From 92d4cec5677d29a5c4ab86c550ed4c1e1f1605e0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Krisztina=20D=C3=B3ra=20Konr=C3=A1d?= Date: Tue, 6 Feb 2024 17:30:08 +0000 Subject: [PATCH] version 0.0.5 --- DESCRIPTION | 38 ++ LICENSE | 2 + MD5 | 28 + NAMESPACE | 4 + NEWS.md | 16 + R/LandComp.R | 319 ++++++++++++ R/calculate_SpatialUnitSize.R | 68 +++ R/data.R | 23 + README.md | 125 +++++ build/vignette.rds | Bin 0 -> 196 bytes data/hexagonal_data.rda | Bin 0 -> 3109 bytes data/square_data.rda | Bin 0 -> 2077 bytes inst/CITATION | 16 + inst/doc/LandComp.R | 43 ++ inst/doc/LandComp.Rmd | 106 ++++ inst/doc/LandComp.html | 490 ++++++++++++++++++ man/LandComp.Rd | 123 +++++ man/calculate_SpatialUnitSize.Rd | 42 ++ man/figures/README-hexagonal_data-1.png | Bin 0 -> 8573 bytes man/figures/README-square_data-1.png | Bin 0 -> 6197 bytes man/figures/logo.png | Bin 0 -> 20525 bytes man/figures/spatial_units_hexagon.png | Bin 0 -> 255360 bytes man/figures/spatial_units_square.png | Bin 0 -> 171098 bytes man/hexagonal_data.Rd | 19 + man/square_data.Rd | 19 + tests/testthat.R | 12 + tests/testthat/test-LandComp.R | 169 ++++++ .../testthat/test-calculate_SpatialUnitSize.R | 51 ++ vignettes/LandComp.Rmd | 106 ++++ 29 files changed, 1819 insertions(+) create mode 100644 DESCRIPTION create mode 100644 LICENSE create mode 100644 MD5 create mode 100644 NAMESPACE create mode 100644 NEWS.md create mode 100644 R/LandComp.R create mode 100644 R/calculate_SpatialUnitSize.R create mode 100644 R/data.R create mode 100644 README.md create mode 100644 build/vignette.rds create mode 100644 data/hexagonal_data.rda create mode 100644 data/square_data.rda create mode 100644 inst/CITATION create mode 100644 inst/doc/LandComp.R create mode 100644 inst/doc/LandComp.Rmd create mode 100644 inst/doc/LandComp.html create mode 100644 man/LandComp.Rd create mode 100644 man/calculate_SpatialUnitSize.Rd create mode 100644 man/figures/README-hexagonal_data-1.png create mode 100644 man/figures/README-square_data-1.png create mode 100644 man/figures/logo.png create mode 100644 man/figures/spatial_units_hexagon.png create mode 100644 man/figures/spatial_units_square.png create mode 100644 man/hexagonal_data.Rd create mode 100644 man/square_data.Rd create mode 100644 tests/testthat.R create mode 100644 tests/testthat/test-LandComp.R create mode 100644 tests/testthat/test-calculate_SpatialUnitSize.R create mode 100644 vignettes/LandComp.Rmd diff --git a/DESCRIPTION b/DESCRIPTION new file mode 100644 index 0000000..0fb362e --- /dev/null +++ b/DESCRIPTION @@ -0,0 +1,38 @@ +Package: LandComp +Title: Analysing Landscape Composition and Structure at Multiple Scales +Version: 0.0.5 +Authors@R: c( + person(given = c("Krisztina", "Dóra"), family = "Konrád", email = "konrad.krisztina@ecolres.hu", role = c("aut", "cre", "cph"), comment = c(ORCID = "0000-0002-4414-8766")), + person(given = "Ákos", family = "Bede-Fazekas", role = c("aut", "ths", "cph"), comment = c(ORCID = "0000-0002-2905-338X")), + person(given = "Sándor", family = "Bartha", role = c("cph"), comment = c(ORCID = "0000-0001-6331-7521")), + person(given = "Imelda", family = "Somodi", role = c("ccp", "ths", "cph"), comment = c(ORCID = "0000-0002-6207-3796"))) +Description: Changes of landscape diversity and structure can be detected + soon if relying on landscape class combinations and analysing patterns + at multiple scales. 'LandComp' provides such an opportunity, based on + Juhász-Nagy's functions (Juhász-Nagy P, Podani J 1983 + ). Functions can handle multilayered data. + Requirements of the input: binary data contained by a regular square + or hexagonal grid, and the grid should have projected coordinates. +License: MIT + file LICENSE +Suggests: knitr, rmarkdown, testthat +Encoding: UTF-8 +Language: En +RoxygenNote: 7.3.0 +Imports: future, future.apply, sf +Depends: R (>= 2.10) +LazyData: true +VignetteBuilder: knitr +URL: https://github.com/ladylavender/LandComp, + https://ladylavender.github.io/LandComp/ +BugReports: https://github.com/ladylavender/LandComp/issues +NeedsCompilation: no +Packaged: 2024-02-05 19:05:20 UTC; Kriszti +Author: Krisztina Dóra Konrád [aut, cre, cph] + (), + Ákos Bede-Fazekas [aut, ths, cph] + (), + Sándor Bartha [cph] (), + Imelda Somodi [ccp, ths, cph] () +Maintainer: Krisztina Dóra Konrád +Repository: CRAN +Date/Publication: 2024-02-06 17:30:08 UTC diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..8e443a7 --- /dev/null +++ b/LICENSE @@ -0,0 +1,2 @@ +YEAR: 2024 +COPYRIGHT HOLDER: LandComp authors diff --git a/MD5 b/MD5 new file mode 100644 index 0000000..22210c9 --- /dev/null +++ b/MD5 @@ -0,0 +1,28 @@ +c255bed33243656a6e1301e58d62f75f *DESCRIPTION +bc0d0acbf6942744201d2de53dd34143 *LICENSE +2a52ee3282aa991369d7ea320622764e *NAMESPACE +61bd55ad94656d9625684e9e90420368 *NEWS.md +4ff2514670eede75569ceb60f02d6be1 *R/LandComp.R +ea7cde865e2f3703be2e810b497fb3be *R/calculate_SpatialUnitSize.R +943adabcf4851d1ba2b6b435f4c030e9 *R/data.R +6bb4e7e14cdd2914a81d67dc4e021976 *README.md +d760edd7966e017bd7433e453cd57c61 *build/vignette.rds +bd7456fd574f11b720db29192ab502f4 *data/hexagonal_data.rda +20fb8bb07599682e56f6f199aa65b075 *data/square_data.rda +35337293cab43b450fea64d1c72a7cf5 *inst/CITATION +990e6ebfadbef9bb84af23f950ba9eb2 *inst/doc/LandComp.R +3587a5886b64768d470eab08dc543162 *inst/doc/LandComp.Rmd +1396685d9e34c23d01691cd98a09fda8 *inst/doc/LandComp.html +fed3ad40d9e49b7360f33ee0dd35ce35 *man/LandComp.Rd +ba12b31f9137f12344081b03fcbb8916 *man/calculate_SpatialUnitSize.Rd +ae527504750a5b012d271f88283fd5d2 *man/figures/README-hexagonal_data-1.png +39732d475b78f2c588af1804e8736449 *man/figures/README-square_data-1.png +81df5e3d2836fe9ec7bcdd4da78cc6e6 *man/figures/logo.png +24d9f0b0826e151545c624599ef52c72 *man/figures/spatial_units_hexagon.png +b1c0383134f2ba26d50bfa247e03ec2c *man/figures/spatial_units_square.png +96bcb623f263d449ecea5d586745cc19 *man/hexagonal_data.Rd +2c882e0f5c2abaa29131c5b902d03c5c *man/square_data.Rd +bb0b5bdd9cde2b15cfc0ca9eac1b742d *tests/testthat.R +806bb3bc5d5c20127e4aeeeac0bed374 *tests/testthat/test-LandComp.R +76840dd75eed1afcd43058e6da76e167 *tests/testthat/test-calculate_SpatialUnitSize.R +3587a5886b64768d470eab08dc543162 *vignettes/LandComp.Rmd diff --git a/NAMESPACE b/NAMESPACE new file mode 100644 index 0000000..fa4863b --- /dev/null +++ b/NAMESPACE @@ -0,0 +1,4 @@ +# Generated by roxygen2: do not edit by hand + +export(LandComp) +export(calculate_SpatialUnitSize) diff --git a/NEWS.md b/NEWS.md new file mode 100644 index 0000000..1d4092a --- /dev/null +++ b/NEWS.md @@ -0,0 +1,16 @@ +# LandComp 0.0.5 + +* Updated 'Description' file. +* The package became compatible with CRAN. + +# LandComp 0.0.4 + +# LandComp 0.0.3 + +* Updated 'Description' file. + +# LandComp 0.0.2 + +# LandComp 0.0.1 + +* Initial CRAN submission. diff --git a/R/LandComp.R b/R/LandComp.R new file mode 100644 index 0000000..e538fae --- /dev/null +++ b/R/LandComp.R @@ -0,0 +1,319 @@ +#'LandComp: quantify landscape diversity and structure +#' +#'Calculate compositional diversity and associatum of landscape data at +#'different spatial scales. +#' +#'@encoding UTF-8 +#'@param x An `sf` object of type `POLYGON` that must have projected coordinates +#' (i.e. WGS-84 is not accepted). Geometry must be a regular spatial grid +#' containing either squares or hexagons. Both flat topped and pointy topped +#' hexagons are accepted. Fields should contain binary integer values (i.e., 0s +#' and 1s). Logical values are coerced with warning. +#'@param aggregation_steps A numeric vector containing non-negative numbers. The +#' vector elements express the size of the spatial units for which calculation +#' of compositional diversity and associatum is required. The size is measured +#' by the number of rows of grid cells around the central grid cell, where 0 +#' means the original grid cell without enlargement. Analysis can be done more +#' precise by giving also fraction numbers as input. In this case, the +#' following step's spatial unit minus grid cells touching the vertices are +#' used as spatial base units. Note, in the case of hexagonal grid, steps +#' falling in the interval ]0,1[ cannot be evaluated. Negative, non-finite and +#' missing values are ignored with warning. +#'@param parallelrun A logical vector of length one indicating whether +#' aggregation should be performed in a parallel way (defaults to `TRUE`). All +#' available processor cores are used in the case of parallel processing. +#' Should be set to `FALSE` if memory limitation occurs. +#'@param savememory A logical vector of length one indicating whether a slower +#' but less memory-demanding algorithm should run (defaults to `FALSE`). Should +#' be set to `TRUE` if the available memory is limited. +#'@param precision A numeric vector of length one. Number of digits to which the +#' areas of grid cells are rounded. Should be decreased if the grid is not +#' perfectly regular and the equality check of the grid cells' area fails. + +#' +#'@return A `data.frame` of `length(aggregation_steps)` rows with the following +#' columns and attribute: +#' * **AggregationStep**: size of the spatial units measured by +#' the number of rows of grid cells