02, Factors=15
+Iteration 40: time=0.03, Factors=15
+Iteration 41: time=0.03, ELBO=-108748.35, deltaELBO=385.635 (0.01909513%), Factors=15
+Iteration 42: time=0.02, Factors=15
+Iteration 43: time=0.02, Factors=15
+Iteration 44: time=0.03, Factors=15
+Iteration 45: time=0.03, Factors=15
+Iteration 46: time=0.04, ELBO=-107780.16, deltaELBO=968.192 (0.04794108%), Factors=15
+Iteration 47: time=0.03, Factors=15
+Iteration 48: time=0.03, Factors=15
+Iteration 49: time=0.03, Factors=15
+Iteration 50: time=0.02, Factors=15
+Iteration 51: time=0.03, ELBO=-107238.20, deltaELBO=541.958 (0.02683563%), Factors=15
+Iteration 52: time=0.02, Factors=15
+Iteration 53: time=0.03, Factors=15
+Iteration 54: time=0.03, Factors=15
+Iteration 55: time=0.03, Factors=15
+Iteration 56: time=0.04, ELBO=-107187.98, deltaELBO=50.223 (0.00248687%), Factors=15
+Iteration 57: time=0.04, Factors=15
+Iteration 58: time=0.05, Factors=15
+Iteration 59: time=0.06, Factors=15
+Iteration 60: time=0.06, Factors=15
+Iteration 61: time=0.07, ELBO=-107160.16, deltaELBO=27.818 (0.00137742%), Factors=15
+Iteration 62: time=0.05, Factors=15
+Iteration 63: time=0.04, Factors=15
+Iteration 64: time=0.05, Factors=15
+Iteration 65: time=0.04, Factors=15
+Iteration 66: time=0.03, ELBO=-107135.00, deltaELBO=25.160 (0.00124581%), Factors=15
+Iteration 67: time=0.04, Factors=15
+Iteration 68: time=0.04, Factors=15
+Iteration 69: time=0.04, Factors=15
+Iteration 70: time=0.05, Factors=15
+Iteration 71: time=0.05, ELBO=-107108.59, deltaELBO=26.415 (0.00130798%), Factors=15
+Iteration 72: time=0.04, Factors=15
+Iteration 73: time=0.04, Factors=15
+Iteration 74: time=0.03, Factors=15
+Iteration 75: time=0.03, Factors=15
+Iteration 76: time=0.03, ELBO=-107079.96, deltaELBO=28.626 (0.00141743%), Factors=15
+Iteration 77: time=0.02, Factors=15
+Iteration 78: time=0.02, Factors=15
+Iteration 79: time=0.03, Factors=15
+Iteration 80: time=0.03, Factors=15
+Iteration 81: time=0.02, ELBO=-107047.72, deltaELBO=32.239 (0.00159636%), Factors=15
+Iteration 82: time=0.02, Factors=15
+Iteration 83: time=0.02, Factors=15
+Iteration 84: time=0.02, Factors=15
+Iteration 85: time=0.03, Factors=15
+Iteration 86: time=0.03, ELBO=-107009.81, deltaELBO=37.911 (0.00187720%), Factors=15
+Iteration 87: time=0.02, Factors=15
+Iteration 88: time=0.03, Factors=15
+Iteration 89: time=0.02, Factors=15
+Iteration 90: time=0.03, Factors=15
+Iteration 91: time=0.03, ELBO=-106963.02, deltaELBO=46.788 (0.00231676%), Factors=15
+Iteration 92: time=0.02, Factors=15
+Iteration 93: time=0.03, Factors=15
+Iteration 94: time=0.02, Factors=15
+Iteration 95: time=0.02, Factors=15
+Iteration 96: time=0.03, ELBO=-106901.41, deltaELBO=61.610 (0.00305066%), Factors=15
+Iteration 97: time=0.02, Factors=15
+Iteration 98: time=0.03, Factors=15
+Iteration 99: time=0.03, Factors=15
+Iteration 100: time=0.03, Factors=15
+Iteration 101: time=0.03, ELBO=-106813.90, deltaELBO=87.510 (0.00433314%), Factors=15
+Iteration 102: time=0.03, Factors=15
+Iteration 103: time=0.03, Factors=15
+Iteration 104: time=0.03, Factors=15
+Iteration 105: time=0.03, Factors=15
+Iteration 106: time=0.03, ELBO=-106675.59, deltaELBO=138.313 (0.00684871%), Factors=15
+Iteration 107: time=0.03, Factors=15
+Iteration 108: time=0.03, Factors=15
+Iteration 109: time=0.03, Factors=15
+Iteration 110: time=0.03, Factors=15
+Iteration 111: time=0.03, ELBO=-106419.56, deltaELBO=256.028 (0.01267748%), Factors=15
+Iteration 112: time=0.03, Factors=15
+Iteration 113: time=0.03, Factors=15
+Iteration 114: time=0.03, Factors=15
+Iteration 115: time=0.03, Factors=15
+Iteration 116: time=0.03, ELBO=-105791.28, deltaELBO=628.284 (0.03111013%), Factors=15
+Iteration 117: time=0.03, Factors=15
+Iteration 118: time=0.02, Factors=15
+Iteration 119: time=0.02, Factors=15
+Iteration 120: time=0.02, Factors=15
+Iteration 121: time=0.03, ELBO=-103819.20, deltaELBO=1972.079 (0.09764962%), Factors=15
+Iteration 122: time=0.02, Factors=15
+Iteration 123: time=0.03, Factors=15
+Iteration 124: time=0.03, Factors=15
+Iteration 125: time=0.02, Factors=15
+Iteration 126: time=0.03, ELBO=-103517.25, deltaELBO=301.950 (0.01495136%), Factors=15
+Iteration 127: time=0.02, Factors=15
+Iteration 128: time=0.03, Factors=15
+Iteration 129: time=0.03, Factors=15
+Iteration 130: time=0.02, Factors=15
+Iteration 131: time=0.03, ELBO=-103487.58, deltaELBO=29.670 (0.00146912%), Factors=15
+Iteration 132: time=0.02, Factors=15
+Iteration 133: time=0.03, Factors=15
