From 20512a4216dba66854314049eb26b032c3c7d541 Mon Sep 17 00:00:00 2001 From: SpatLyu Date: Fri, 7 Jun 2024 00:59:42 +0800 Subject: [PATCH] support OPGD model --- .gitignore | 1 + DESCRIPTION | 13 ++- NAMESPACE | 10 ++ R/discretization.R | 134 ++++++++++++++++++++++++ man/figures/gd_flowchart.png | Bin 0 -> 211949 bytes man/gd_bestunidisc.Rd | 59 +++++++++++ man/st_unidisc.Rd | 39 +++++++ vignettes/.gitignore | 1 + vignettes/OPGD.Rmd | 192 +++++++++++++++++++++++++++++++++++ vignettes/OPGD.Rmd.orig | 72 +++++++++++++ vignettes/precompile.R | 8 ++ 11 files changed, 528 insertions(+), 1 deletion(-) create mode 100644 R/discretization.R create mode 100644 man/figures/gd_flowchart.png create mode 100644 man/gd_bestunidisc.Rd create mode 100644 man/st_unidisc.Rd create mode 100644 vignettes/.gitignore create mode 100644 vignettes/OPGD.Rmd create mode 100644 vignettes/OPGD.Rmd.orig create mode 100644 vignettes/precompile.R diff --git a/.gitignore b/.gitignore index 457525ee..8a6f2db4 100644 --- a/.gitignore +++ b/.gitignore @@ -5,3 +5,4 @@ .DS_Store .quarto docs +inst/doc diff --git a/DESCRIPTION b/DESCRIPTION index 31615f2c..2f4b68f5 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -10,13 +10,24 @@ Encoding: UTF-8 Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.1 Imports: + classInt, dplyr, knitr, magrittr, pander, + parallel, purrr, stats, tibble, tidyr, utils -URL: https://spatlyu.github.io/gdverse/ +URL: https://spatlyu.github.io/gdverse/, https://github.com/SpatLyu/gdverse +Suggests: + ggspatial, + rmarkdown, + sf, + terra, + tidyterra, + tidyverse, + tmap +VignetteBuilder: knitr diff --git a/NAMESPACE b/NAMESPACE index 4d025d56..ed0df73f 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -3,8 +3,11 @@ export(ecological_detector) export(factor_detector) export(gd) +export(gd_bestunidisc) export(interaction_detector) export(risk_detector) +export(st_unidisc) +importFrom(classInt,classify_intervals) importFrom(dplyr,all_of) importFrom(dplyr,arrange) importFrom(dplyr,bind_cols) @@ -17,12 +20,19 @@ importFrom(dplyr,mutate) importFrom(dplyr,n) importFrom(dplyr,pull) importFrom(dplyr,select) +importFrom(dplyr,slice_max) importFrom(dplyr,ungroup) importFrom(knitr,kable) importFrom(magrittr,`%>%`) importFrom(pander,pander) +importFrom(parallel,clusterExport) +importFrom(parallel,makeCluster) +importFrom(parallel,parLapply) +importFrom(parallel,stopCluster) importFrom(purrr,map2_dfr) importFrom(purrr,map_dfr) +importFrom(purrr,pmap_dfc) +importFrom(purrr,set_names) importFrom(stats,as.formula) importFrom(stats,pf) importFrom(stats,t.test) diff --git a/R/discretization.R b/R/discretization.R new file mode 100644 index 00000000..d0304d31 --- /dev/null +++ b/R/discretization.R @@ -0,0 +1,134 @@ +#' @title Univariate discretization +#' @author Wenbo Lv \email{lyu.geosocial@gmail.com} +#' @description +#' Function to classify univariate vector to interval,a wrapper of `classInt::classify_intervals()`. +#' +#' @param x A continuous numerical variable. +#' @param k (optional) Number of classes required, if missing, `grDevices::nclass.Sturges()` is used; +#' see also the "dpih" and "headtails" styles for automatic choice of the number of classes. +#' @param method Chosen classify style: one of "fixed", "sd", "equal", "pretty", "quantile", "kmeans", +#' "hclust", "bclust", "fisher", "jenks", "dpih", "headtails", "maximum", or "box".Default is `quantile`. +#' @param factor (optional) Default is `FALSE`, if `TRUE` returns cols as a factor with intervals as +#' labels rather than integers. +#' @param ... (optional) Other arguments passed to `classInt::classify_intervals()`, +#' see `?classInt::classify_intervals()`. +#' +#' @return A discrete vectors after being classified. +#' @importFrom classInt classify_intervals +#' @export +#' +#' @examples +#' xvar = c(22361, 9573, 4836, 5309, 10384, 4359, 11016, 4414, 3327, 3408, +#' 17816, 6909, 6936, 7990, 3758, 3569, 21965, 3605, 2181, 1892, +#' 2459, 2934, 6399, 8578, 8537, 4840, 12132, 3734, 4372, 9073, +#' 7508, 5203) +#' st_unidisc(xvar,k = 6,method = 'sd') +st_unidisc = \(x,k,method = "quantile",factor = FALSE,...){ + return(classInt::classify_intervals(var = x,n = k,style = method, + ...,factor = factor)) +} + +#' @title Best univariate discretize parameters based on geodetector q-statistic +#' @author Wenbo Lv \email{lyu.geosocial@gmail.com} +#' @description +#' Function for determining the best univariate discretize parameters based on geodetector q-statistic. +#' +#' @param formula A formula of spatial stratified heterogeneity test. +#' @param data A data.frame or tibble of observation data. +#' @param discnum A vector of number of classes for discretization. +#' @param discmethod (optional) A vector of methods for discretization,default is used +#' `c("sd","equal","pretty","quantile","fisher","headtails","maximum","box")`in `spEcula`. +#' @param cores positive integer(default is 1). If cores > 1, a 'parallel' package +#' cluster with that many cores is created and used. You can also supply a cluster +#' object. +#' @param return_disc (optional) Whether or not return discretized result used the optimal parameter. +#' Default is `TRUE`. +#' @param ... (optional) Other arguments passed to `st_unidisc()`. +#' +#' @return A list with the optimal parameter in the provided parameter combination with `k`, +#' `method` and `disc`(when `return_disc` is `TRUE`). +#' @importFrom stats as.formula +#' @importFrom parallel makeCluster stopCluster clusterExport parLapply +#' @importFrom tidyr crossing +#' @importFrom magrittr `%>%` +#' @importFrom tibble as_tibble +#' @importFrom purrr map_dfr pmap_dfc set_names +#' @importFrom dplyr bind_cols slice_max group_by ungroup select +#' @export +#' +#' @examples +#' \dontrun{ +#' library(terra) +#' library(tidyverse) +#' fvcpath = system.file("extdata", "FVC.zip",package = 'spEcula') +#' fvc = terra::rast(paste0("/vsizip/",fvcpath)) +#' fvc = as_tibble(terra::as.data.frame(fvc,na.rm = T)) +#' g = gd_bestunidisc(fvc ~ .,data = select(fvc,-lulc),discnum = 2:15,cores = 6) +#' new.fvc = g$disv +#' new.fvc = bind_cols(select(fvc,fvc,lulc),new.fvc) +#' ssh.test(fvc ~ .,data = new.fvc,type = 'factor') +#' ssh.test(fvc ~ .,data = new.fvc,type = 'interaction') +#' } +gd_bestunidisc = \(formula,data,discnum,discmethod = NULL, + cores = 1,return_disc = TRUE,...){ + doclust = FALSE + if (inherits(cores, "cluster")) { + doclust = TRUE + } else if (cores > 1) { + doclust = TRUE + cores = parallel::makeCluster(cores) + on.exit(parallel::stopCluster(cores), add=TRUE) + } + if (is.null(discmethod)) { + discmethod = c("sd","equal","pretty","quantile","fisher","headtails","maximum","box") + } + + formula = stats::as.formula(formula) + formula.vars = all.vars(formula) + response = data[, formula.vars[1], drop = TRUE] + if (formula.vars[2] == "."){ + explanatory = data[,-which(colnames(data) == formula.vars[1])] + } else { + explanatory = subset(data, TRUE, match(formula.vars[-1], colnames(data))) + } + + discname = names(explanatory) + paradf = tidyr::crossing("x" = discname, + "k" = discnum, + "method" = discmethod) + parak = split(paradf, seq_len(nrow(paradf))) + + calcul_disc = \(paramgd){ + xdisc = st_unidisc(explanatory[,paramgd[[1]],drop = TRUE], + k = paramgd[[2]],method = paramgd[[3]],...) + fd = factor_detector(response,xdisc) + q = fd[[1]] + names(q) = "qstatistic" + return(q) + } + + if (doclust) { + parallel::clusterExport(cores,c('st_unidisc','factor_detector')) + out_g = parallel::parLapply(cores,parak,calcul_disc) + out_g = tibble::as_tibble(do.call(rbind, out_g)) + } else { + out_g = purrr::map_dfr(parak,calcul_disc) + } + + out_g = dplyr::bind_cols(paradf,out_g) %>% + dplyr::group_by(x) %>% + dplyr::slice_max(order_by = qstatistic, + with_ties = FALSE) %>% + dplyr::ungroup() %>% + dplyr::select(-qstatistic) %>% + as.list() + + if(return_disc){ + resdisc = purrr::pmap_dfc(out_g, + \(x,k,method) st_unidisc(x = explanatory[,x,drop = TRUE], + k = k,method = method,...)) %>% + purrr::set_names(out_g[[1]]) + out_g = append(out_g,list("disv" = resdisc)) + } + return(out_g) +} diff --git a/man/figures/gd_flowchart.png b/man/figures/gd_flowchart.png new file mode 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zmVW(x@kWmf{(DqDSd}hD*M6rN=uly9JGNF<=@IRA9ZgiB__Ezb((D3&gEQ+>{~{#+ zDky0MJi)~0(wj}w{UnU^-RY0s&QOOaMsi2-XwdWWnNU!Q+sqike;#KzQ~~dxmvba` zH0duwP;U@&7WhFP*OuKq#+p(#*ZtZ4h6U0blZ`!Q0|GrYyIMh>(AQ&r+U3L5g>Q$9 zB73Ob{{xKttDYx_0S*4v^R(Tr63dLTH>-TN4j>+YHfbP)>A;U8SH!EA{&*vZ9`?Q- z+0(=`B>uo|CBi)bL|oC3f*>mTvPRMzN3&R?`d?*JDIe=5dV^hI!9sQq5_BGd-MxiXCK literal 0 HcmV?d00001 diff --git a/man/gd_bestunidisc.Rd b/man/gd_bestunidisc.Rd new file mode 100644 index 00000000..15506974 --- /dev/null +++ b/man/gd_bestunidisc.Rd @@ -0,0 +1,59 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/discretization.R +\name{gd_bestunidisc} +\alias{gd_bestunidisc} +\title{Best univariate discretize parameters based on geodetector q-statistic} +\usage{ +gd_bestunidisc( + formula, + data, + discnum, + discmethod = NULL, + cores = 1, + return_disc = TRUE, + ... +) +} +\arguments{ +\item{formula}{A formula of spatial stratified heterogeneity test.} + +\item{data}{A data.frame or tibble of observation data.} + +\item{discnum}{A vector of number of classes for discretization.} + +\item{discmethod}{(optional) A vector of methods for discretization,default is used +\code{c("sd","equal","pretty","quantile","fisher","headtails","maximum","box")}in \code{spEcula}.} + +\item{cores}{positive integer(default is 1). If cores > 1, a 'parallel' package +cluster with that many cores is created and used. You can also supply a cluster +object.} + +\item{return_disc}{(optional) Whether or not return discretized result used the optimal parameter. +Default is \code{TRUE}.} + +\item{...}{(optional) Other arguments passed to \code{st_unidisc()}.