around the central grid cell. The content +#' (and order) of this column is the same as the parameter +#' \code{aggregation_steps} except that negative, non-finite and missing values +#' are removed. It also serves as an ID in the resulting `data.frame`. +#' * **SpatialUnit_Size**: number of grid cells contained by the aggregated, +#' large unit. +#' * **SpatialUnit_Area**: area of the aggregated, large unit +#' * **SpatialUnit_Count**: sample size. +#' * **UniqueCombination_Count**: number of unique landscape class combinations. +#' * **CD_bit**: compositional diversity (sensu Juhász-Nagy) of `x`. +#' * **AS_bit**: associatum (sensu Juhász-Nagy) of `x` +#' * **attr(*, "unit")**: unit of the CRS of the object provided to `x`. +#' +#'@details The function is based on the model family created by Juhász-Nagy +#' (1976, 1984, 1993). Compositional diversity +#' (\ifelse{html}{\out{CD}}{\eqn{CD}}) measures the diversity of landscape +#' class combinations. Associatum (\ifelse{html}{\out{AS}}{\eqn{AS}}) +#' characterizes the spatial dependence of landscape classes. It is measured as +#' the difference of the "random" diversity (i.e. predicted diversity with the +#' assumption of independent occurrence of landscape classes) and the observed +#' diversity. Both functions have typically one maximum +#' (\ifelse{html}{\out{CDmax}}{\eqn{CD_{max}}}, +#' \ifelse{html}{\out{ASmax}}{\eqn{AS_{max}}}), when plotting +#' against increasing scale. Unit sizes corresponding to the maxima values of +#' both functions (\ifelse{html}{\out{ACD}}{\eqn{A_{CD}}}, +#' \ifelse{html}{\out{ACD}}{\eqn{A_{AS}}}) help to capture the +#' spatial scale holding the most information. These indices, particularly +#' \ifelse{html}{\out{CDmax}}{\eqn{CD_{max}}}, +#' \ifelse{html}{\out{ASmax}}{\eqn{AS_{max}}} and +#' \ifelse{html}{\out{ACD}}{\eqn{A_{CD}}} can be effectively used as +#' indicators (Juhász-Nagy & Podani 1983). Though the functions were originally +#' applied in community ecology, the current function supports their +#' application in the landscape context (see also Konrád et al. 2023). +#' +#'@concept landscape diversity +#'@concept multilayer analysis +#'@concept Juhász-Nagy's functions +#' +#'@examples +#' data(square_data) +#' LandComp(x = square_data, aggregation_steps = 0) +#' +#'\donttest{ +#' LandComp(x = square_data, aggregation_steps = 0, parallelrun = FALSE) +#' LandComp(x = square_data, aggregation_steps = c(0.5, 1, 1.5)) +#' +#' data(hexagonal_data) +#' LandComp(x = hexagonal_data, aggregation_steps = c(0, 1, 1.5)) +#'} +#' +#'@references +#' * Juhász-Nagy P (1976) Spatial dependence of plant populations. Part 1. +#'Equivalence analysis (An outline of new model). _Acta Bot Acad Sci Hung 22_: +#'61–78. +#' * Juhász-Nagy P (1984) Spatial dependence of plant population. 2. A family +#'of new models. _Acta Bot Hung 30_: 363–402. +#' * Juhász-Nagy P (1993) Notes on compositional diversity. _Hydrobiologia 249_: +#'173–182. +#' * Juhász-Nagy P, Podani J (1983) Information theory methods for the study of +#'spatial processes and succession. _Vegetatio 51_: 129–140. +#' * Konrád KD, Bede-Fazekas Á, Bartha S, Somodi I (2023) Adapting a multiscale +#' approach to assess the compositional diversity of landscapes. _Landsc Ecol_ +#' _38_: 2731–2747. +#' +#'@export +#' +LandComp <- function(x, aggregation_steps = c(0, 1, 1.5, 2:5), parallelrun = TRUE, savememory = FALSE, precision = 4){ + # Checking required packages + sf_available <- requireNamespace(package = "sf", quietly = TRUE) + if(!sf_available) stop("Package 'sf' is not available. Please install it.") + future_available <- requireNamespace(package = "future", quietly = TRUE) + if(!future_available) stop("Package 'future' is not available. Please install it.") + futureapply_available <- requireNamespace(package = "future.apply", quietly = TRUE) + if(!futureapply_available) stop("Package 'future.apply' is not available. Please install it.") + + # Checking parameters + if(missing(x)) stop("Parameter 'x' should be set.") + if(missing(aggregation_steps)) stop("Parameter 'aggregation_step' should be set.") + if(!("sf" %in% class(x))) stop("Parameter 'x' should have class 'sf'.") + sf::st_agr(x) <- "constant" + rownames(x) <- paste0("id", 1:nrow(x)) + geometry <- sf::st_geometry(x) + x <- sf::st_drop_geometry(x) + all_geometries_are_polygon <- all(sf::st_is(x = geometry, type = "POLYGON")) + if(!all_geometries_are_polygon) stop("Parameter 'x' should contain only data of polygons.") + if(is.na(sf::st_crs(geometry))){ stop("CRS of parameter 'x' should be set but found to be missing.") + }else if(sf::st_is_longlat(geometry)) stop("Parameter 'x' should have projected coordinates. Resampling and application of another CRS is suggested.") + if(any(apply(x, MARGIN = 2, FUN = is.logical))){ + x <- apply(x, MARGIN = 2, FUN = as.integer) + warning("Parameter 'x' was found holding a logical data though integer is required. Coercion is done.") + } + if(any(apply(x, MARGIN = 2, FUN = function(column){class(column) %in% c("character", "factor")}))){ + x <- apply(x, MARGIN = 2, FUN = function(column){as.integer(as.character(column))}) + warning("Parameter 'x' was found holding data of class character though integer is required. Coercion is done.") + } + if(!all(sort(unique(unlist(x))) %in% c(0,1)) ) stop(paste0("Parameter 'x' should contain binary data, with 0 (absence) and 1 (presence) data. However, other values are found: ", paste0(utils::head(sort(unique(unlist(x))), 10), collapse = ", "))) + if(length(aggregation_steps)<1) stop("Parameter 'aggregation_steps' should be set.") + if(any(is.na(aggregation_steps))){ + aggregation_steps <- aggregation_steps[!is.na(aggregation_steps)] + warning("Unknown (NA) values provided to parameter 'aggregation_steps' are ignored.") + } + if(!is.numeric(aggregation_steps)) stop("Parameter 'aggregation_steps' should be numeric.") + if(any(aggregation_steps < 0 | !is.finite(aggregation_steps))){ + mask <- aggregation_steps >= 0 & is.finite(aggregation_steps) + warning(paste0("Parameter 'aggregation_steps' requires finite, non-negative values. Others (", paste0(utils::head(aggregation_steps[!mask], 10), collapse = ", "), ") are ignored.")) + aggregation_steps <- aggregation_steps[mask] + } + if(length(parallelrun)<1) { + stop("Parameter 'parallelrun' should be of length one.") + } else if(length(parallelrun)>1){ + warning(paste0("Parameter 'parallelrun' has more elements (", as.character(length(parallelrun)), ") then expected (1). Only the first element is used.")) + parallelrun <- parallelrun[1] + } + if(!is.logical(parallelrun)) stop("Parameter 'parallelrun' should be logical.") + if(is.na(parallelrun)) stop("Unknown (NA) values provided to parameter 'parallelrun'.") + if(length(savememory)<1) { + stop("Parameter 'savememory' should be of length one.") + } else if( length(savememory)>1){ + warning(paste0("Parameter 'savememory' has more elements (", as.character(length(savememory)), ") then expected (1). Only the first element is used.")) + savememory <- savememory[1] + } + if(!is.logical(savememory)) stop("Parameter 'savememory' should be logical.") + if(is.na(savememory)) stop("Unknown (NA) values provided to parameter 'savememory'.") + if(length(precision)<1) { + stop("Parameter 'precision' should be of length one.") + } else if(length(precision)>1){ + warning(paste0("Parameter 'precision' has more elements (", as.character(length(precision)), ") then expected (1). Only the first element is used.")) + precision <- precision[1] + } + if(!is.numeric(precision)) stop("Parameter 'precision' should be numeric.") + if(any(is.na(precision))) stop("Unknown (NA) values provided to parameter 'precision'.") + if(any(precision <= 0 | as.logical(precision %% 1) | !is.finite(precision))) stop(paste0("Parameter 'precision' requires positive integers. Inappropriate value (", precision, ") is detected.")) + # Settings related to future package + system_name <- base::Sys.info()["sysname"] + default_strategy_of_plan <- if(parallelrun) { + if(future::supportsMulticore()){ + future::plan("future::multicore") + }else{ + future::plan("future::multisession") + } + } else { + future::plan("future::sequential") + } + default_maxGlobalSize <- options(future.globals.maxSize = Inf, future.rng.onMisuse = "ignore") + on.exit(expr = future::plan(default_strategy_of_plan), add = TRUE) + on.exit(expr = options(future.globals.maxSize = default_maxGlobalSize), add = TRUE) + number_of_vertices <- unlist(future.apply::future_lapply(X = 1:length(geometry), future.seed = NULL, FUN = function(i){length(sf::st_cast(sf::st_boundary(geometry[i]), "POINT")[-1])})) + if(all(number_of_vertices == 4)) { + square = TRUE + } else if(all(number_of_vertices == 6)){ + square = FALSE + } else if(length(unique(vertices))>1){ + stop(paste0("The geometry of 'x' seems to be not regular. Different number of vertices are detected: ", paste0(utils::head(unique(vertices), n = 10), collapse = ", "))) + } else stop(paste0("The geometry of 'x' should contain either regular square grid or regular hexagonal grid. However, other number of vertices is detected: ", unique(vertices), ".")) + if(any(aggregation_steps > 0 & aggregation_steps < 1 & !square )){ + mask <- !