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b/R/combine_layers.R |
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#' Combine layers |
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#' |
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#' Return a merged graph from two graph layers. |
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#' |
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#' @param graph1 an igraph object or list of igraph (\code{list.igraph}). |
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#' @param graph2 an igraph object or list of igraph (\code{list.igraph}) with |
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#' the same length as \code{graph1}. |
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#' @param interaction.df (optional) a 2 colomns data.frame (from, to) |
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#' describing the edges between vertices from both graphs. |
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#' |
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#' @details |
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#' If \code{graph2} is a single graph, it will be merged to each element of |
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#' \code{graph1} (\code{igraph} or \code{list.igraph}). |
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#' |
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#' If \code{graph2} is a list of graph (\code{list.igraph}), each element of |
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#' \code{graph1} and each element of \code{graph2} are merged in pairs. |
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#' |
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#' Optionally, \code{interaction.df} should be provide if any vertex are shared |
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#' between graphs. It can also be used to extend the first graph. |
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#' |
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#' In both scenarios, vertex attributes are kept. If a vertex attribute is |
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#' missing from graph1 or graph2, NULL value is added. |
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#' Otherwise, if there is an overlap between attribute values for the same |
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#' vertex, attribute from graph2 is dropped. |
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#' |
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#' @return |
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#' a merged graph with both vertex attributes from graph1 and graph2. |
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#' |
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#' @examples |
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#' # with single graphs |
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#' graph1 <- igraph::graph_from_data_frame(list(from = c('A', 'B'), |
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#' to = c('B', 'C')), |
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#' directed = FALSE) |
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#' graph2 <- igraph::graph_from_data_frame(list(from = c(1), |
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#' to = c(2)), |
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#' directed = FALSE) |
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#' res <- combine_layers(graph1 = graph1, |
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#' graph2 = graph2) |
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#' |
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#' # with list of graphs |
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#' graph1.list <- list(graph1, graph1) |
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#' graph2.list <- list(graph2, graph2) |
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#' class(graph1.list) <- class(graph2.list) <- 'list.igraph' |
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#' |
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#' res <- combine_layers(graph1 = graph1.list, |
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#' graph2 = graph2) |
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#' res <- combine_layers(graph1 = graph1.list, |
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#' graph2 = graph2.list) |
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#' |
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#' # with interaction dataframe |
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#' interaction.df1 <- as.data.frame(list(from = c('C', 'B'), to = c(1, 2))) |
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#' res <- combine_layers(graph1 = graph1.list, |
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#' graph2 = graph2, |
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#' interaction.df = interaction.df1) |
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#' |
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#' |
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#' @importFrom purrr is_empty map reduce map2 |
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#' @importFrom igraph induced_subgraph |
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#' @importFrom igraph set_vertex_attr |
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#' @importFrom igraph adjacent_vertices |
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#' @importFrom igraph graph_from_data_frame |
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#' @importFrom igraph vcount |
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#' @importFrom igraph V |
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#' @importFrom igraph as.undirected |
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#' @export |
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combine_layers <- function(graph1, |
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graph2 = NULL, |
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interaction.df = NULL) { |
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# check graph1 |
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if (!is(graph1, "igraph") & !is(graph1, "list.igraph")) { |
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stop("graph1 must be an igraph or list.igraph object") |
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} |
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if (is(graph1, "list.igraph")) { |
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if (is.null(names(graph1))) { |
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names(graph1) <- seq_along(graph1) |
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} |
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} |
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if (!is(graph2, "igraph") & !is(graph2, "list.igraph") & !is.null(graph2)) { |
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stop("graph2 must be an igraph or list.igraph object or NULL") |
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} |
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if (!is.null(interaction.df)) { |
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interaction.df <- check_db(interaction.df) |
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if (!is(interaction.df, "igraph")) { |
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interaction.df <- interaction.df %>% |
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dplyr::select(c("from", "to")) |
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interaction.graph <- igraph::graph_from_data_frame(interaction.df, |
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directed = FALSE) |
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} else { |
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interaction.graph <- igraph::as.undirected(interaction.df) |
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} |
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} |
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# case1: graph2 = NULL, interaction.df = NULL |
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if (is.null(graph2) & is.null(interaction.df)) { |
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merged.res <- graph1 |
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} |
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# case2: graph1 and graph2 are single graph (+ interaction.df) |
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if (is(graph1, "igraph") & is(graph2, "igraph")) { |
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merged.res <- merge_graphs(graph1, graph2) |
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if (!is.null(interaction.df)) { |
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# interaction.graph can be not found, df can be NULL |
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interaction.graph.induced <- igraph::induced_subgraph( |
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graph = interaction.graph, |
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vids = intersect(igraph::V(interaction.graph)$name, |
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igraph::V(merged.res)$name)) |
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merged.res <- merge_graphs(merged.res, |
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interaction.graph.induced) |
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} |
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# case3: graph1 is a list and graph2 is a single graph |
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# (+ interaction.df) |
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} else if (is(graph1, "list.igraph") & is(graph2, "igraph")) { |
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merged.res <- purrr::map(graph1, ~{ |
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merge_graphs(.x, graph2) |