+Iteration 134: time=0.03, Factors=15
+Iteration 135: time=0.03, Factors=15
+Iteration 136: time=0.03, ELBO=-103464.02, deltaELBO=23.564 (0.00116679%), Factors=15
+Iteration 137: time=0.03, Factors=15
+Iteration 138: time=0.03, Factors=15
+Iteration 139: time=0.03, Factors=15
+Iteration 140: time=0.03, Factors=15
+Iteration 141: time=0.03, ELBO=-103442.21, deltaELBO=21.811 (0.00107997%), Factors=15
+Iteration 142: time=0.03, Factors=15
+Iteration 143: time=0.03, Factors=15
+Iteration 144: time=0.03, Factors=15
+Iteration 145: time=0.03, Factors=15
+Iteration 146: time=0.03, ELBO=-103422.17, deltaELBO=20.036 (0.00099212%), Factors=15
+Iteration 147: time=0.03, Factors=15
+Iteration 148: time=0.03, Factors=15
+Iteration 149: time=0.03, Factors=15
+Iteration 150: time=0.03, Factors=15
+Iteration 151: time=0.03, ELBO=-103403.83, deltaELBO=18.337 (0.00090799%), Factors=15
+Iteration 152: time=0.03, Factors=15
+Iteration 153: time=0.03, Factors=15
+Iteration 154: time=0.03, Factors=15
+Iteration 155: time=0.03, Factors=15
+Iteration 156: time=0.03, ELBO=-103387.75, deltaELBO=16.081 (0.00079625%), Factors=15
+Iteration 157: time=0.03, Factors=15
+Iteration 158: time=0.04, Factors=15
+Iteration 159: time=0.04, Factors=15
+Iteration 160: time=0.04, Factors=15
+Iteration 161: time=0.05, ELBO=-103373.73, deltaELBO=14.023 (0.00069435%), Factors=15
+Iteration 162: time=0.04, Factors=15
+Iteration 163: time=0.04, Factors=15
+Iteration 164: time=0.04, Factors=15
+Iteration 165: time=0.04, Factors=15
+Iteration 166: time=0.04, ELBO=-103361.64, deltaELBO=12.093 (0.00059880%), Factors=15
+Iteration 167: time=0.04, Factors=15
+Iteration 168: time=0.04, Factors=15
+Iteration 169: time=0.04, Factors=15
+Iteration 170: time=0.04, Factors=15
+Iteration 171: time=0.04, ELBO=-103351.16, deltaELBO=10.472 (0.00051855%), Factors=15
+Iteration 172: time=0.04, Factors=15
+Iteration 173: time=0.04, Factors=15
+Iteration 174: time=0.03, Factors=15
+Iteration 175: time=0.05, Factors=15
+Iteration 176: time=0.05, ELBO=-103341.82, deltaELBO=9.342 (0.00046256%), Factors=15
+Iteration 177: time=0.04, Factors=15
+Iteration 178: time=0.04, Factors=15
+Iteration 179: time=0.04, Factors=15
+Iteration 180: time=0.04, Factors=15
+Iteration 181: time=0.05, ELBO=-103333.45, deltaELBO=8.376 (0.00041475%), Factors=15
+
+Converged!
+
+
+
+#######################
+## Training finished ##
+#######################
+
+
+Saving model in C:\Users\7349~1\AppData\Local\Temp\RtmpU1RbWh/mofa_20250917-140737.hdf5...
+
+
fac_list <- get_factors(mofa, factors = "all", as.data.frame = FALSE)
+mofa_factors <- fac_list[[1]]  
+mofa_factors <- mofa_factors[rownames(features_jointRPCA), , drop = FALSE]
+
+ve <- MOFA2::calculate_variance_explained(mofa)
+ve_global <- ve$r2_total[[1]]                   
+
+top3 <- order(ve_global, decreasing = TRUE)[seq_len(min(3, ncol(mofa_factors)))]
+mofa_top3 <- mofa_factors[, top3, drop = FALSE]
+
+#random baseline
+set.seed(1)
+features_random <- matrix(rnorm(length(common_samples) * 10),
+                          nrow = length(common_samples), ncol = 10,
+                          dimnames = list(common_samples, paste0("rand_", 1:10)))
+
+#labels: use target_label ("Fat")
+cd <- as.data.frame(colData(HintikkaXOData)[common_samples, , drop = FALSE])
+labels0 <- as.factor(cd[[target_label]])
+
+#drop NAs and classes with <2 samples
+keep_idx <- !is.na(labels0)
+tab0 <- table(labels0[keep_idx])
+keep_classes <- names(tab0)[tab0 >= 2]
+keep_idx <- keep_idx & labels0 %in% keep_classes
+if (!any(keep_idx)) stop("After filtering NAs and rare classes, no samples remain for label '", target_label, "'.")
+
+labels <- droplevels(labels0[keep_idx])
+
+#subset features to kept samples
+features_jointRPCA <- features_jointRPCA[keep_idx, , drop = FALSE]
+features_rpca_concat <- features_rpca_concat[keep_idx, , drop = FALSE]
+features_pca_concat  <- features_pca_concat[keep_idx, , drop = FALSE]
+features_concat_pca  <- features_concat_pca[keep_idx, , drop = FALSE]
+features_random      <- features_random[keep_idx, , drop = FALSE]
+
+#safe K for CV
+tab <- table(labels)
+safe_k <- max(2L, min(5L, as.integer(min(tab)), length(labels) - 1L))
+
+detach("package:MOFA2", unload = TRUE)
+
+evaluate_model_cv <- function(features, labels, folds = 5, ntree = 500, seed = 42) {
+  set.seed(seed)
+  tab <- table(labels)
+  if (length(labels) < 2L || length(tab) < 2L) stop("Need >=2 samples and >=2 classes.")
