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| 1 | +#' @keywords internal |
| 2 | +.pkg_env <- new.env(parent = emptyenv()) |
| 3 | + |
| 4 | +get_base_req <- function() { |
| 5 | + if (!exists("base_req", envir = .pkg_env, inherits = FALSE)) { |
| 6 | + base_req <- httr2::request("https://networks.skewed.de") |> |
| 7 | + httr2::req_throttle(capacity = 20, fill_time_s = 60) |> |
| 8 | + httr2::req_user_agent( |
| 9 | + "R package igraphdata (github.com/igraph/igraphdata)" |
| 10 | + ) |
| 11 | + .pkg_env$base_req <- base_req |
| 12 | + } |
| 13 | + .pkg_env$base_req |
| 14 | +} |
| 15 | + |
| 16 | +make_request <- function(path, token = NULL, method = "GET") { |
| 17 | + rlang::check_installed("httr2") |
| 18 | + req <- httr2::req_url_path(get_base_req(), path) |
| 19 | + req <- httr2::req_method(req, method) |
| 20 | + if (method == "HEAD") { |
| 21 | + req <- httr2::req_headers(req, `Accept-Encoding` = "identity") |
| 22 | + } |
| 23 | + if (!is.null(token)) { |
| 24 | + req <- httr2::req_headers(req, `WWW-Authenticate` = token) |
| 25 | + } |
| 26 | + |
| 27 | + resp <- httr2::req_perform(req) |
| 28 | + |
| 29 | + if (httr2::resp_status(resp) != 200) { |
| 30 | + stop("Failed to download file. Status: ", httr2::resp_status(resp)) |
| 31 | + } |
| 32 | + |
| 33 | + resp |
| 34 | +} |
| 35 | + |
| 36 | +resolve_name <- function(x) { |
| 37 | + #remove trailing / |
| 38 | + x <- sub("/$", "", x) |
| 39 | + #remove double slash |
| 40 | + x <- sub("//", "/", x) |
| 41 | + |
| 42 | + if (grepl("/", x)) { |
| 43 | + x_split <- strsplit(x, "/", fixed = TRUE)[[1]] |
| 44 | + if (length(x_split) > 2) { |
| 45 | + cli::cli_abort( |
| 46 | + "{.arg name} has {length(x_split)} components instead of 2." |
| 47 | + ) |
| 48 | + } |
| 49 | + return(x_split) |
| 50 | + } else { |
| 51 | + c(x, x) |
| 52 | + } |
| 53 | +} |
| 54 | + |
| 55 | +download_file <- function(zip_url, token = NULL, file, size_limit) { |
| 56 | + resp <- make_request(zip_url, token, method = "HEAD") |
| 57 | + byte_size <- as.numeric(httr2::resp_headers(resp)[["content-length"]]) |
| 58 | + gb_size <- round(byte_size / 1024^3, 4) |
| 59 | + if (gb_size > size_limit) { |
| 60 | + cli::cli_abort(c( |
| 61 | + "{zip_url} has a size of {gb_size} GB and exceeds the size limit of {size_limit} GB.", |
| 62 | + "i" = "To download the file, set {.arg size_limit} to a value greater than {gb_size}" |
| 63 | + )) |
| 64 | + } |
| 65 | + resp <- make_request(zip_url, token, method = "GET") |
| 66 | + writeBin(httr2::resp_body_raw(resp), file) |
| 67 | + invisible(NULL) |
| 68 | +} |
| 69 | + |
| 70 | +#' Download and Convert Graph Data from Netzschleuder |
| 71 | +#' |
| 72 | +#' These functions provide tools to interact with the Netzschleuder network dataset archive. |
| 73 | +#' Netzschleuder (<https://networks.skewed.de/>) is a large online repository for network datasets, |
| 74 | +#' aimed at aiding scientific research. |
| 75 | +#' \describe{ |
| 76 | +#' \item{`ns_metadata()`}{ retrieves metadata about a network or network collection.} |
| 77 | +#' \item{`ns_df()`}{downloads the graph data as data frames (nodes, edges, and graph properties).} |
| 78 | +#' \item{`ns_graph()`}{creates an `igraph` object directly from Netzschleuder.} |
| 79 | +#' } |
| 80 | +#' |
| 81 | +#' @param name Character. The name of the network dataset. To get a network from a collection, |
| 82 | +#' use the format `<collection_name>/<network_name>`. |
| 83 | +#' @param collection Logical. If TRUE, get the metadata of a whole collection of networks. |
| 84 | +#' @param token Character. Some networks have restricted access and require a token. |