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}) |
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names(merged.res) <- names(graph1) |
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if (!is.null(interaction.df)) { |
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# interaction.graph can be not found, df can be NULL |
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# merged.res <- list() # already defined |
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for (i in names(merged.res)) { |
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interaction.graph.induced <- igraph::induced_subgraph( |
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graph = interaction.graph, |
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vids = intersect(igraph::V(interaction.graph)$name, |
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igraph::V(merged.res[[i]])$name)) |
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merged.res[[i]] <- merge_graphs(merged.res[[i]], |
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interaction.graph.induced) |
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} |
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} |
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# case4: graph1 and graph2 are list of graph (+ interaction.df) |
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} else if (is(graph1, "list.igraph") & is(graph2, "list.igraph")) { |
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if (length(graph1) != length(graph2)) { |
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stop("graph1 and graph2 must have the same length") |
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} |
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if (!is.null(names(graph1)) & !is.null(names(graph2))) { |
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# graph1 and graph2 have names same length |
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# so reciprocal is TRUE they don't have the same names |
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if (!all(names(graph1) %in% names(graph2))) { |
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stop("graph1 and graph2 must have the same names") |
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} else { |
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merged.res <- purrr::map2(graph1, graph2[names(graph1)], ~{ |
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merge_graphs(.x, .y) |
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}) |
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} |
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} else { |
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# no names, don't care about the order |
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merged.res <- purrr::map2(graph1, graph2, ~{ |
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merge_graphs(.x, .y) |
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}) |
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names(merged.res) <- names(graph1) |
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} |
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if (!is.null(interaction.df)) { |
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# interaction.graph can be not found, df can be NULL |
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for (i in names(merged.res)) { |
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interaction.graph.induced <- igraph::induced_subgraph( |
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graph = interaction.graph, |
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vids = intersect(igraph::V(interaction.graph)$name, |
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igraph::V(merged.res[[i]])$name)) |
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merged.res[[i]] <- merge_graphs(merged.res[[i]], |
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interaction.graph.induced) |
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} |
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} |
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# case5: inverse of case3 -> error |
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} else if (is(graph1, "igraph") & is(graph2, "list.igraph")) { |
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stop("graph1 and graph2 must have the same length") |
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# case6: graph1 and interaction.df |
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} else if (is(graph1, "igraph") & |
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is.null(graph2) & |
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!is.null(interaction.df)) { |
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interaction.df.sub <- interaction.df %>% |
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dplyr::filter(.$from %in% igraph::V(graph1)$name | |
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.$to %in% igraph::V(graph1)$name) |
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interaction.graph <- igraph::graph_from_data_frame(interaction.df.sub, |
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directed = FALSE) |
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merged.res <- merge_graphs(graph1, interaction.graph) |
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# case7: graph1 list and interaction.df |
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} else if (is(graph1, "list.igraph") & |
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is.null(graph2) & |
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!is.null(interaction.df)) { |
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merged.res <- list() |
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for (i in names(graph1)) { |
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interaction.df.sub <- interaction.df %>% |
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dplyr::filter(.$from %in% igraph::V(graph1[[i]])$name | |
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.$to %in% igraph::V(graph1[[i]])$name) |
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interaction.graph <- igraph::graph_from_data_frame( |
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interaction.df.sub, |
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directed = FALSE) |
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merged.res[[i]] <- merge_graphs(graph1[[i]], interaction.graph) |
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} |
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} |
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if (is(merged.res, "list")) { |
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class(merged.res) <- c("list.igraph", "list.merged.igraph") |
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} |
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return(merged.res) |
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} |
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#' @importFrom igraph vertex_attr |
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#' @importFrom igraph union |
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#' @importFrom igraph delete_vertex_attr |
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#' @importFrom igraph set_vertex_attr |
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#' @importFrom igraph vcount |
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merge_graphs <- function(graph1, |
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graph2) { |
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# shared attr except 'name' |
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shared_attr <- intersect(names(igraph::vertex_attr(graph1)), |
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names(igraph::vertex_attr(graph2))) |
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shared_attr <- shared_attr[!(shared_attr == "name")] |
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merged_graphs <- igraph::union(graph1, graph2) |
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# vertex_attr(merged_graphs) %>% as.data.frame() |
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merged_attr <- igraph::vertex_attr(merged_graphs) |
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for (sa in shared_attr) { |
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merged_attr[[sa]] <- vector(length = igraph::vcount(merged_graphs)) |
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for (i in seq_along(merged_attr[[sa]])) { |
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# if !is.na _1, return _1 else return _2 |
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merged_attr[[sa]][i] <- |
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ifelse(!is.na(merged_attr[[paste0(sa, "_1")]][i]), |
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merged_attr[[paste0(sa, "_1")]][i], |
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merged_attr[[paste0(sa, "_2")]][i]) |
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} |
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merged_graphs <- delete_vertex_attr(graph = merged_graphs, |
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name = paste0(sa, "_1")) |
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merged_graphs <- delete_vertex_attr(graph = merged_graphs, |
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name = paste0(sa, "_2")) |
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merged_graphs <- set_vertex_attr(graph = merged_graphs, |
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name = sa, value = merged_attr[[sa]]) |
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} |
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class(merged_graphs) <- c("merged.igraph", "igraph") |
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return(merged_graphs) |
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} |