+  folds <- max(2L, min(as.integer(folds), as.integer(min(tab)), length(labels) - 1L))
+  folds_idx <- caret::createFolds(labels, k = folds, list = TRUE, returnTrain = FALSE)
+  
+  accs <- numeric(length(folds_idx)); aucs <- numeric(length(folds_idx))
+  for (i in seq_along(folds_idx)) {
+      test_idx  <- folds_idx[[i]]
+      train_idx <- setdiff(seq_along(labels), test_idx)
+      Xtr <- features[train_idx, , drop = FALSE]; Xte <- features[test_idx, , drop = FALSE]
+      ytr <- labels[train_idx]; yte <- labels[test_idx]
+      if (length(unique(ytr)) < 2L) { accs[i] <- NA_real_; aucs[i] <- NA_real_; next }
+    
+      pp <- prep_train_test(Xtr, Xte)
+      rf <- randomForest(x = pp$Xtr, y = ytr, ntree = ntree)
+    
+      yhat <- predict(rf, pp$Xte, type = "response")
+      accs[i] <- mean(yhat == yte)
+    
+      probs <- predict(rf, pp$Xte, type = "prob")
+      all_lvls <- levels(labels)
+      miss <- setdiff(all_lvls, colnames(probs))
+      if (length(miss)) for (mm in miss) probs <- cbind(probs, setNames(rep(0, nrow(probs)), mm))
+      probs <- probs[, all_lvls, drop = FALSE]
+    
+      if (length(unique(yte)) < 2L) {
+          aucs[i] <- NA_real_
+      } else {
+          aucs[i] <- tryCatch(as.numeric(pROC::multiclass.roc(yte, probs)$auc), error = function(e) NA_real_)
+      }
+  }
+  list(accuracy = mean(accs, na.rm = TRUE), auc = mean(aucs, na.rm = TRUE))
+
+}
+
+#run all baselines
+res_joint   <- evaluate_model_cv(features_jointRPCA, labels, folds = safe_k)
+res_rpca    <- evaluate_model_cv(features_rpca_concat, labels, folds = safe_k)
+res_pca     <- evaluate_model_cv(features_pca_concat,  labels, folds = safe_k)
+res_concat  <- evaluate_model_cv(features_concat_pca,  labels, folds = safe_k)
+res_rclr_rf <- evaluate_model_cv(features_rclr_concat[keep_idx, , drop = FALSE],
+                                 labels, folds = safe_k)
+res_mofa <- evaluate_model_cv(mofa_top3, labels, folds = safe_k)
+res_random  <- evaluate_model_cv(features_random,      labels, folds = safe_k)
+
+results_df <- tibble::tibble(
+  Method   = c("Joint-RPCA (shared scores)",
+               "Per‑layer RPCA → concat",
+               "Per‑layer PCA → concat",
+               "Concatenated rCLR → PCA",
+               "Raw rCLR → concat",
+               "MOFA+ factors",
+               "Random"),
+  Accuracy = c(res_joint$accuracy, res_rpca$accuracy, res_pca$accuracy, res_concat$accuracy, res_rclr_rf$accuracy, res_mofa$accuracy, res_random$accuracy),
+  MacroAUC = c(res_joint$auc,      res_rpca$auc,      res_pca$auc,      res_concat$auc,     res_rclr_rf$auc,      res_mofa$auc,      res_random$auc)
+) %>% arrange(desc(MacroAUC))
+
+print(results_df)
+
+
# A tibble: 7 × 3
+  Method                     Accuracy MacroAUC
+  <chr>                         <dbl>    <dbl>
+1 Per‑layer RPCA → concat       1       1     
+2 Raw rCLR → concat             0.9     0.988 
+3 Joint-RPCA (shared scores)    0.95    0.938 
+4 Concatenated rCLR → PCA       0.925   0.925 
+5 MOFA+ factors                 0.85    0.9   
+6 Random                        0.5     0.575 
+7 Per‑layer PCA → concat        0.2     0.0688
+
+
#visualize the results
+results_long <- results_df %>% tidyr::pivot_longer(c(Accuracy, MacroAUC), names_to = "Metric", values_to = "Score")
+ggplot(results_long, aes(x = reorder(Method, Score), y = Score)) +
+  geom_col() + coord_flip() + facet_wrap(~ Metric, scales = "free_x") +
+  labs(x = NULL, y = "Score", title = paste0("Classification benchmarks (", target_label, ", ", safe_k, "-fold CV)")) +
+  theme_minimal(base_size = 12)
+
+

+
+
#report dims and runtime
+rep_dim <- function(X) ncol(X)
+dims <- tibble::tibble(
+  Method   = c("Joint-RPCA", "Per-layer RPCA", "Per-layer PCA", "Concat rCLR → PCA", "Raw rCLR", "MOFA+", "Random"),
+  Dim      = c(rep_dim(features_jointRPCA), rep_dim(features_rpca_concat),
+               rep_dim(features_pca_concat), rep_dim(features_concat_pca),
+               rep_dim(features_rclr_concat), rep_dim(mofa_top3), rep_dim(features_random))
+)
+
+timeit <- function(expr) { t0 <- proc.time(); force(expr); as.numeric((proc.time()-t0)["elapsed"]) }
+times <- tibble::tibble(
+  Method = dims$Method,
+  Sec    = c(
+    timeit(evaluate_model_cv(features_jointRPCA, labels, folds = safe_k)),
+    timeit(evaluate_model_cv(features_rpca_concat, labels, folds = safe_k)),
+    timeit(evaluate_model_cv(features_pca_concat,  labels, folds = safe_k)),
+    timeit(evaluate_model_cv(features_concat_pca,  labels, folds = safe_k)),