(aggregation_steps > 0 & aggregation_steps < 1 & !square ) + warning(paste0("Values falling in the range ]0,1[ set to parameter 'aggregation_steps' cannot be evaluated when using hexagonal grid. These (", paste0(utils::head(aggregation_steps[!mask], n = 10), collapse = ", "), ") are ignored.")) + aggregation_steps <- aggregation_steps[mask] + } + if(length(aggregation_steps) < 1) stop("All the values provided to parameter 'aggregation_steps' were found to be inappropriate and thus were ignored. Please provide appropriate values.") + + # Preparation for calculation + selected_gridcell <- 1 + gridcell_area <- unique(round(sf::st_area(geometry), digits = precision)) + centroid <- sf::st_centroid(geometry) + if(length(gridcell_area)>1) stop(paste0("The grid provided to parameter 'x' seems to be not regular. Grid cells with different areas ", paste0(utils::head(gridcell_area, 10), collapse = ", "), " have been found.")) + if(square){ + side_length <- diff(sf::st_bbox(geometry[1])[c(1,3)]) + }else{ + smaller_diameter <- min(c(diff(sf::st_bbox(geometry[1])[c(1,3)]), diff(sf::st_bbox(geometry[1])[c(2,4)]))) + side_length <- smaller_diameter / sqrt(3) + rotate = function(a) matrix(c(cos(a), sin(a), -sin(a), cos(a)), 2, 2) + rotated_geometry_of_the_selected_gridcell <- (geometry[selected_gridcell] - centroid) * rotate(pi/2) + centroid + sf::st_crs(rotated_geometry_of_the_selected_gridcell) <- sf::st_crs(geometry) + } + + # Initializing the data frame for result statistics + stats <- c("AggregationStep", + "SpatialUnit_Size", # size of the spatial unit of the given aggregation step + "SpatialUnit_Area", # area of the spatial unit of the given aggregation step + "SpatialUnit_Count", # number of the spatial units of the given aggregation step + "UniqueCombination_Count", # number of unique combinations + "CD_bit", # Juhasz-Nagy's function: compositional diversity + "AS_bit") # Juhasz-Nagy's function: associatum + results <- as.data.frame( + matrix(rep(NA), + nrow = length(aggregation_steps), + ncol = length(stats), + dimnames = list(NULL, stats))) + results[,"AggregationStep"] <- aggregation_steps + + # Creating aggregated data + sorted_aggregation_steps <- sort(unique(aggregation_steps), decreasing = TRUE) + for(aggregation_step in sorted_aggregation_steps){ + SpatialUnit_Size <- calculate_SpatialUnitSize(aggregation_step = aggregation_step, square = square) + if(aggregation_step == 0){ + aggregated_data <- x + }else{ + # Creating buffer + aggregation_step_is_integer <- (aggregation_step %% 1) == 0 + if(square){ + distance <- ifelse(aggregation_step_is_integer, + side_length * (floor(aggregation_step)+0.0001) , + side_length * (floor(aggregation_step)+0.5001) ) + buffer_of_the_selected_gridcell <- sf::st_buffer(geometry[selected_gridcell], dist = distance, joinStyle = 'MITRE', mitreLimit = 10) + }else{ + distance <- ifelse(aggregation_step_is_integer, + 1.5 * side_length * floor(aggregation_step) + 0.0001 , + 1.5 * side_length * (floor(aggregation_step) + 0.5001) ) + buffer_of_the_selected_gridcell <- sf::st_buffer(rotated_geometry_of_the_selected_gridcell, dist = distance, joinStyle = "MITRE", mitreLimit = 10) + } #if - whether square or hexagon is the grid cell + buffer <- buffer_of_the_selected_gridcell + (centroid - sf::st_centroid(buffer_of_the_selected_gridcell)) + sf::st_crs(buffer) <- sf::st_crs(geometry) + + # Defining grid cell IDs covered by the buffer + if(aggregation_step == sorted_aggregation_steps[1] | savememory){ + n_workers <- future::nbrOfWorkers() + n_elements <- length(buffer) + fold_length <- floor(n_elements / n_workers) + split_vector <- rep(x = 1:n_workers, times = c(rep(x = fold_length, times = n_workers - 1), n_elements - fold_length * (n_workers - 1))) + split_results <- future.apply::future_lapply(X = split(buffer, split_vector), function(buffer_split) sf::st_contains(x = buffer_split, y = centroid)) + covered_gridcellIDs <- do.call("c", split_results) + names(covered_gridcellIDs) <- NULL + }else{ # When parallelization is not applied, to make faster the running, covered gridcellIDs are selected from that of the previous step. + covered_gridcellIDs <- future.apply::future_lapply(X = 1: length(covered_gridcellIDs), future.seed = NULL, FUN = function(i) { + ith_covered_gridcellIDs <- covered_gridcellIDs[[i]] + ith_mask <- sf::st_contains(buffer[i], centroid[ith_covered_gridcellIDs])[[1]] + ith_covered_gridcellIDs[ith_mask]}) + } + if(!aggregation_step_is_integer){ # if aggregation step is fraction, corners of the moving window are deleted + vertices <- future.apply::future_lapply(X = 1:length(buffer), future.seed = NULL, FUN = function(i){sf::st_cast(sf::st_boundary(buffer[i]), "POINT")[-1]}) + covered_gridcellIDs <- future.apply::future_lapply(X = 1:length(covered_gridcellIDs), future.seed = NULL, FUN = function(i){ + indices_of_gridcells_to_delete = unlist(sf::st_within(vertices[[i]], geometry[covered_gridcellIDs[[i]]])) + covered_gridcellIDs[[i]][setdiff(x = 1:length(covered_gridcellIDs[[i]]), y = indices_of_gridcells_to_delete)] + }) + } + + # Selecting spatial units filled in entirely with data of grid cells + names(covered_gridcellIDs) <- rownames(x) + mask = vapply(X = covered_gridcellIDs, FUN.VALUE = logical(length = 1), + FUN = function(element){length(element) == SpatialUnit_Size}) # large spatial units with gaps of data should be not taken into account when performing calculation of information theory functions + entirely_covered_gridcellIDs = covered_gridcellIDs[mask] + + # Aggregating by maximum + aggregated_data_list <- future.apply::future_lapply(X = entirely_covered_gridcellIDs, future.seed = NULL, FUN = function(gridcells_to_aggregate){ + if(length(x)>1){ apply(x[gridcells_to_aggregate,], MARGIN = 2, FUN = base::max) # KKD modositotta 2023 01 04 + }else{ max(x[gridcells_to_aggregate,])}# KKD modositotta 2023 01 04 + }) + + aggregated_data <- as.data.frame(do.call(what = base::rbind, args = aggregated_data_list)) + rm(list = c("aggregated_data_list", "buffer", "entirely_covered_gridcellIDs", "mask")) + } # if - whether aggregation is needed + + # Calculation + # Calculating measures needed for calculation of information theory functions + mask_of_rows <- (aggregation_step == results$AggregationStep) + gridcell_area <- sf::st_area(geometry[1]) + SpatialUnit_Count <- nrow(aggregated_data) + results[mask_of_rows, "SpatialUnit_Count"] <- SpatialUnit_Count + results[mask_of_rows, "SpatialUnit_Size"] <- SpatialUnit_Size + results[mask_of_rows, "SpatialUnit_Area"] <- SpatialUnit_Size * gridcell_area + + # Calculating compositional diversity + combinations <- base::apply(aggregated_data, MARGIN = 1, FUN = paste0, collapse="") + p_combinations <- as.vector(table(combinations)/SpatialUnit_Count) # proportion of the unique landscape class combinations + CD <- - sum(p_combinations * log2(p_combinations)) + results[mask_of_rows, "CD_bit"] <- CD + results[mask_of_rows, "UniqueCombination_Count"] <- length(unique(combinations)) + + # Calculating associatum + preference_of_landscape_classes <- apply(aggregated_data, MARGIN=2, FUN=function(landscape_class){ # preference_of_landscape_classes: counts of presences (1) and absences (0) of each landscape classes + factorized_landscape_class = factor(landscape_class, levels=c(0,1)) # if a class is present/absent in all the spatial units, then factorization facilitates handling the result of table() + table(factorized_landscape_class)/SpatialUnit_Count}) + preference_of_landscape_classes <- as.vector(preference_of_landscape_classes) # Technically a vector is needed for calculation. + LD <- -sum(preference_of_landscape_classes * log2(preference_of_landscape_classes), na.rm=TRUE) # local distinctiveness + AS <- LD - CD + results[mask_of_rows, "AS_bit"] <- AS + + }# for - aggregation step + attr(x = results, which = "unit") <- sf::st_crs(geometry)$units_gdal + return(results) +} + diff --git a/R/calculate_SpatialUnitSize.R b/R/calculate_SpatialUnitSize.R new file mode 100644 index 0000000..59d2769 --- /dev/null +++ b/R/calculate_SpatialUnitSize.R @@ -0,0 +1,68 @@ +#'Number of grid cells covered by enlarged spatial units +#' +#'Calculate the number of grid cells covered by the radially enlarged spatial +#'units. +#' +#'@param aggregation_step A numeric vector of length one containing a +#' non-negative number. This number expresses the size of the spatial units for +#' which calculation of compositional diversity and associatum is required. The +#' size is measured by the number of rows of grid cells around the central grid +#' cell, where 0 means the original cell without enlargement. Fraction number +#' can be also set as input. In this case, the following step's spatial unit +#' minus grid cells touching the vertices are used as spatial base units. Note, +#' in the case of hexagonal grid, steps falling in the interval ]0,1[ cannot be +#' evaluated. Negative, non-finite and missing values are ignored with warning. +#'@param square A logical vector of length one. Should be `TRUE` if square grid, +#' `FALSE`, if is hexagonal grid is used as the basis of calculation. +#' +#'@return A numeric vector of length one. +#'@export +#' +#'@examples +#' calculate_SpatialUnitSize(aggregation_step = 0, square = TRUE) +#' +#' foo = c() +#' for(i in c(0, 0.5, 1, 1.5, 2, 3)) +#' foo = c(foo, calculate_SpatialUnitSize(aggregation_step = i, square = TRUE)) +#' foo +#' +#' vapply(c(0, 1, 1.5, 2, 3), FUN = function(i){ +#' calculate_SpatialUnitSize(aggregation_step = i, square = FALSE)}, +#' FUN.VALUE = numeric(length = 1)) +#' +calculate_SpatialUnitSize = function(aggregation_step, square = FALSE){ + # Checking parameters + if(missing(aggregation_step)) stop("Parameter 'aggregation_step' should be set.") + if(any(is.na(aggregation_step))){ + aggregation_step = aggregation_step[!is.na(aggregation_step)] + warning("NA values provided to parameter 'aggregation_step' are ignored.") + } + if(any(!is.finite(aggregation_step))){ + aggregation_step = aggregation_step[is.finite(aggregation_step)] + warning("Infinite values provided to parameter 'aggregation_step' are ignored.") + } + if(length(aggregation_step)>1){ + warning("Parameter 'aggregation_step' has more elements (", as.character(length(aggregation_step)), ") then expected (1). Only the first element is used.") + aggregation_step <- aggregation_step[1] + } else if(length(aggregation_step)<1) stop("Parameter 'aggregation_step' should be of length one.") + if(aggregation_step < 0) stop("Parameter 'aggregation_step' should be non-negative.") + if(!is.numeric(aggregation_step)) stop("Parameter 'aggregation_step' should be a numeric.") + if(length(square)>1){ + warning("Parameter 'square' has more elements (", as.character(length(square)), ") then expected (1). Only the first element is used.") + square <- square[1] + } else if(length(square)<1) stop("Parameter 'square' should be of length one.") + if(!is.logical(square)) stop("Parameter 'square' should be logical.") + if(is.na(square)) stop("NA values provided to parameter 'square'.") + if(aggregation_step >0 & aggregation_step <1 & !square) stop("Value (", aggregation_step,") set to parameter 'aggregation_steps' falling in the range ]0,1[ cannot be evaluated when using hexagonal grid.") + + # Calculation + aggregation_step_is_integer = aggregation_step %% 1 == 0 + if(square){ # square grid + count <- (ceiling(aggregation_step)*2+1)^2 # formula to use if the given aggregation_step is integer + if(!aggregation_step_is_integer) count <- count - 4 # formula to use if the given aggregation_step is fraction + }else{ # hexagonal grid + count <- sum((0:ceiling(aggregation_step)) * 6) + 1 # formula to use if the given aggregation_step is integer + if(!aggregation_step_is_integer) count <- count - 6 # formula to use if the given aggregation_step is fraction + } + count +} diff --git a/R/data.R b/R/data.R new file mode 100644 index 0000000..c4a2973 --- /dev/null +++ b/R/data.R @@ -0,0 +1,23 @@ +#' Sample vegetation data with hexagonal grid +#' +#' A generated dataset containing presences and absences of five vegetation types. +#' +#' @docType data +#' @name hexagonal_data +#' @usage data(hexagonal_data) +#' @format An `sf` object with 300 rows and 6 variables. +#' @author Krisztina Dóra Konrád \email{konrad.krisztina@@ecolres.hu} +"hexagonal_data" + + +#' Sample vegetation data with square grid +#' +#' A generated dataset containing presences and absences of five vegetation types. +#' +#' +#' @docType data +#' @name square_data +#' @usage data(square_data) +#' @format An `sf` object with 300 rows and 6 variables. +#' @author Krisztina Dóra Konrád \email{konrad.krisztina@@ecolres.hu} +"square_data" diff --git a/README.md b/README.md new file mode 100644 index 0000000..fde1dd9 --- /dev/null +++ b/README.md @@ -0,0 +1,125 @@ + + + + +[![R-CMD-check](https://github.com/ladylavender/LandComp/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/ladylavender/LandComp/actions/workflows/R-CMD-check.yaml) + + +# LandComp + +A package that enables quantifying landscape diversity and structure at +multiple scales. For these purposes Juhász-Nagy’s functions, +i.e. compositional diversity (CD) and associatum (AS), are calculated. + +## Installation + +You can install the development version of `LandComp` using the +following command: + +``` r +install.packages("devtools") +devtools::install_github("ladylavender/LandComp") +``` + +## Example + +Example regular grids represent demonstrative spatial arrangements. They +reflect a typical case when having presence/absence data on some +landscape classes (e.g. vegetation types here) along a landscape. Note, +there are three requirements of using the `LandComp` package: + +- the landscape data should be numeric binary, i.e. it should contain 0 + or 1 values +- the geometry of the landscape data should be a regular square or + hexagonal grid +- the geometry of the landscape data should have projected coordinates + (i.e. WGS84 is not eligible) + +### Regular square grid data + +The structure and the visualization of the example square grid data: + +``` r +suppressPackageStartupMessages(library("sf")) +library(LandComp) +data("square_data") +plot(square_data) +``` + +![](man/figures/README-square_data-1.png) + +``` r +str(square_data) +#> Classes 'sf' and 'data.frame': 300 obs. of 6 variables: +#> $ VT1 : num 0 0 0 0 0 0 0 0 0 0 ... +#> $ VT2 : num 0 0 0 0 0 0 0 0 0 0 ... +#> $ VT3 : num 0 0 0 0 1 1 0 0 0 0 ... +#> $ VT4 : num 0 0 0 0 0 0 0 1 1 1 ... +#> $ VT5 : num 0 0 0 0 0 0 0 0 0 1 ... +#> $ geometry:sfc_POLYGON of length 300; first list element: List of 1 +#> ..$ : num [1:5, 1:2] 400000 400000 405000 405000 400000 ... +#> ..- attr(*, "class")= chr [1:3] "XY" "POLYGON" "sfg" +#> - attr(*, "sf_column")= chr "geometry" +#> - attr(*, "agr")= Factor w/ 3 levels "constant","aggregate",..: NA NA NA NA NA +#> ..- attr(*, "names")= chr [1:5] "VT1" "VT2" "VT3" "VT4" ... +``` + +Two values of CD and AS measuring landscape diversity and structure can +be calculated as e.g. + +``` r +LandComp(x = square_data, aggregation_steps = 0:1) +#> AggregationStep SpatialUnit_Size SpatialUnit_Area SpatialUnit_Count +#> 1 0 1 2.50e+07 300 +#> 2 1 9 2.25e+08 234 +#> UniqueCombination_Count CD_bit AS_bit +#> 1 13 2.755349 0.1709469 +#> 2 18 3.176364 1.0874836 +``` + +### Regular hexagonal grid data + +The structure and the visualization of the example hexagonal grid data: + +``` r +data("hexagonal_data") +plot(hexagonal_data) +``` + +![](man/figures/README-hexagonal_data-1.png) + +``` r +str(hexagonal_data) +#> Classes 'sf' and 'data.frame': 300 obs. of 6 variables: +#> $ VT1 : num 0 0 0 0 0 0 0 0 0 0 ... +#> $ VT2 : num 0 0 0 0 0 0 0 0 0 0 ... +#> $ VT3 : num 0 0 0 0 0 0 0 0 0 0 ... +#> $ VT4 : num 1 1 0 1 1 1 0 1 1 1 ... +#> $ VT5 : num 0 0 1 1 0 0 1 0 0 1 ... +#> $ geometry:sfc_POLYGON of length 300; first list element: List of 1 +#> ..$ : num [1:7, 1:2] 649500 649000 649000 649500 650000 ... +#> ..- attr(*, "class")= chr [1:3] "XY" "POLYGON" "sfg" +#> - attr(*, "sf_column")= chr "geometry" +#> - attr(*, "agr")= Factor w/ 3 levels "constant","aggregate",..: NA NA NA NA NA +#> ..- attr(*, "names")= chr [1:5] "VT1" "VT2" "VT3" "VT4" ... +``` + +``` r +LandComp(x = hexagonal_data, aggregation_steps = 0:1) +#> AggregationStep SpatialUnit_Size SpatialUnit_Area SpatialUnit_Count +#> 1 0 1 866025.4 300 +#> 2 1 7 6062177.8 234 +#> UniqueCombination_Count CD_bit AS_bit +#> 1 12 1.972863 0.1256525 +#> 2 16 3.422409 0.5394512 +``` + +For further information and examples, see both the vignette of the +package and `?LandComp` after installing the package. +Note, if you would like to view the vignette from R using the code +`vignette("LandComp")`, you should install the package using the +following command: + +``` r +devtools::install_github("ladylavender/LandComp", build_vignettes = TRUE) +``` diff --git a/build/vignette.rds b/build/vignette.rds new file mode 100644 index 0000000000000000000000000000000000000000..29ef2ea9e325201763801b2ad1a9d113ac989541 GIT binary patch literal 196 zcmV;#06YI5iwFP!0000028-ZgU|?WkU}0urU}6R`nT3G_8xRWsF(U&D11FH?@kz`} zan8>z&ta*vKsl{m8*uk8-6XmL%$>6#?~w+zkMW7?c*R0RRBeeN({z literal 0 HcmV?d00001 diff --git a/data/hexagonal_data.rda b/data/hexagonal_data.rda new file mode 100644 index 0000000000000000000000000000000000000000..cf4b8a4b691bcc075c2a782fda96252ad1f5c0f6 GIT binary patch literal 3109 zcmb7_dpMK*AII;pmWdo@l1hqARtXJ}M{@|ntgxxc!XpjEgC5K&F~U=tF^8N>t68h4 z<(M-$r6K1-Sq>=?C5M#X)bq#l{Pp|&-hX`W@AbOh@9*dOe6RbuKPDuKzLxQ6r2XkI z+YA9fVO?HdU;h#IBYgeG`uc0(e*L?1-9_}1ucpJK(Suz_lk;o>#JKrkcfm_$pbT_MQ{bL7PSgGS+tg$ULGvz z&OCm%aWXOz5^YQu`q7YR9C{13)v{Gfz|*=r*Qz?}?{--o{7@ zTL3^-*gfd35G0hv3b{>5#^dn&24hvc(EM(59Q#RR$n^p#d(3vFWR+KgczaU}UlJ{< zOi^OplvKKH9($82^FGwUebJPPp1iU5CMaHmd7o|!mQDV)*(fF@;BwTCm8I$eD#18b z!A(p#QrHYubqlGNfmLN#_41z0QB@gOWm4~x4M5~^=R#YAK%|#fumN~n-_TLv(^8(t z6=GE;*E@7{K?pEBuIC2edOM9SZ8$e^y@e|l;Y}J{suTh`V%mnFUQHxk#atwDiIR?+ zE}+rcPYgu8db}Qal@T8C`K|nSk{m)|ZQ&Rk=BH5~(o@*u(sRk% zH9w!3->l0eav&U2RBf|%@uN#0Od(s13pWm`K=o57=P3Ta4th_lH#OaFO8-^yypyD) z1b3@3&x?0T$C>m`<7ej2`r|u@96~f<@Lw_Sf5y)I%h>XNzbfSO1+&n=;ai4HJjZ*j zx~+$yLwOLLSdaeR!`o9mNWG6qxT95{pQ$TFbFQ^%Wq6!NSqB&R%qEzBs2EKeX*K^b zZ8=cn;9Wj8a4~gh|HbbevPq1Sg~cy-4=qlsG|h*Ox>`>7I+aFz@R4XQxYm}scWXvm z(D&T4LtPeI{dw3OM~*1ly7o^d!5*tC#OqC~AXJ7IRx8m-ZS#6PCu`~@)NM3-b&cBK z`Hcb!uj=`kHG}H3gR}mXCF~~Zc8w*((C--GC-YwtK=`m(Q5(3!K8&r`gV#OJo3tKWJ1c#zdCI}GQJChkgXi?$6v zuGrwbTwfD6 z+{v^UZD^OZ*U(QE0<2ebM6hm?