| 85 | +#' @param size_limit Numeric. Maximum allowed file size in GB. Larger files will be prevented from being downloaded. |
| 86 | +#' See <https://networks.skewed.de/restricted>. |
| 87 | +#' |
| 88 | +#' @return |
| 89 | +#' \describe{ |
| 90 | +#' \item{`ns_metadata()`}{A list containing metadata for the dataset.} |
| 91 | +#' \item{`ns_df()`}{A named list with `nodes`, `edges`, `gprops`, and `meta`.} |
| 92 | +#' \item{`ns_graph()`}{An `igraph` object.} |
| 93 | +#' } |
| 94 | +#' @examples |
| 95 | +#' \dontrun{ |
| 96 | +#' # Get metadata |
| 97 | +#' ns_metadata("copenhagen/calls") |
| 98 | +#' |
| 99 | +#' # Download network as data frames |
| 100 | +#' graph_data <- ns_df("copenhagen/calls") |
| 101 | +#' |
| 102 | +#' # Create an igraph object |
| 103 | +#' g <- ns_graph("copenhagen/calls") |
| 104 | +#' } |
| 105 | +#' |
| 106 | +#' @seealso <https://networks.skewed.de/> |
| 107 | +#' @rdname netzschleuder |
| 108 | +#' @export |
| 109 | +ns_metadata <- function(name, collection = FALSE) { |
| 110 | + rlang::check_installed("cli") |
| 111 | + net_ident <- resolve_name(name) |
| 112 | + path <- sprintf("api/net/%s", net_ident[[1]]) |
| 113 | + collection_url <- sprintf("https://networks.skewed.de/net/%s", net_ident[[1]]) |
| 114 | + resp <- make_request(path) |
| 115 | + raw <- httr2::resp_body_json(resp) |
| 116 | + class(raw) <- c("ns_meta", class(raw)) |
| 117 | + raw[["is_collection"]] <- collection |
| 118 | + raw[["collection_name"]] <- net_ident[[1]] |
| 119 | + if (collection) { |
| 120 | + return(raw) |
| 121 | + } else if ( |
| 122 | + net_ident[[1]] == net_ident[[2]] && |
| 123 | + length(unlist(raw$nets)) > 1 && |
| 124 | + !collection |
| 125 | + ) { |
| 126 | + cli::cli_abort( |
| 127 | + c( |
| 128 | + "{net_ident[[1]]} is a collection and downloading a whole collection is not permitted.", |
| 129 | + "i" = "see {.url {collection_url}}" |
| 130 | + ) |
| 131 | + ) |
| 132 | + } else if (net_ident[[1]] == net_ident[[2]]) { |
| 133 | + return(raw) |
| 134 | + } else { |
| 135 | + idx <- which(unlist(raw[["nets"]]) == net_ident[[2]]) |
| 136 | + if (length(idx) == 0) { |
| 137 | + cli::cli_abort( |
| 138 | + c( |
| 139 | + "{net_ident[[2]]} is not part of the collection {net_ident[[1]]}.", |
| 140 | + "i" = "see {.url {collection_url}}" |
| 141 | + ) |
| 142 | + ) |
| 143 | + } |
| 144 | + raw[["analyses"]] <- raw[["analyses"]][[net_ident[[2]]]] |
| 145 | + raw[["nets"]] <- raw[["nets"]][idx] |
| 146 | + raw |
| 147 | + } |
| 148 | +} |
| 149 | + |
| 150 | +#' @rdname netzschleuder |
| 151 | +#' @export |
| 152 | +ns_df <- function(name, token = NULL, size_limit = 1) { |
| 153 | + rlang::check_installed("minty") |
| 154 | + if (is.character(name)) { |
| 155 | + meta <- ns_metadata(name, collection = FALSE) |
| 156 | + net_ident <- resolve_name(name) |
| 157 | + } else if (inherits(name, "ns_meta")) { |
| 158 | + if (name[["is_collection"]]) { |
| 159 | + cli::cli_abort(c( |
| 160 | + "{.arg name} contains the meta data of a whole collection and downloading a whole collection is not permitted.", |
| 161 | + "i" = "set collection = FALSE in `ns_metadata()`" |
| 162 | + )) |
| 163 | + } |
| 164 | + meta <- name |
| 165 | + net_ident <- c(meta[["collection_name"]], meta[["nets"]]) |
| 166 | + } else { |
| 167 | + cli::cli_abort("{.arg name} must be a string or a `ns_meta` object.") |
| 168 | + } |
| 169 | + |
| 170 | + zip_url <- sprintf( |
| 171 | + "net/%s/files/%s.csv.zip", |
| 172 | + net_ident[[1]], |
| 173 | + net_ident[[2]] |
| 174 | + ) |
| 175 | + |
| 176 | + temp <- tempfile(fileext = "zip") |