+    timeit(evaluate_model_cv(features_rclr_concat[rownames(features_jointRPCA), , drop = FALSE], labels, folds = safe_k)),
+    timeit(evaluate_model_cv(mofa_top3, labels, folds = safe_k)),
+    timeit(evaluate_model_cv(features_random, labels, folds = safe_k))
+  )
+)
+
+print(dims); print(times)
+
+
# A tibble: 7 × 2
+  Method              Dim
+  <chr>             <int>
+1 Joint-RPCA            3
+2 Per-layer RPCA        9
+3 Per-layer PCA         9
+4 Concat rCLR → PCA    10
+5 Raw rCLR           4633
+6 MOFA+                 3
+7 Random               10
+
+
+
# A tibble: 7 × 2
+  Method               Sec
+  <chr>              <dbl>
+1 Joint-RPCA        0.0400
+2 Per-layer RPCA    0.0800
+3 Per-layer PCA     0.0600
+4 Concat rCLR → PCA 0.110 
+5 Raw rCLR          5.54  
+6 MOFA+             0.0400
+7 Random            0.0800
+
+
#per‑fold results + CIs + paired tests
+
+get_fold_metrics <- function(X) {
+  set.seed(42)
+  idx <- caret::createFolds(labels, k = safe_k, list = TRUE, returnTrain = FALSE)
+  acc <- auc <- numeric(length(idx))
+  for (i in seq_along(idx)) {
+    te <- idx[[i]]; tr <- setdiff(seq_along(labels), te)
+    if (length(unique(labels[tr])) < 2L) {acc[i] <- NA; auc[i] <- NA; next}
+    pp <- prep_train_test(X[tr, , drop = FALSE], X[te, , drop = FALSE])
+    rf <- randomForest(pp$Xtr, labels[tr], ntree = 500)
+    yhat <- predict(rf, pp$Xte)
+    acc[i] <- mean(yhat == labels[te])
+    probs <- predict(rf, pp$Xte, type = "prob")
+    miss <- setdiff(levels(labels), colnames(probs))
+    if (length(miss)) for (mm in miss) probs <- cbind(probs, setNames(rep(0, nrow(probs)), mm))
+    probs <- probs[ , levels(labels), drop = FALSE]
+    auc[i] <- tryCatch(as.numeric(pROC::multiclass.roc(labels[te], probs)$auc), error = function(e) NA)
+  }
+  tibble::tibble(Fold = seq_along(idx), Accuracy = acc, MacroAUC = auc)
+}
+fold_tbl <- dplyr::bind_rows(
+  get_fold_metrics(features_jointRPCA) |> dplyr::mutate(Method = "Joint-RPCA"),
+  get_fold_metrics(features_rpca_concat)|> dplyr::mutate(Method = "Per-layer RPCA"),
+  get_fold_metrics(features_pca_concat) |> dplyr::mutate(Method = "Per-layer PCA"),
+  get_fold_metrics(features_concat_pca) |> dplyr::mutate(Method = "Concat rCLR → PCA"),
+  get_fold_metrics(features_rclr_concat[rownames(features_jointRPCA), , drop = FALSE]) |> dplyr::mutate(Method = "Raw rCLR"),
+  get_fold_metrics(mofa_top3)           |> dplyr::mutate(Method = "MOFA+")
+)
+
+ci95 <- function(x){ x <- x[is.finite(x)]; m <- mean(x); s <- sd(x); n <- length(x); if(n <= 1||!is.finite(s)||s == 0) c(m,m,m) else c(m, m-1.96*s/sqrt(n), m+1.96*s/sqrt(n)) }
+summary_ci <- fold_tbl |> group_by(Method) |>
+  summarize(Accuracy_mean = ci95(Accuracy)[1], Accuracy_lwr = ci95(Accuracy)[2], Accuracy_upr = ci95(Accuracy)[3],
+            MacroAUC_mean = ci95(MacroAUC)[1], MacroAUC_lwr = ci95(MacroAUC)[2], MacroAUC_upr = ci95(MacroAUC)[3], .groups = "drop")
+
+#plots: fold-by-fold + CI bars
+ggplot(fold_tbl, aes(x = factor(Fold), y = MacroAUC, color = Method, group = Method)) +
+  geom_point(position = position_jitter(width = .1, height = 0)) + geom_line(alpha = .3) +
+  labs(x = "Fold", y = "MacroAUC", title = paste0("Fold-by-fold performance (", target_label,")")) + theme_minimal(12)
+
+

+
+
ggplot(summary_ci, aes(x = reorder(Method, MacroAUC_mean), y = MacroAUC_mean)) +
+  geom_col() + geom_errorbar(aes(ymin = MacroAUC_lwr, ymax = MacroAUC_upr), width = .2) +
+  coord_flip() + labs(x = NULL, y = "MacroAUC (mean ± 95% CI)", title = "Method comparison with 95% CIs") +
+  theme_minimal(12)
+
+

+
+
# Export inputs from R to compare with the Python implementation
+
+get_views <- function(x) {
+  if (inherits(x, "MultiAssayExperiment")) {
+    # ExperimentList -> coerce to base list for lapply
+    as.list(MultiAssayExperiment::experiments(x))
+  } else if (is.list(x)) {
+    x
+  } else {
+    stop("Unsupported container for HintikkaXOData: ", paste(class(x), collapse = ", "))
+  }
+}
+
+views <- get_views(HintikkaXOData)
+
+#map available assays for each view (no error now)
+assay_map <- lapply(views, SummarizedExperiment::assayNames)
+print(assay_map)
+
+
$microbiota
+[1] "counts"
+
+$metabolites
+[1] "nmr"
+
+$biomarkers
+[1] "signals"
+
+
#robust helper to fetch a counts-like matrix
+prefer_assays <- c("counts", "raw", "abundance", "otu", "table", "exprs")
+
+get_assay_matrix <- function(se) {
+  an <- SummarizedExperiment::assayNames(se)
+  pick <- prefer_assays[prefer_assays %in% an]
+  if (length(pick) == 0) {
+    if (length(an) == 0) stop("Object has no assays.")