~l|Ut5OM9Js@eT>qR|QR*gr935+yEmZ zO7Uz|r`@r>;Yp7Txv@|Is{Qk{8Pz8Vj`gV3xzOpB*&^Kgr^rC++9q--vLgR*MuW9g z(%_oi!wblvz!;UU>uMvuAz3Lm_Nlp9pFG)!Sew_e&|q&b($F`I%=Xm4WENCLW=?-f zc#4={hWYdz{v~iM_^&ts9WU0Cl>?P8*?oLi$tSMo`Gi5MG#eq-G^Ta^tc8rneu=Kx z;@~%oa;S#y9g&-uenbH6#iCyOFp?=Acj>MFKi68LG_;503YlG-nT7P@sc$nZm;^_S9PrV^{vN0`eg&E zB{gDx`t~;zK=6~t;XH2nO*qy7sVGV^kzcZH|EW4GEh+t0$i+R~rQtV6+PX9KGg*^E zPY2KMSWYNUT5BX@@TUkb5mVw-T8@dxE;8#~)42@4x8#pO-&|kvGKUR}O%U0`VbZDl zx(C`nz$)X5lx{;j1&g~6B;LKe`AN=9=L?Mzi!C4J96ZOrc;sY^M6OTYzVI?%d38Z| z&*qbE(&e(NCvq<3P(v;_b|;srp>YBqwK&|Ep{rhe*&puJa+!jN^vv;L`~}>YK6n&4 zQOo$^{u(xG_8KV&b@PR;2z+7wZ(4#2Uc)+}Rk((4cD~RNXeF*K8X-sy!+(Z_WyTAV zgYhKfyq<3&`c{7QL1Vzu$BV z=0C`})McDvM~k0xV@aqp6Vf$VMAR>Y_=6}(l$2mI^Y7@KCUS)TK@`Q+=DtI1jCPSd zM6R{bM!|kRT=RcG>NI+dwzW*8&iALrJUg2lVVFXVl2u0zGJ5o#ZEWs zFy9w=6^6@KNIApJi7KonYh_DtOl|j@O6e?Ye;|4Hgss5th>n3BX^L8Wc7ZT78_?@a zzH8(6^~~%I+GIDg`UPS(p%gD#oI2HPMWbz_E&XoQ9?{csf*z%6ENw|W-~wYlM+|-n zSlxBnassY*titu6!8q}Et6xM@FiTm@%8qliup$7E|eE8Vru zZfwXLNc8@T-S|!Q%N7CL_0|K*l&ywh;Lu&q!*{xF-*CZ49Hr(S^i#0J#QPyNLpAx6`DHEKlvo$6)>XepNBbPT3=MxMtmS(JJ;o71;T2%!xT_9l zA#Q6EaD3TWRssWd8(sk+X!pDhr>9=KU{KsyerU6)LC3AV(ut>olo@kZ5J)-bXe|H2 z6~qfu{bc%aq|ZS!G0H(Bl=a?P3`W+84?d@H;OQAnlAYP{=z5ENZaY&*WeXlN()ath z!??&6`}1Td>dvWCFH1Z(;mwbp+9fA)RQ|<*l>JYnUPM_1Y}>Zi=uAg3_fSC%J?dym zhWw#-U5+v`)UdG^J8f9$B_77Ls;{I%jm)&&jPv~_9#6ZC%Ea4b9IBKh@>S9bduu=n zkt<|460ywp*`tJ!M?uxg9321Xi ztSW%4H#uQyPZ;weRM%t69Og&y%EHP=!WOJxpRobr&&G&riH>JDRnQ*P+8l#0$h;Kg zA5Xnvq-M zGQD#MrD=DQN0~vRf8U6QTwM-Z^Z_gj7G?de&VNlTQ}$C-;1#0-X%U1z=rcqep$|rL ilAWS;v3JeA=rXUhuv@yK=X-g%f}vhVixymZDg7T;k*K%; 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Landscape Ecology 38:2731–2747. https://doi.org/10.1007/s10980-023-01759-y"), + title = "Adapting a multiscale approach to assess the compositional diversity of landscapes", + author = c(person(given = c("Krisztina", "Dóra"), family = "KONRÁD", role = "cph"), + person(given = "Ákos", family = "BEDE-FAZEKAS", role = "cph"), + person(given = "Sándor", family = "BARTHA", role = "cph"), + person(given = "Imelda", family = "SOMODI", role = "cph")), + journal = "Landscape Ecology", + year = "2023", + volume = "38", + pages = "2731–2747", + url = "https://doi.org/10.1007/s10980-023-01759-y" +) diff --git a/inst/doc/LandComp.R b/inst/doc/LandComp.R new file mode 100644 index 0000000..76be0ec --- /dev/null +++ b/inst/doc/LandComp.R @@ -0,0 +1,43 @@ +## ----include = FALSE---------------------------------------------------------- +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>" +) + +## ----setup-------------------------------------------------------------------- +library(LandComp) + +## ----square_data, echo = TRUE------------------------------------------------- +suppressPackageStartupMessages(library("sf")) +library(LandComp) +data("square_data") +str(square_data) + +## ----square_data_plot, out.width = '100%', echo = FALSE----------------------- +knitr::include_graphics(path = "../man/figures/README-square_data-1.png") + +## ----square_example1, echo=TRUE----------------------------------------------- +LandComp(x = square_data, aggregation_steps = 0) + +## ----square_units_plot, out.width = '50%', echo = FALSE----------------------- +knitr::include_graphics(path = "../man/figures/spatial_units_square.png") + +## ----square_example2, echo=TRUE----------------------------------------------- +LandComp(x = square_data, aggregation_steps = c(0.5, 1)) + +## ----hexagonal_data, echo = TRUE---------------------------------------------- +data("hexagonal_data") +str(hexagonal_data) + +## ----hexagonal_data_plot, out.width = '100%', echo = FALSE-------------------- +knitr::include_graphics(path = "../man/figures/README-hexagonal_data-1.png") + +## ----hexagonal_example1, echo=TRUE-------------------------------------------- +LandComp(x = hexagonal_data, aggregation_steps = 0) + +## ----hexagonal_units_plot, out.width = '50%', echo = FALSE-------------------- +knitr::include_graphics(path = "../man/figures/spatial_units_hexagon.png") + +## ----hexagonal_example2, echo=TRUE-------------------------------------------- +LandComp(x = hexagonal_data, aggregation_steps = c(1, 1.5)) + diff --git a/inst/doc/LandComp.Rmd b/inst/doc/LandComp.Rmd new file mode 100644 index 0000000..76c1570 --- /dev/null +++ b/inst/doc/LandComp.Rmd @@ -0,0 +1,106 @@ +--- +title: "LandComp" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{LandComp} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>" +) +``` + +```{r setup} +library(LandComp) +``` + +`LandComp` is a package for quantifying landscape diversity and structure at +multiple scales. For these purposes Juhász-Nagy's functions, i.e. compositional +diversity (CD) and associatum (AS), are calculated. + +## Examples + +Suggest we have data on some vegetation types along a landscape. Note, there are three requirements: + +* the landscape data should be numeric binary, i.e. it should contain 0 or 1 values +* the geometry of the landscape data should be a regular square or hexagonal grid +* the geometry of the landscape data should have projected coordinates (i.e. WGS84 is not eligible) + +### Using regular square grid + +Have a look at the square grid data. + +```{r square_data, echo = TRUE} +suppressPackageStartupMessages(library("sf")) +library(LandComp) +data("square_data") +str(square_data) +``` + +```{r square_data_plot, out.width = '100%', echo = FALSE} +knitr::include_graphics(path = "../man/figures/README-square_data-1.png") +``` + +_**Fig. 1.** Visualization of the square grid data._ + +CD and AS of the landscape at the scale of the base square grid (i.e. using the input grid cells as spatial units) can be calculated as + +```{r square_example1, echo=TRUE} +LandComp(x = square_data, aggregation_steps = 0) +``` + +However, Juhász-Nagy's functions, i.e. compositional diversity (CD) and associatum (AS) should be calculated at multiple scales. For this purpose spatial units can be selected using a buffer of grid cells around the central grid cell, where 0 means the original cell without enlargement. + +```{r square_units_plot, out.width = '50%', echo = FALSE} +knitr::include_graphics(path = "../man/figures/spatial_units_square.png") +``` + +_**Fig. 2.** Main properties of the spatial units used for the calculation of Juhász-Nagy's functions. In the integer aggregation steps, radially enlarged spatial units consisting of 9, 25, 49 etc. squares are produced. Enlarged spatial units of fraction aggregation steps are created using the spatial unit of the next integer aggregation step, but excluding the grid cells that touch the corners of the next integer unit. A~s~ is the area of the square grid cell of the input data._ + +The analysis can be done more precise by giving also fraction numbers as input. Thus, the following values of CD and AS can be calculated as e.g. + +```{r square_example2, echo=TRUE} +LandComp(x = square_data, aggregation_steps = c(0.5, 1)) +``` + +### Using regular hexagonal grid + +The example dataset contains pointy-topped hexagons. Note, the methods are also fine for regular hexagonal grids containing flat-topped hexagons. +Have a look at the hexagonal grid data. + +```{r hexagonal_data, echo = TRUE} +data("hexagonal_data") +str(hexagonal_data) +``` + +```{r hexagonal_data_plot, out.width = '100%', echo = FALSE} +knitr::include_graphics(path = "../man/figures/README-hexagonal_data-1.png") +``` + +_**Fig. 3.** Visualization of the hexagonal grid data._ + +CD and AS of the landscape at the scale of the base hexagonal grid (i.e. using the input grid cells as spatial units) can be calculated as + +```{r hexagonal_example1, echo=TRUE} +LandComp(x = hexagonal_data, aggregation_steps = 0) +``` + +However, Juhász-Nagy's functions, i.e. compositional diversity (CD) and associatum (AS) should be calculated at multiple scales. For this purpose spatial units can be selected using a buffer of grid cells around the central grid cell, where 0 means the original cell without enlargement. + +```{r hexagonal_units_plot, out.width = '50%', echo = FALSE} +knitr::include_graphics(path = "../man/figures/spatial_units_hexagon.png") +``` + +_**Fig. 4.** Main properties of the spatial units used for the calculation of Juhász-Nagy's functions. In the integer aggregation steps, radially enlarged spatial units consisting of 7, 19, 37 etc. hexagons are produced. Enlarged spatial units of fraction aggregation steps are created using the spatial unit of the next integer aggregation step, but excluding the grid cells that touch the vertices of the next integer unit. A~h~ is the area of the hexagonal grid cell of the input data._ + +Analysis can be done more precise by giving also fraction numbers as input. Thus, the following values of CD and AS can be calculated as e.g. + +```{r hexagonal_example2, echo=TRUE} +LandComp(x = hexagonal_data, aggregation_steps = c(1, 1.5)) +``` + +**Note,** in the case of hexagonal grid, steps falling in the interval ]0,1[ cannot be evaluated. diff --git a/inst/doc/LandComp.html b/inst/doc/LandComp.html new file mode 100644 index 0000000..8a51b4a --- /dev/null +++ b/inst/doc/LandComp.html @@ -0,0 +1,490 @@ + + + + + + + + + + + + + + +LandComp + + + + + + + + + + + + + + + + + + + + + + + + + + +