| 177 | + download_file(zip_url, token = token, file = temp, size_limit = size_limit) |
| 178 | + |
| 179 | + zip_contents <- utils::unzip(temp, list = TRUE) |
| 180 | + |
| 181 | + edge_file_name <- grep("edge", zip_contents$Name, value = TRUE) |
| 182 | + node_file_name <- grep("node", zip_contents$Name, value = TRUE) |
| 183 | + gprops_file_name <- grep("gprops", zip_contents$Name, value = TRUE) |
| 184 | + |
| 185 | + edges_df_raw <- utils::read.csv(unz(temp, edge_file_name)) |
| 186 | + edges_df <- suppressWarnings(minty::type_convert(edges_df_raw)) |
| 187 | + source_loc <- grep("source", names(edges_df)) |
| 188 | + target_loc <- grep("target", names(edges_df)) |
| 189 | + names(edges_df)[c(source_loc, target_loc)] <- c("from", "to") |
| 190 | + |
| 191 | + # netzschleuder uses 0-indexing, igraph uses 1-indexing |
| 192 | + edges_df[["from"]] <- edges_df[["from"]] + 1L |
| 193 | + edges_df[["to"]] <- edges_df[["to"]] + 1L |
| 194 | + |
| 195 | + nodes_df_raw <- utils::read.csv(unz(temp, node_file_name)) |
| 196 | + #suppress warning if no character columns found |
| 197 | + nodes_df <- suppressWarnings(minty::type_convert(nodes_df_raw)) |
| 198 | + names(nodes_df)[1] <- "id" |
| 199 | + |
| 200 | + # netzschleuder uses 0-indexing, igraph uses 1-indexing |
| 201 | + nodes_df[["id"]] <- nodes_df[["id"]] + 1L |
| 202 | + if ("X_pos" %in% names(nodes_df)) { |
| 203 | + regex <- gregexpr("-?\\d+\\.\\d+", nodes_df[["X_pos"]]) |
| 204 | + matches <- regmatches(nodes_df[["X_pos"]], regex) |
| 205 | + |
| 206 | + mat <- vapply(matches, as.numeric, numeric(2)) |
| 207 | + |
| 208 | + nodes_df[["X_pos"]] <- NULL |
| 209 | + nodes_df[["x"]] <- mat[1, ] |
| 210 | + nodes_df[["y"]] <- mat[2, ] |
| 211 | + } |
| 212 | + |
| 213 | + gprops_df <- readLines(unz(temp, gprops_file_name)) |
| 214 | + |
| 215 | + on.exit(unlink(temp)) |
| 216 | + |
| 217 | + list(nodes = nodes_df, edges = edges_df, gprops = gprops_df, meta = meta) |
| 218 | +} |
| 219 | + |
| 220 | +#' @rdname netzschleuder |
| 221 | +#' @export |
| 222 | +ns_graph <- function(name, token = NULL, size_limit = 1) { |
| 223 | + graph_data <- ns_df(name, token = token, size_limit = size_limit) |
| 224 | + directed <- graph_data$meta[["analyses"]][["is_directed"]] |
| 225 | + bipartite <- graph_data$meta[["analyses"]][["is_bipartite"]] |
| 226 | + |
| 227 | + g <- igraph::graph_from_data_frame( |
| 228 | + graph_data$edges, |
| 229 | + directed = directed, |
| 230 | + vertices = graph_data$nodes |
| 231 | + ) |
| 232 | + |
| 233 | + if (bipartite) { |
| 234 | + types <- rep(FALSE, igraph::vcount(g)) |
| 235 | + types[graph_data$nodes$id %in% graph_data$edges[[1]]] <- TRUE |
| 236 | + g <- igraph::set_vertex_attr(g, "type", value = types) |
| 237 | + } |
| 238 | + |
| 239 | + g |
| 240 | +} |
| 241 | + |
| 242 | +#' @export |
| 243 | +print.ns_meta <- function(x, ...) { |
| 244 | + if (x[["is_collection"]]) { |
| 245 | + cat("Netzschleuder Metadata for the collection:", x[["collection_name"]]) |
| 246 | + cat("Number of Networks:", length(x[["nets"]])) |
| 247 | + } else { |
| 248 | + cat( |
| 249 | + "Netzschleuder Metadata for: ", |
| 250 | + x[["collection_name"]], |
| 251 | + "/", |
| 252 | + x[["nets"]][[1]], |
| 253 | + sep = "" |
| 254 | + ) |
| 255 | + cat("\n") |
| 256 | + cat("Number of vertices:", x$analyses$num_vertices) |
| 257 | + cat("\n") |
| 258 | + cat("Number of Edges:", x$analyses$num_edges) |
| 259 | + cat("\n") |
| 260 | + cat("Directed:", x$analyses$is_directed) |
| 261 | + cat("\n") |
| 262 | + cat("Bipartite:", x$analyses$is_bipartite) |
| 263 | + } |
| 264 | +} |
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