+    pick <- an[1]
+    message("Warning: using assay '", pick, "' because preferred names were not found.")
+  }
+  SummarizedExperiment::assay(se, pick[1])
+}
+
+#compute common samples across views
+common_samples <- Reduce(intersect, lapply(views, colnames))
+if (length(common_samples) == 0) stop("No overlapping sample IDs across views.")
+
+#build raw_list using the helper, subset to common_samples
+raw_list <- lapply(views, get_assay_matrix)
+raw_list <- lapply(raw_list, function(M) {
+  keep <- rowSums(M[, common_samples, drop = FALSE], na.rm = TRUE) > 0
+  M[keep, common_samples, drop = FALSE]
+})
+
+#build rclr_list (unchanged logic, but subset safely)
+rclr_list <- lapply(result$rclr.tables, function(M) {
+  keep <- intersect(colnames(M), common_samples)
+  M[, keep, drop = FALSE]
+})
+
+#deterministic order of views
+view_names <- names(rclr_list)
+if (is.null(view_names) || any(nchar(view_names) == 0)) {
+  view_names <- paste0("view_", seq_along(rclr_list))
+}
+names(raw_list) <- view_names
+
+#save to disk for Python interop
+dir.create("interop", recursive = TRUE, showWarnings = FALSE)
+
+for (i in seq_along(raw_list)) {
+  write.csv(raw_list[[i]],
+            file = sprintf("interop/view_%d_counts.csv", i),
+            row.names = TRUE)
+}
+
+write.csv(data.frame(sample = common_samples),
+          "interop/samples.csv", row.names = FALSE)
+
+settings <- list(n_components = ncol(result$ord.res$samples),
+                 max_iter = 500, seed = 42)
+
+jsonlite::write_json(settings, "interop/settings.json",
+                     pretty = TRUE, auto_unbox = TRUE)
+
+#ensure samples in the same order as 'common_samples'
+write.csv(result$ord.res$samples[common_samples, , drop = FALSE],
+          file = "interop/R_samplescores.csv",
+          row.names = TRUE, fileEncoding = "UTF-8")
+
+ +
+ + +
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Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;ij.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(t){if(void 0===Fe)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let e=this._element;"parent"===this._config.reference?e=t:o(this._config.reference)?e=r(this._config.reference):"object"==typeof this._config.reference&&(e=this._config.reference);const i=this._getPopperConfig(),n=i.modifiers.find((t=>"applyStyles"===t.name&&!1===t.enabled));this._popper=qe(e,this._menu,i),n&&U.setDataAttribute(this._menu,"popper","static")}_isShown(t=this._element){return t.classList.contains(Je)}_getMenuElement(){return V.next(this._element,ei)[0]}_getPlacement(){const t=this._element.parentNode;if(t.classList.contains("dropend"))return ri;if(t.classList.contains("dropstart"))return ai;const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ni:ii:e?oi:si}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;ie+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'',trigger:"hover 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mode 100644 index 0000000..36cb328 --- /dev/null +++ b/Bektanov2025/joint_rpca_example_files/libs/quarto-html/quarto-syntax-highlighting.css @@ -0,0 +1,171 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; +} + +code span.at { + color: #657422; +} + +code span.ss { + color: #20794D; +} + +code span.an { + color: #5E5E5E; +} + +code span.fu { + color: #4758AB; +} + +code span.st { + color: #20794D; +} + +code span.cf { + color: #003B4F; +} + +code span.op { + color: #5E5E5E; +} + +code span.er { + color: #AD0000; +} + +code span.bn { + color: #AD0000; +} + +code span.al { + color: #AD0000; +} + +code span.va { + color: #111111; +} + +code span.pp { + color: #AD0000; +} + +code span.in { + color: #5E5E5E; +} + +code span.vs { + color: #20794D; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; +} + +code span.ch { + color: #20794D; +} + +code span.dt { + color: #AD0000; +} + +code span.fl { + color: #AD0000; +} + +code span.co { + color: #5E5E5E; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; +} + +code span.sc { + color: #5E5E5E; +} + +code span.dv { + color: #AD0000; +} + +code span.kw { + color: #003B4F; +} + +.prevent-inlining { + content: " { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id=${anchor}]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + sectionIndex = 0; + } else { + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + } + + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append(titleEl.innerText, toggleIcon); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + const elRect = el.getBoundingClientRect(); + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + positionToggle(); + }, 50) + ); + positionToggle(); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > * " + ); + let lastBottom = 0; + for (const marginChild of marginChildren) { + const top = marginChild.getBoundingClientRect().top; + if (top < lastBottom) { + const margin = lastBottom - top; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const top = + el.getBoundingClientRect().top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightSideConflictEls)); + sidebarScrollVisiblity(toRegions(leftSideConflictEls)); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility(toRegions(leftSideConflictEls)); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (depth === 1 || hasActiveChild || prevSiblingIsActiveLink(el)) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + + if (tocEl) { + walk(tocEl, 0); + updateActiveLink(); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} diff --git a/Bektanov2025/joint_rpca_example_files/libs/quarto-html/tippy.css b/Bektanov2025/joint_rpca_example_files/libs/quarto-html/tippy.css new file mode 100644 index 0000000..e6ae635 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+ +