LandComp

+ + + +
library(LandComp)
+

LandComp is a package for quantifying landscape +diversity and structure at multiple scales. For these purposes +Juhász-Nagy’s functions, i.e. compositional diversity (CD) and +associatum (AS), are calculated.

+
+

Examples

+

Suggest we have data on some vegetation types along a landscape. +Note, there are three requirements:

+
    +
  • the landscape data should be numeric binary, i.e. it should contain +0 or 1 values
  • +
  • the geometry of the landscape data should be a regular square or +hexagonal grid
  • +
  • the geometry of the landscape data should have projected coordinates +(i.e. WGS84 is not eligible)
  • +
+
+

Using regular square grid

+

Have a look at the square grid data.

+
suppressPackageStartupMessages(library("sf"))
+library(LandComp)
+data("square_data")
+str(square_data)
+#> Classes 'sf' and 'data.frame':   300 obs. of  6 variables:
+#>  $ VT1     : num  0 0 0 0 0 0 0 0 0 0 ...
+#>  $ VT2     : num  0 0 0 0 0 0 0 0 0 0 ...
+#>  $ VT3     : num  0 0 0 0 1 1 0 0 0 0 ...
+#>  $ VT4     : num  0 0 0 0 0 0 0 1 1 1 ...
+#>  $ VT5     : num  0 0 0 0 0 0 0 0 0 1 ...
+#>  $ geometry:sfc_POLYGON of length 300; first list element: List of 1
+#>   ..$ : num [1:5, 1:2] 400000 400000 405000 405000 400000 ...
+#>   ..- attr(*, "class")= chr [1:3] "XY" "POLYGON" "sfg"
+#>  - attr(*, "sf_column")= chr "geometry"
+#>  - attr(*, "agr")= Factor w/ 3 levels "constant","aggregate",..: NA NA NA NA NA
+#>   ..- attr(*, "names")= chr [1:5] "VT1" "VT2" "VT3" "VT4" ...
+

+

Fig. 1. Visualization of the square grid +data.

+

CD and AS of the landscape at the scale of the base square grid +(i.e. using the input grid cells as spatial units) can be calculated +as

+
LandComp(x = square_data, aggregation_steps = 0)
+#>   AggregationStep SpatialUnit_Size SpatialUnit_Area SpatialUnit_Count
+#> 1               0                1          2.5e+07               300
+#>   UniqueCombination_Count   CD_bit    AS_bit
+#> 1                      13 2.755349 0.1709469
+

However, Juhász-Nagy’s functions, i.e. compositional diversity (CD) +and associatum (AS) should be calculated at multiple scales. For this +purpose spatial units can be selected using a buffer of grid cells +around the central grid cell, where 0 means the original cell without +enlargement.

+

+

Fig. 2. Main properties of the spatial units +used for the calculation of Juhász-Nagy’s functions. In the integer +aggregation steps, radially enlarged spatial units consisting of 9, 25, +49 etc. squares are produced. Enlarged spatial units of fraction +aggregation steps are created using the spatial unit of the next integer +aggregation step, but excluding the grid cells that touch the corners of +the next integer unit. As is the area of the square grid cell +of the input data.

+

The analysis can be done more precise by giving also fraction numbers +as input. Thus, the following values of CD and AS can be calculated as +e.g.

+
LandComp(x = square_data, aggregation_steps = c(0.5, 1))
+#>   AggregationStep SpatialUnit_Size SpatialUnit_Area SpatialUnit_Count
+#> 1             0.5                5         1.25e+08               234
+#> 2             1.0                9         2.25e+08               234
+#>   UniqueCombination_Count   CD_bit    AS_bit
+#> 1                      18 3.572889 0.7480368
+#> 2                      18 3.176364 1.0874836
+
+
+

Using regular hexagonal grid

+

The example dataset contains pointy-topped hexagons. Note, the +methods are also fine for regular hexagonal grids containing flat-topped +hexagons. Have a look at the hexagonal grid data.

+
data("hexagonal_data")
+str(hexagonal_data)
+#> Classes 'sf' and 'data.frame':   300 obs. of  6 variables:
+#>  $ VT1     : num  0 0 0 0 0 0 0 0 0 0 ...
+#>  $ VT2     : num  0 0 0 0 0 0 0 0 0 0 ...
+#>  $ VT3     : num  0 0 0 0 0 0 0 0 0 0 ...
+#>  $ VT4     : num  1 1 0 1 1 1 0 1 1 1 ...
+#>  $ VT5     : num  0 0 1 1 0 0 1 0 0 1 ...
+#>  $ geometry:sfc_POLYGON of length 300; first list element: List of 1
+#>   ..$ : num [1:7, 1:2] 649500 649000 649000 649500 650000 ...
+#>   ..- attr(*, "class")= chr [1:3] "XY" "POLYGON" "sfg"
+#>  - attr(*, "sf_column")= chr "geometry"
+#>  - attr(*, "agr")= Factor w/ 3 levels "constant","aggregate",..: NA NA NA NA NA
+#>   ..- attr(*, "names")= chr [1:5] "VT1" "VT2" "VT3" "VT4" ...
+

+

Fig. 3. Visualization of the hexagonal grid +data.

+

CD and AS of the landscape at the scale of the base hexagonal grid +(i.e. using the input grid cells as spatial units) can be calculated +as

+
LandComp(x = hexagonal_data, aggregation_steps = 0)
+#>   AggregationStep SpatialUnit_Size SpatialUnit_Area SpatialUnit_Count
+#> 1               0                1         866025.4               300
+#>   UniqueCombination_Count   CD_bit    AS_bit
+#> 1                      12 1.972863 0.1256525
+

However, Juhász-Nagy’s functions, i.e. compositional diversity (CD) +and associatum (AS) should be calculated at multiple scales. For this +purpose spatial units can be selected using a buffer of grid cells +around the central grid cell, where 0 means the original cell without +enlargement.

+

+

Fig. 4. Main properties of the spatial units +used for the calculation of Juhász-Nagy’s functions. In the integer +aggregation steps, radially enlarged spatial units consisting of 7, 19, +37 etc. hexagons are produced. Enlarged spatial units of fraction +aggregation steps are created using the spatial unit of the next integer +aggregation step, but excluding the grid cells that touch the vertices +of the next integer unit. Ah is the area of the hexagonal +grid cell of the input data.

+

Analysis can be done more precise by giving also fraction numbers as +input. Thus, the following values of CD and AS can be calculated as +e.g.

+
LandComp(x = hexagonal_data, aggregation_steps = c(1, 1.5))
+#>   AggregationStep SpatialUnit_Size SpatialUnit_Area SpatialUnit_Count
+#> 1             1.0                7          6062178               234
+#> 2             1.5               13         11258330               187
+#>   UniqueCombination_Count   CD_bit    AS_bit
+#> 1                      16 3.422409 0.5394512
+#> 2                      21 3.487383 0.5487755
+

Note, in the case of hexagonal grid, steps falling +in the interval ]0,1[ cannot be evaluated.