+ +
+
+

Joint RPCA — iHMP IBD Mini-Replication

+
+ + + +
+ + + +
+ + +
+ +
+
options(warn = -1)
+# Load user-defined functions
+source("../R/dependencies.R")
+source("../R/jointRPCA.R")
+source("../R/jointRPCAuniversal.R")
+source("../R/jointOptspaceHelper.R")
+source("../R/jointOptspaceSolve.R")
+source("../R/optspaceHelper.R")
+source("../R/transformHelper.R")
+source("../R/transform.R")
+source("../R/maskValueOnly.R")
+source("../R/rpcaTableProcessing.R")
+source("../R/jointRPCAutils.R")
+
+# Load IBD 16S from HMP2Data
+
+IBD <- IBD16S()      #phyloseq with otu_table, sample_data, tax_table
+IBD
+
+
phyloseq-class experiment-level object
+otu_table()   OTU Table:         [ 982 taxa and 178 samples ]
+sample_data() Sample Data:       [ 178 samples by 490 sample variables ]
+tax_table()   Taxonomy Table:    [ 982 taxa by 6 taxonomic ranks ]
+
+
# Build a clean count table + metadata
+
+otu  <- as(phyloseq::otu_table(IBD), "matrix")
+if (!phyloseq::taxa_are_rows(IBD)) otu <- t(otu)
+tax  <- as(phyloseq::tax_table(IBD), "matrix")
+meta <- data.frame(phyloseq::sample_data(IBD))
+
+# Grouping: IBD vs non-IBD
+
+label_col <- "diagnosis"
+stopifnot(label_col %in% colnames(meta))
+
+meta$Group <- dplyr::case_when(
+  meta[[label_col]] %in% c("UC", "CD")                                  ~ "IBD",
+  grepl("^non", meta[[label_col]], ignore.case = TRUE)                   ~ "non-IBD",
+  TRUE                                                                   ~ NA_character_
+)
+meta$Group <- factor(meta$Group, levels = c("IBD", "non-IBD"))
+
+#drop samples with NA group
+keep_labeled <- !is.na(meta$Group)
+otu  <- otu[, keep_labeled, drop = FALSE]
+meta <- meta[keep_labeled, , drop = FALSE]
+
+# Filtering 
+
+min_sample_count    <- 1
+min_feature_count   <- 1
+min_feature_freq_pc <- 0 
+
+#filter samples
+keep_samples <- colSums(otu) >= min_sample_count
+otu  <- otu[, keep_samples, drop = FALSE]
+meta <- meta[keep_samples, , drop = FALSE]
+
+#filter features by count and frequency
+keep_features <- (rowSums(otu) >= min_feature_count) &
+                 ((rowSums(otu > 0)/ncol(otu))*100 >= min_feature_freq_pc)
+otu <- otu[keep_features, , drop = FALSE]
+tax <- tax[rownames(otu), , drop = FALSE]
+
+# rCLR transform and Joint-RPCA
+
+se  <- SummarizedExperiment::SummarizedExperiment(
+  assays  = list(counts = as.matrix(otu)),
+  rowData = as.data.frame(tax),
+  colData = meta
+)
+
+mae <- MultiAssayExperiment::MultiAssayExperiment(experiments = list(view_16S = se))
+
+#Joint-RPCA
+set.seed(42)
+fit <- jointRPCAuniversal(
+  data = mae,
+  n.components = 3,
+  max.iterations = 3000,        
+  rclr.transform.tables = TRUE,
+  min.sample.count = 1,
+  min.feature.count = 1,
+  min.feature.frequency = 0.0
+)
+str(fit, max.level = 1)
+
+
List of 4
+ $ ord.res    :List of 7
+  ..- attr(*, "class")= chr "OrdinationResults"
+ $ dist       :List of 3
+  ..- attr(*, "class")= chr "DistanceMatrix"
+ $ cv.stats   :'data.frame':    3000 obs. of  4 variables:
+ $ rclr.tables:List of 1
+
+
#extract scores & loadings from the ordination
+U     <- as.data.frame(fit$ord.res$samples)
+V_16S <- as.data.frame(fit$ord.res$features)
+
+#normalize score column names to V1..Vk for plotting/stats
+colnames(U) <- paste0("V", seq_len(ncol(U)))
+U$sample_id <- rownames(U)
+
+#variance explained
+subtitle_text <- NULL
+if (!is.null(fit$ord.res$proportion.explained)) {
+  prop <- fit$ord.res$proportion.explained
+  subtitle_text <- sprintf("Var explained: PC1 %.1f%%, PC2 %.1f%%, PC3 %.1f%%",
+                           100*prop[1], 100*prop[2], 100*prop[3])
+  message(subtitle_text)
+}
+
+#join with metadata
+meta_for_join <- meta
+if (!"sample_id" %in% names(meta_for_join)) {
+  meta_for_join <- tibble::rownames_to_column(meta_for_join, "sample_id")
+} else {
+  meta_for_join$sample_id <- as.character(meta_for_join$sample_id)
+}
+plot_df <- dplyr::left_join(U, meta_for_join, by = "sample_id")
+
+#PC1–PC2 with Wilcoxon inset
+w1 <- try(wilcox.test(plot_df$V1 ~ plot_df$Group, exact = FALSE), silent = TRUE)
+w2 <- try(wilcox.test(plot_df$V2 ~ plot_df$Group, exact = FALSE), silent = TRUE)
+fmt_p <- function(p) format.pval(p, digits = 3, eps = 1e-4)
+wilcox_label <- NULL
+if (!inherits(w1, "try-error") && !inherits(w2, "try-error")) {
+  wilcox_label <- sprintf("PC1: U=%.0f, P=%s\nPC2: U=%.0f, P=%s",
+                          as.numeric(w1$statistic), fmt_p(w1$p.value),
+                          as.numeric(w2$statistic), fmt_p(w2$p.value))
+}
+p_scatter <- ggplot(plot_df, aes(x = V1, y = V2, color = Group)) +
+  geom_point(alpha = 0.85) +
+  labs(title = "Joint-RPCA (16S) — PC1 vs PC2 (IBD vs non-IBD)",
+       subtitle = subtitle_text, x = "PC1 (V1)", y = "PC2 (V2)", color = NULL) +
+  theme_minimal()
+if (!is.null(wilcox_label)) {
+  p_scatter <- p_scatter +
+    annotate("label", x = Inf, y = -Inf, hjust = 1.05, vjust = -0.6,
+             label = wilcox_label, size = 3.4, label.size = 0.25)
+}
+print(p_scatter)
+
+

+
+
#PERMANOVA on V1..V3
+valid_group <- is.factor(plot_df$Group) && nlevels(plot_df$Group) >= 2 &&
+               all(table(plot_df$Group) >= 5)
+
+if (valid_group) {
+  perm_df <- na.omit(plot_df[, c("Group", "V1", "V2", "V3")])
+  adonis2_res <- vegan::adonis2(perm_df[, c("V1", "V2", "V3")] ~ Group,
+                                data = perm_df, method = "euclidean")
+  print(adonis2_res)
+} else {
+  message("[skip] PERMANOVA: need a grouping with >= 2 levels and ≥5 samples/level.")
+}
+
+
Permutation test for adonis under reduced model
+Terms added sequentially (first to last)
+Permutation: free
+Number of permutations: 999
+
+vegan::adonis2(formula = perm_df[, c("V1", "V2", "V3")] ~ Group, data = perm_df, method = "euclidean")
+          Df SumOfSqs      R2      F Pr(>F)    
+Group      1  0.10602 0.03457 6.3023  0.001 ***
+Residual 176  2.96067 0.96543                  
+Total    177  3.06669 1.00000                  
+---
+Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+
+
#PC1-driven log-ratio (top vs bottom loadings)
+if (!is.null(V_16S) && ncol(V_16S) >= 1) {
+  V1 <- V_16S[, 1]
+  ord <- order(V1, decreasing = TRUE)
+  k   <- max(5, ceiling(length(V1)*0.02))
+  top <- rownames(V_16S)[ord[1:k]]
+  bot <- rownames(V_16S)[ord[(length(V1)-k+1):length(V1)]]
+
+  pseudocount <- 0.5
+  lr <- function(mat, top, bot, pcnt = 0.5) {
+    log((colSums(mat[top, , drop = FALSE]) + pcnt) /
+        (colSums(mat[bot, , drop = FALSE]) + pcnt))
+  }
+  logratio <- lr(otu, intersect(top, rownames(otu)),
+                      intersect(bot, rownames(otu)), pcnt = pseudocount)
+  lr_df <- dplyr::left_join(
+    data.frame(sample_id = names(logratio), logratio = as.numeric(logratio)),
+    meta_for_join, by = "sample_id"
+  )
+  print(
+    ggplot(lr_df, aes(x = Group, y = logratio, fill = Group)) +
+      geom_boxplot(outlier.shape = NA) +
+      geom_jitter(width = 0.15, alpha = 0.4) +
+      labs(title = "Top vs Bottom PC1 features (16S) — log-ratio",
+           x = NULL, y = "log(top/bottom)", fill = NULL) +
+      theme_minimal()
+  )
+  if (valid_group) {
+    print(t.test(logratio ~ Group, data = lr_df))
+  } else message("[skip] t-test: invalid grouping.")
+} else {
+  message("[skip] No feature loadings — skipping log-ratio.")
+}
+
+

+
+
+

+    Welch Two Sample t-test
+
+data:  logratio by Group
+t = -2.8493, df = 93.299, p-value = 0.005391
+alternative hypothesis: true difference in means between group IBD and group non-IBD is not equal to 0
+95 percent confidence interval:
+ -1.4743055 -0.2633328
+sample estimates:
+    mean in group IBD mean in group non-IBD 
+             3.601699              4.470518
+
+
#weighted RF on V1..V3 + OOB AUROC 
+if (valid_group) {
+  rf_df <- na.omit(plot_df[, c("Group", "V1", "V2", "V3")])
+  rf_df$Group <- factor(rf_df$Group)
+  cls_tab <- table(rf_df$Group)
+  wts <- as.numeric(1 / cls_tab); names(wts) <- names(cls_tab)
+
+  set.seed(42)
+  rf_fit <- ranger(Group ~ ., data = rf_df, num.trees = 1000,
+                   probability = FALSE, oob.error = TRUE,
+                   importance = "impurity", classification = TRUE,
+                   class.weights = wts)
+  print(rf_fit); cat("\n[RF] Class weights used:\n"); print(wts)
+
+  set.seed(42)
+  rf_prob <- ranger(Group ~ V1 + V2 + V3, data = rf_df, num.trees = 1000,
+                    probability = TRUE, class.weights = wts, oob.error = TRUE)
+  p_ibd <- rf_prob$predictions[, "IBD"]
+  roc_obj <- pROC::roc(response = rf_df$Group, predictor = p_ibd,
+                       levels = c("non-IBD", "IBD"))
+  cat(sprintf("\n[RF] OOB AUROC = %.3f\n", auc(roc_obj)))
+} else {
+  message("[skip] RandomForest: need ≥2 levels with enough samples.")