+
+
+ + + + + + + + + + + diff --git a/man/LandComp.Rd b/man/LandComp.Rd new file mode 100644 index 0000000..c3d28dd --- /dev/null +++ b/man/LandComp.Rd @@ -0,0 +1,123 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/LandComp.R +\encoding{UTF-8} +\name{LandComp} +\alias{LandComp} +\title{LandComp: quantify landscape diversity and structure} +\usage{ +LandComp( + x, + aggregation_steps = c(0, 1, 1.5, 2:5), + parallelrun = TRUE, + savememory = FALSE, + precision = 4 +) +} +\arguments{ +\item{x}{An \code{sf} object of type \code{POLYGON} that must have projected coordinates +(i.e. WGS-84 is not accepted). Geometry must be a regular spatial grid +containing either squares or hexagons. Both flat topped and pointy topped +hexagons are accepted. Fields should contain binary integer values (i.e., 0s +and 1s). Logical values are coerced with warning.} + +\item{aggregation_steps}{A numeric vector containing non-negative numbers. The +vector elements express the size of the spatial units for which calculation +of compositional diversity and associatum is required. The size is measured +by the number of rows of grid cells around the central grid cell, where 0 +means the original grid cell without enlargement. Analysis can be done more +precise by giving also fraction numbers as input. In this case, the +following step's spatial unit minus grid cells touching the vertices are +used as spatial base units. Note, in the case of hexagonal grid, steps +falling in the interval ]0,1[ cannot be evaluated. Negative, non-finite and +missing values are ignored with warning.} + +\item{parallelrun}{A logical vector of length one indicating whether +aggregation should be performed in a parallel way (defaults to \code{TRUE}). All +available processor cores are used in the case of parallel processing. +Should be set to \code{FALSE} if memory limitation occurs.} + +\item{savememory}{A logical vector of length one indicating whether a slower +but less memory-demanding algorithm should run (defaults to \code{FALSE}). Should +be set to \code{TRUE} if the available memory is limited.} + +\item{precision}{A numeric vector of length one. Number of digits to which the +areas of grid cells are rounded. Should be decreased if the grid is not +perfectly regular and the equality check of the grid cells' area fails.} +} +\value{ +A \code{data.frame} of \code{length(aggregation_steps)} rows with the following +columns and attribute: +\itemize{ +\item \strong{AggregationStep}: size of the spatial units measured by +the number of rows of grid cells around the central grid cell. The content +(and order) of this column is the same as the parameter +\code{aggregation_steps} except that negative, non-finite and missing values +are removed. It also serves as an ID in the resulting \code{data.frame}. +\item \strong{SpatialUnit_Size}: number of grid cells contained by the aggregated, +large unit. +\item \strong{SpatialUnit_Area}: area of the aggregated, large unit +\item \strong{SpatialUnit_Count}: sample size. +\item \strong{UniqueCombination_Count}: number of unique landscape class combinations. +\item \strong{CD_bit}: compositional diversity (sensu Juhász-Nagy) of \code{x}. +\item \strong{AS_bit}: associatum (sensu Juhász-Nagy) of \code{x} +\item \strong{attr(*, "unit")}: unit of the CRS of the object provided to \code{x}. +} +} +\description{ +Calculate compositional diversity and associatum of landscape data at +different spatial scales. +} +\details{ +The function is based on the model family created by Juhász-Nagy +(1976, 1984, 1993). Compositional diversity +(\ifelse{html}{\out{CD}}{\eqn{CD}}) measures the diversity of landscape +class combinations. Associatum (\ifelse{html}{\out{AS}}{\eqn{AS}}) +characterizes the spatial dependence of landscape classes. It is measured as +the difference of the "random" diversity (i.e. predicted diversity with the +assumption of independent occurrence of landscape classes) and the observed +diversity. Both functions have typically one maximum +(\ifelse{html}{\out{CDmax}}{\eqn{CD_{max}}}, +\ifelse{html}{\out{ASmax}}{\eqn{AS_{max}}}), when plotting +against increasing scale. Unit sizes corresponding to the maxima values of +both functions (\ifelse{html}{\out{ACD}}{\eqn{A_{CD}}}, +\ifelse{html}{\out{ACD}}{\eqn{A_{AS}}}) help to capture the +spatial scale holding the most information. These indices, particularly +\ifelse{html}{\out{CDmax}}{\eqn{CD_{max}}}, +\ifelse{html}{\out{ASmax}}{\eqn{AS_{max}}} and +\ifelse{html}{\out{ACD}}{\eqn{A_{CD}}} can be effectively used as +indicators (Juhász-Nagy & Podani 1983). Though the functions were originally +applied in community ecology, the current function supports their +application in the landscape context (see also Konrád et al. 2023). +} +\examples{ +data(square_data) +LandComp(x = square_data, aggregation_steps = 0) + +\donttest{ +LandComp(x = square_data, aggregation_steps = 0, parallelrun = FALSE) +LandComp(x = square_data, aggregation_steps = c(0.5, 1, 1.5)) + +data(hexagonal_data) +LandComp(x = hexagonal_data, aggregation_steps = c(0, 1, 1.5)) +} + +} +\references{ +\itemize{ +\item Juhász-Nagy P (1976) Spatial dependence of plant populations. Part 1. +Equivalence analysis (An outline of new model). \emph{Acta Bot Acad Sci Hung 22}: +61–78. +\item Juhász-Nagy P (1984) Spatial dependence of plant population. 2. A family +of new models. \emph{Acta Bot Hung 30}: 363–402. +\item Juhász-Nagy P (1993) Notes on compositional diversity. \emph{Hydrobiologia 249}: +173–182. +\item Juhász-Nagy P, Podani J (1983) Information theory methods for the study of +spatial processes and succession. \emph{Vegetatio 51}: 129–140. +\item Konrád KD, Bede-Fazekas Á, Bartha S, Somodi I (2023) Adapting a multiscale +approach to assess the compositional diversity of landscapes. \emph{Landsc Ecol} +\emph{38}: 2731–2747. +} +} +\concept{Juhász-Nagy's functions} +\concept{landscape diversity} +\concept{multilayer analysis} diff --git a/man/calculate_SpatialUnitSize.Rd b/man/calculate_SpatialUnitSize.Rd new file mode 100644 index 0000000..63999e6 --- /dev/null +++ b/man/calculate_SpatialUnitSize.Rd @@ -0,0 +1,42 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/calculate_SpatialUnitSize.R +\name{calculate_SpatialUnitSize} +\alias{calculate_SpatialUnitSize} +\title{Number of grid cells covered by enlarged spatial units} +\usage{ +calculate_SpatialUnitSize(aggregation_step, square = FALSE) +} +\arguments{ +\item{aggregation_step}{A numeric vector of length one containing a +non-negative number. This number expresses the size of the spatial units for +which calculation of compositional diversity and associatum is required. The +size is measured by the number of rows of grid cells around the central grid +cell, where 0 means the original cell without enlargement. Fraction number +can be also set as input. In this case, the following step's spatial unit +minus grid cells touching the vertices are used as spatial base units. Note, +in the case of hexagonal grid, steps falling in the interval ]0,1[ cannot be +evaluated. Negative, non-finite and missing values are ignored with warning.} + +\item{square}{A logical vector of length one. Should be \code{TRUE} if square grid, +\code{FALSE}, if is hexagonal grid is used as the basis of calculation.} +} +\value{ +A numeric vector of length one. +} +\description{ +Calculate the number of grid cells covered by the radially enlarged spatial +units. +} +\examples{ +calculate_SpatialUnitSize(aggregation_step = 0, square = TRUE) + +foo = c() +for(i in c(0, 0.5, 1, 1.5, 2, 3)) + foo = c(foo, calculate_SpatialUnitSize(aggregation_step = i, square = TRUE)) +foo + +vapply(c(0, 1, 1.5, 2, 3), FUN = function(i){ + calculate_SpatialUnitSize(aggregation_step = i, square = FALSE)}, + FUN.VALUE = numeric(length = 1)) + +} diff --git a/man/figures/README-hexagonal_data-1.png b/man/figures/README-hexagonal_data-1.png new file mode 100644 index 0000000000000000000000000000000000000000..3b303606cf312243cbdbde8af70c3ae03c01fafe GIT binary patch literal 8573 zcmcIq2|Sc*+n+H)36WI9q?AhNDAEXth-{@2VpNjIPRKBmlFAW>ERiKGqikcFk!_}w zk}OdM6El@1GscW{%=&x}=k0ubzu)_QzjNO6zJBAG=iaaTx~}_wE%)4Vw6~I3p}YbD 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index 0000000..c364668 --- /dev/null +++ b/man/hexagonal_data.Rd @@ -0,0 +1,19 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/data.R +\docType{data} +\name{hexagonal_data} +\alias{hexagonal_data} +\title{Sample vegetation data with hexagonal grid} +\format{ +An \code{sf} object with 300 rows and 6 variables. +} +\usage{ +data(hexagonal_data) +} +\description{ +A generated dataset containing presences and absences of five vegetation types. +} +\author{ +Krisztina Dóra Konrád \email{konrad.krisztina@ecolres.hu} +} +\keyword{datasets} diff --git a/man/square_data.Rd b/man/square_data.Rd new file mode 100644 index 0000000..6517e88 --- /dev/null +++ b/man/square_data.Rd @@ -0,0 +1,19 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/data.R +\docType{data} +\name{square_data} +\alias{square_data} +\title{Sample vegetation data with square grid} +\format{ +An \code{sf} object with 300 rows and 6 variables. +} +\usage{ +data(square_data) +} +\description{ +A generated dataset containing presences and absences of five vegetation types. +} +\author{ +Krisztina Dóra Konrád \email{konrad.krisztina@ecolres.hu} +} +\keyword{datasets} diff --git a/tests/testthat.R b/tests/testthat.R new file mode 100644 index 0000000..c0366a3 --- /dev/null +++ b/tests/testthat.R @@ -0,0 +1,12 @@ +# This file is part of the standard setup for testthat. +# It is recommended that you do not modify it. +# +# Where should you do additional test configuration? +# Learn more about the roles of various files in: +# * https://r-pkgs.org/tests.html +# * https://testthat.r-lib.org/reference/test_package.html#special-files + +library(testthat) +library(LandComp) + +test_check("LandComp") diff --git a/tests/testthat/test-LandComp.R b/tests/testthat/test-LandComp.R new file mode 100644 index 0000000..e7bff32 --- /dev/null +++ b/tests/testthat/test-LandComp.R @@ -0,0 +1,169 @@ +data("square_data") +data("hexagonal_data") + +test_that(desc = "inappropriate x", + code = { + expect_error(object = LandComp(x = TRUE, aggregation_steps = 1)) + expect_error(object = LandComp(x = "foo", aggregation_step = 2)) + + hexagonal_data_char = hexagonal_data[1:10, 1:2] + hexagonal_data_char$VT1 <- as.character(hexagonal_data_char$VT1) + hexagonal_data_char$VT2 <- as.character(hexagonal_data_char$VT2) + expect_warning(object = LandComp(x = hexagonal_data_char, aggregation_steps = 0)) + + hexagonal_data_logi = hexagonal_data[1:10, 1:2] + hexagonal_data_logi$VT1 <- as.logical(hexagonal_data_logi$VT1) + hexagonal_data_logi$VT2 <- as.logical(hexagonal_data_logi$VT2) + expect_warning(object = LandComp(x = hexagonal_data_logi, aggregation_steps = 0)) + } +) + +test_that(desc = "strange or extreme x", + code = { + expect_error(object = LandComp(x = sf::st_geometry(square_data), aggregation_steps = 1)) # column0 + rowmask = 1:50 + column1 = LandComp(x = square_data[rowmask,1], aggregation_steps = 0:1) + expect_equal(object = column1[,"SpatialUnit_Size"], + expected = c(1,9)) + expect_equal(object = column1[,"SpatialUnit_Count"], + expected = c(50, 8)) + expect_equal(object = column1[,"UniqueCombination_Count"], + expected = c(2, 2)) + expect_equal(object = round(column1[,"CD_bit"], digits = 2), + expected = c(0.47, 0.95)) + expect_equal(object = round(column1[,"AS_bit"], digits = 2), + expected = c(0, 0)) + + row1 = LandComp(x = square_data[1,], aggregation_steps = 0:1) + expect_equal(object = row1[,"SpatialUnit_Size"], + expected = c(1,9)) + expect_equal(object = row1[,"SpatialUnit_Count"], + expected = c(1, 0)) + expect_equal(object = row1[,"UniqueCombination_Count"], + expected = c(1, 0)) + expect_equal(object = round(row1[,"CD_bit"], digits = 2), + expected = c(0, 0)) + expect_equal(object = round(row1[,"AS_bit"], digits = 2), + expected = c(0, 0)) + + other_extreme_data = data.frame(VT000 = rep(0, times = 300), + VT111 = rep(1, times = 300)) + sf::st_geometry(other_extreme_data) <- sf::st_geometry(square_data) + rowmask = 1:10 + column000 <- LandComp(x = other_extreme_data[rowmask,"VT000"], aggregation_steps = 0) + expect_equal(object = column000[,"SpatialUnit_Size"], + expected = 1) + expect_equal(object = column000[,"SpatialUnit_Count"], + expected = 10) + expect_equal(object = column000[,"UniqueCombination_Count"], + expected = 1) + expect_equal(object = round(column000[,"CD_bit"], digits = 2), + expected = 0) + expect_equal(object = round(column000[,"AS_bit"], digits = 2), + expected = 0) + + column111 <- LandComp(x = other_extreme_data[rowmask,"VT000"], aggregation_steps = 0) + expect_equal(object = column111[,"SpatialUnit_Size"], + expected = 1) + expect_equal(object = column111[,"SpatialUnit_Count"], + expected = 10) + expect_equal(object = column111[,"UniqueCombination_Count"], + expected = 1) + expect_equal(object = round(column111[,"CD_bit"], digits = 2), + expected = 0) + expect_equal(object = round(column111[,"AS_bit"], digits = 2), + expected = 0) + } +) + + +test_that(desc = "inappropriate aggregation_step", + code = { + expect_error(object = LandComp(x = square_data, aggregation_steps = TRUE)) + expect_error(object = LandComp(x = square_data, aggregation_steps = "foo")) + expect_warning(expect_error(object = LandComp(x = square_data, aggregation_steps = NA))) + expect_warning(expect_error(object = LandComp(x = square_data, aggregation_steps = Inf))) + + expect_warning(expect_error(object = LandComp(x = square_data, aggregation_steps = -1))) + expect_warning(expect_error(object = LandComp(x = hexagonal_data, aggregation_steps = -10))) + + } +) + + +test_that(desc = "aggregation step in the interval ]0;1[ when using hexagonal grid", + code = { + expect_warning(expect_error(object = LandComp(x = hexagonal_data, aggregation_step = 0.5))) + } +) + + +test_that(desc = "inappropriate parallelrun", + code = { + expect_error(object = LandComp(x = square_data, aggregation_steps = 1,parallelrun = 100)) + expect_error(object = LandComp(x = square_data, aggregation_steps = 1, parallelrun = "bla")) + expect_error(object = LandComp(x = square_data, aggregation_steps = 1, parallelrun = NA)) + rowmask = 1:10 + expect_warning(object = LandComp(x = square_data[rowmask,], aggregation_step = 3, parallelrun = c(TRUE, FALSE))) + } +) + + +test_that(desc = "inappropriate savememory", + code = { + expect_error(object = LandComp(x = square_data, aggregation_steps = 1, savememory = 100)) + expect_error(object = LandComp(x = square_data, aggregation_steps = 1, savememory = "bla")) + expect_error(object = LandComp(x = square_data, aggregation_steps = 1, savememory = NA)) + rowmask = 1:10 + expect_warning(object = LandComp(x = square_data[rowmask,], aggregation_step = 3, savememory = c(TRUE, FALSE))) + } +) + + +test_that(desc = "inappropriate precision", + code = { + expect_error(object = LandComp(x = square_data, aggregation_steps = 1, precision = TRUE)) + expect_error(object = LandComp(x = square_data, aggregation_steps = 1, precision = "foo")) + expect_error(object = LandComp(x = square_data, aggregation_steps = 1, precision = NA)) + rowmask = 1:10 + expect_warning(object = LandComp(x = square_data[rowmask,], aggregation_step = 3,precision = c(4, 5))) + } +) + + +test_that(desc = "appropriate setting - square grid", + code = { + square_result <- LandComp(x = square_data, aggregation_steps = seq(from = 0, to = 1.5, by = 0.5)) + expect_equal(object = square_result[,"AggregationStep"], + expected = seq(from = 0, to = 1.5, by = 0.5)) + expect_equal(object = square_result[,"SpatialUnit_Count"], + expected = c(300, 234, 234, 176)) + expect_equal(object = square_result[,"SpatialUnit_Size"], + expected = c(1, 5, 9, 21)) + expect_equal(object = square_result[,"UniqueCombination_Count"], + expected = c(13, 18, 18, 11)) + expect_equal(object = round(square_result[,"CD_bit"], digits = 2), + expected = c(2.76, 3.57, 3.18, 2.17)) + expect_equal(object = round(square_result[,"AS_bit"], digits = 2), + expected = c(0.17, 0.75, 1.09, 1.25)) + } +) + + +test_that(desc = "appropriate setting - hexagonal grid", + code = { + hexagonal_result <- LandComp(x = hexagonal_data, aggregation_steps = c(0, 1, 1.5, 2)) + expect_equal(object = hexagonal_result[,"AggregationStep"], + expected = c(0, 1, 1.5, 2)) + expect_equal(object = hexagonal_result[,"SpatialUnit_Count"], + expected = c(300, 234, 187, 176)) + expect_equal(object = hexagonal_result[,"SpatialUnit_Size"], + expected = c(1, 7, 13, 19)) + expect_equal(object = hexagonal_result[,"UniqueCombination_Count"], + expected = c(12, 16, 21, 21)) + expect_equal(object = round(hexagonal_result[,"CD_bit"], digits = 2), + expected = c(1.97, 3.42, 3.49, 2.85)) + expect_equal(object = round(hexagonal_result[,"AS_bit"], digits = 2), + expected = c(0.13, 0.54, 0.55, 0.44)) + } +) diff --git a/tests/testthat/test-calculate_SpatialUnitSize.R b/tests/testthat/test-calculate_SpatialUnitSize.R new file mode 100644 index 0000000..72cb256 --- /dev/null +++ b/tests/testthat/test-calculate_SpatialUnitSize.R @@ -0,0 +1,51 @@ +data("square_data") +data("hexagonal_data") + +test_that(desc = "inappropriate aggregation_step", + code = { + expect_error(object = calculate_SpatialUnitSize(aggregation_step = TRUE, square = TRUE)) + expect_warning(expect_error(object = calculate_SpatialUnitSize(aggregation_step = "foo", square = TRUE))) + expect_warning(expect_error(object = calculate_SpatialUnitSize(aggregation_step = NA, square = TRUE))) + expect_warning(expect_error(object = calculate_SpatialUnitSize(aggregation_step = Inf, square = TRUE))) + + expect_error(object = calculate_SpatialUnitSize(aggregation_step = -1, square = TRUE)) + expect_error(object = calculate_SpatialUnitSize(aggregation_step = -10, square = FALSE)) + + expect_warning(object = calculate_SpatialUnitSize(aggregation_step = 0:2, square = TRUE)) + expect_warning(expect_error(object = calculate_SpatialUnitSize(aggregation_step = -2:10, square = FALSE))) + } +) + + +test_that(desc = "inappropriate square", + code = { + expect_error(object = calculate_SpatialUnitSize(aggregation_step = 1, square = "foo")) + expect_error(object = calculate_SpatialUnitSize(aggregation_step = 2, square = 100)) + + expect_warning(object = calculate_SpatialUnitSize(aggregation_step = 3, square = c(TRUE, FALSE))) + expect_error(object = calculate_SpatialUnitSize(aggregation_step = 4, square = NA)) + } +) + + +test_that(desc = "aggregation step in the interval ]0;1[ when using hexagonal grid", + code = { + expect_error(object = calculate_SpatialUnitSize(aggregation_step = 0.5, square = FALSE)) + } +) + + +test_that(desc = "appropriate setting", + code = { + expect_equal(object = calculate_SpatialUnitSize(aggregation_step = 0, square = TRUE), 1) + expect_equal(object = calculate_SpatialUnitSize(aggregation_step = 0.5, square = TRUE), 5) + expect_equal(object = calculate_SpatialUnitSize(aggregation_step = 1, square = TRUE), 9) + expect_equal(object = calculate_SpatialUnitSize(aggregation_step = 1.5, square = TRUE), 21) + expect_equal(object = calculate_SpatialUnitSize(aggregation_step = 2, square = TRUE), 25) + + expect_equal(object = calculate_SpatialUnitSize(aggregation_step = 0, square = FALSE), 1) + expect_equal(object = calculate_SpatialUnitSize(aggregation_step = 1, square = FALSE), 7) + expect_equal(object = calculate_SpatialUnitSize(aggregation_step = 1.5, square = FALSE), 13) + expect_equal(object = calculate_SpatialUnitSize(aggregation_step = 2, square = FALSE), 19) + } +) diff --git a/vignettes/LandComp.Rmd b/vignettes/LandComp.Rmd new file mode 100644 index 0000000..76c1570 --- /dev/null +++ b/vignettes/LandComp.Rmd @@ -0,0 +1,106 @@ +--- +title: "LandComp" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{LandComp} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>" +) +``` + +```{r setup} +library(LandComp) +``` + +`LandComp` is a package for quantifying landscape diversity and structure at +multiple scales. For these purposes Juhász-Nagy's functions, i.e. compositional +diversity (CD) and associatum (AS), are calculated. + +## Examples + +Suggest we have data on some vegetation types along a landscape. Note, there are three requirements: + +* the landscape data should be numeric binary, i.e. it should contain 0 or 1 values +* the geometry of the landscape data should be a regular square or hexagonal grid +* the geometry of the landscape data should have projected coordinates (i.e. WGS84 is not eligible) + +### Using regular square grid + +Have a look at the square grid data. + +```{r square_data, echo = TRUE} +suppressPackageStartupMessages(library("sf")) +library(LandComp) +data("square_data") +str(square_data) +``` + +```{r square_data_plot, out.width = '100%', echo = FALSE} +knitr::include_graphics(path = "../man/figures/README-square_data-1.png") +``` + +_**Fig. 1.** Visualization of the square grid data._ + +CD and AS of the landscape at the scale of the base square grid (i.e. using the input grid cells as spatial units) can be calculated as + +```{r square_example1, echo=TRUE} +LandComp(x = square_data, aggregation_steps = 0) +``` + +However, Juhász-Nagy's functions, i.e. compositional diversity (CD) and associatum (AS) should be calculated at multiple scales. For this purpose spatial units can be selected using a buffer of grid cells around the central grid cell, where 0 means the original cell without enlargement. + +```{r square_units_plot, out.width = '50%', echo = FALSE} +knitr::include_graphics(path = "../man/figures/spatial_units_square.png") +``` + +_**Fig. 2.** Main properties of the spatial units used for the calculation of Juhász-Nagy's functions. In the integer aggregation steps, radially enlarged spatial units consisting of 9, 25, 49 etc. squares are produced. Enlarged spatial units of fraction aggregation steps are created using the spatial unit of the next integer aggregation step, but excluding the grid cells that touch the corners of the next integer unit. A~s~ is the area of the square grid cell of the input data._ + +The analysis can be done more precise by giving also fraction numbers as input. Thus, the following values of CD and AS can be calculated as e.g. + +```{r square_example2, echo=TRUE} +LandComp(x = square_data, aggregation_steps = c(0.5, 1)) +``` + +### Using regular hexagonal grid + +The example dataset contains pointy-topped hexagons. Note, the methods are also fine for regular hexagonal grids containing flat-topped hexagons. +Have a look at the hexagonal grid data. + +```{r hexagonal_data, echo = TRUE} +data("hexagonal_data") +str(hexagonal_data) +``` + +```{r hexagonal_data_plot, out.width = '100%', echo = FALSE} +knitr::include_graphics(path = "../man/figures/README-hexagonal_data-1.png") +``` + +_**Fig. 3.** Visualization of the hexagonal grid data._ + +CD and AS of the landscape at the scale of the base hexagonal grid (i.e. using the input grid cells as spatial units) can be calculated as + +```{r hexagonal_example1, echo=TRUE} +LandComp(x = hexagonal_data, aggregation_steps = 0) +``` + +However, Juhász-Nagy's functions, i.e. compositional diversity (CD) and associatum (AS) should be calculated at multiple scales. For this purpose spatial units can be selected using a buffer of grid cells around the central grid cell, where 0 means the original cell without enlargement. + +```{r hexagonal_units_plot, out.width = '50%', echo = FALSE} +knitr::include_graphics(path = "../man/figures/spatial_units_hexagon.png") +``` + +_**Fig. 4.** Main properties of the spatial units used for the calculation of Juhász-Nagy's functions. In the integer aggregation steps, radially enlarged spatial units consisting of 7, 19, 37 etc. hexagons are produced. Enlarged spatial units of fraction aggregation steps are created using the spatial unit of the next integer aggregation step, but excluding the grid cells that touch the vertices of the next integer unit. A~h~ is the area of the hexagonal grid cell of the input data._ + +Analysis can be done more precise by giving also fraction numbers as input. Thus, the following values of CD and AS can be calculated as e.g. + +```{r hexagonal_example2, echo=TRUE} +LandComp(x = hexagonal_data, aggregation_steps = c(1, 1.5)) +``` + +**Note,** in the case of hexagonal grid, steps falling in the interval ]0,1[ cannot be evaluated.