+}
+
+
Ranger result
+
+Call:
+ ranger(Group ~ ., data = rf_df, num.trees = 1000, probability = FALSE,      oob.error = TRUE, importance = "impurity", classification = TRUE,      class.weights = wts) 
+
+Type:                             Classification 
+Number of trees:                  1000 
+Sample size:                      178 
+Number of independent variables:  3 
+Mtry:                             1 
+Target node size:                 1 
+Variable importance mode:         impurity 
+Splitrule:                        gini 
+OOB prediction error:             27.53 % 
+
+[RF] Class weights used:
+        IBD     non-IBD 
+0.007575758 0.021739130
+
+
+

+[RF] OOB AUROC = 0.554
+
+
# Benchmark: Joint-RPCA vs NMF
+
+#helper to evaluate a score matrix fairly
+eval_method <- function(U_scores, meta, prefix = "AX") {
+  U <- as.data.frame(U_scores)
+  k <- ncol(U); colnames(U) <- paste0(prefix, seq_len(k))
+  U$sample_id <- rownames(U_scores)
+
+  meta_tmp <- meta
+  if ("sample_id" %in% colnames(meta_tmp)) {
+    meta_tmp$sample_id <- as.character(meta_tmp$sample_id)
+  } else {
+    meta_tmp <- tibble::rownames_to_column(meta_tmp, "sample_id")
+  }
+  df <- dplyr::left_join(U, meta_tmp, by = "sample_id")
+
+  #Wilcoxon on first two axes
+  w1p <- if (k >= 1) suppressWarnings(wilcox.test(df[[paste0(prefix,1)]] ~ df$Group, exact = FALSE)$p.value) else NA_real_
+  w2p <- if (k >= 2) suppressWarnings(wilcox.test(df[[paste0(prefix,2)]] ~ df$Group, exact = FALSE)$p.value) else NA_real_
+
+  #PERMANOVA on first up to 3 axes
+  axes <- paste0(prefix, seq_len(min(3, k)))
+  perm_R2 <- perm_F <- perm_p <- NA_real_
+  if (length(axes) >= 2) {
+    perm <- vegan::adonis2(df[, axes] ~ Group, data = df, method = "euclidean")
+    perm_R2 <- perm$R2[1]; perm_F <- perm$F[1]; perm_p <- perm$`Pr(>F)`[1]
+  }
+
+  #weighted RF AUROC
+  aucv <- NA_real_
+  if (length(axes) >= 2) {
+    rf_df <- na.omit(df[, c("Group", axes)])
+    rf_df$Group <- factor(rf_df$Group, levels = c("non-IBD", "IBD"))
+    if (nlevels(rf_df$Group) == 2 && all(table(rf_df$Group) >= 5)) {
+      cls_tab <- table(rf_df$Group)
+      wts <- as.numeric(1/cls_tab); names(wts) <- names(cls_tab)
+      set.seed(42)
+      rf_prob <- ranger(Group ~ ., data = rf_df, num.trees = 1000,
+                        probability = TRUE, class.weights = wts, oob.error = TRUE)
+      p_ibd <- rf_prob$predictions[, "IBD"]
+      roc_obj <- pROC::roc(rf_df$Group, p_ibd, levels = c("non-IBD", "IBD"))
+      aucv <- as.numeric(pROC::auc(roc_obj))
+    }
+  }
+
+  tibble(
+    method = prefix,
+    wilcox_PC1_p = w1p,
+    wilcox_PC2_p = w2p,
+    permanova_R2 = perm_R2,
+    permanova_F  = perm_F,
+    permanova_p  = perm_p,
+    AUROC        = aucv
+  )
+}
+
+results <- list()
+
+#Joint-RPCA scores
+U_JRPCA <- plot_df %>% select(sample_id, V1, V2, V3)
+U_JRPCA <- as.data.frame(U_JRPCA)
+rownames(U_JRPCA) <- U_JRPCA$sample_id
+U_JRPCA <- U_JRPCA[, c("V1","V2","V3"), drop = FALSE]
+colnames(U_JRPCA) <- paste0("PC", 1:ncol(U_JRPCA))
+results[["Joint-RPCA"]] <- eval_method(U_JRPCA, meta, prefix = "JRP")
+
+#NMF on TSS→Hellinger (features x samples) 
+otu_pos  <- pmax(otu, 0)
+col_sums <- pmax(colSums(otu_pos), 1)
+X_tss  <- sweep(otu_pos, 2, col_sums, "/")
+X_hell <- sqrt(X_tss)
+set.seed(42)
+nmf_fit <- NMF::nmf(X_hell, rank = 3, method = "brunet", nrun = 10, .opt = "v")
+
+

+Runs: |                                                        
+Runs: |                                                  |   0%
+Runs: |                                                        
+Runs: |==================================================| 100%
+System time:
+   user  system elapsed 
+   8.50    0.55   77.53
+
+
U_NMF   <- t(coef(nmf_fit))                 
+colnames(U_NMF) <- paste0("F", 1:ncol(U_NMF))
+results[["NMF_Hellinger"]] <- eval_method(U_NMF, meta, prefix = "NMF")
+
+#summary table --
+bench <- bind_rows(results, .id = "method_name") %>%
+  mutate(
+    wilcox_PC1_p = signif(wilcox_PC1_p, 3),
+    wilcox_PC2_p = signif(wilcox_PC2_p, 3),
+    permanova_R2 = signif(permanova_R2, 3),
+    permanova_F  = signif(permanova_F, 3),
+    permanova_p  = signif(permanova_p, 3),
+    AUROC        = signif(AUROC, 3)
+  )
+print(bench)
+
+
# A tibble: 2 × 8
+  method_name   method wilcox_PC1_p wilcox_PC2_p permanova_R2 permanova_F
+  <chr>         <chr>         <dbl>        <dbl>        <dbl>       <dbl>
+1 Joint-RPCA    JRP       0.0000428        0.497       0.0346        6.3 
+2 NMF_Hellinger NMF       0.0000475        0.225       0.0437        8.05
+# ℹ 2 more variables: permanova_p <dbl>, AUROC <dbl>
+
+
#quick bar of AUROC
+if (any(!is.na(bench$AUROC))) {
+  ggplot(bench, aes(x = reorder(method_name, AUROC), y = AUROC)) +
+    geom_col() +
+    coord_flip() +
+    labs(title = "Benchmark (16S-only): OOB AUROC", x = NULL, y = "AUROC") +
+    theme_minimal() -> p_auc
+  print(p_auc)
+}
+
+

+
+
+ +
+ + +