} +} +\value{ +A list with the optimal parameter in the provided parameter combination with \code{k}, +\code{method} and \code{disc}(when \code{return_disc} is \code{TRUE}). +} +\description{ +Function for determining the best univariate discretize parameters based on geodetector q-statistic. +} +\examples{ +\dontrun{ +library(terra) +library(tidyverse) +fvcpath = system.file("extdata", "FVC.zip",package = 'spEcula') +fvc = terra::rast(paste0("/vsizip/",fvcpath)) +fvc = as_tibble(terra::as.data.frame(fvc,na.rm = T)) +g = gd_bestunidisc(fvc ~ .,data = select(fvc,-lulc),discnum = 2:15,cores = 6) +new.fvc = g$disv +new.fvc = bind_cols(select(fvc,fvc,lulc),new.fvc) +ssh.test(fvc ~ .,data = new.fvc,type = 'factor') +ssh.test(fvc ~ .,data = new.fvc,type = 'interaction') +} +} +\author{ +Wenbo Lv \email{lyu.geosocial@gmail.com} +} diff --git a/man/st_unidisc.Rd b/man/st_unidisc.Rd new file mode 100644 index 00000000..1b042c4b --- /dev/null +++ b/man/st_unidisc.Rd @@ -0,0 +1,39 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/discretization.R +\name{st_unidisc} +\alias{st_unidisc} +\title{Univariate discretization} +\usage{ +st_unidisc(x, k, method = "quantile", factor = FALSE, ...) +} +\arguments{ +\item{x}{A continuous numerical variable.} + +\item{k}{(optional) Number of classes required, if missing, \code{grDevices::nclass.Sturges()} is used; +see also the "dpih" and "headtails" styles for automatic choice of the number of classes.} + +\item{method}{Chosen classify style: one of "fixed", "sd", "equal", "pretty", "quantile", "kmeans", +"hclust", "bclust", "fisher", "jenks", "dpih", "headtails", "maximum", or "box".Default is \code{quantile}.} + +\item{factor}{(optional) Default is \code{FALSE}, if \code{TRUE} returns cols as a factor with intervals as +labels rather than integers.} + +\item{...}{(optional) Other arguments passed to \code{classInt::classify_intervals()}, +see \code{?classInt::classify_intervals()}.} +} +\value{ +A discrete vectors after being classified. +} +\description{ +Function to classify univariate vector to interval,a wrapper of \code{classInt::classify_intervals()}. +} +\examples{ +xvar = c(22361, 9573, 4836, 5309, 10384, 4359, 11016, 4414, 3327, 3408, + 17816, 6909, 6936, 7990, 3758, 3569, 21965, 3605, 2181, 1892, + 2459, 2934, 6399, 8578, 8537, 4840, 12132, 3734, 4372, 9073, + 7508, 5203) +st_unidisc(xvar,k = 6,method = 'sd') +} +\author{ +Wenbo Lv \email{lyu.geosocial@gmail.com} +} diff --git a/vignettes/.gitignore b/vignettes/.gitignore new file mode 100644 index 00000000..2d19fc76 --- /dev/null +++ b/vignettes/.gitignore @@ -0,0 +1 @@ +*.html diff --git a/vignettes/OPGD.Rmd b/vignettes/OPGD.Rmd new file mode 100644 index 00000000..c8da85e9 --- /dev/null +++ b/vignettes/OPGD.Rmd @@ -0,0 +1,192 @@ +--- +title: "optimal parameters geographic detector(OPGD)" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{OPGD} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + + + +### Load data and package + + +``` r +library(terra) +library(tidyverse) +library(gdverse) +fvcpath = "https://github.com/SpatLyu/rdevdata/raw/main/FVC.tif" +fvc = terra::rast(paste0("/vsicurl/",fvcpath)) +fvc +## class : SpatRaster +## dimensions : 418, 568, 13 (nrow, ncol, nlyr) +## resolution : 1000, 1000 (x, y) +## extent : -92742.16, 475257.8, 3591385, 4009385 (xmin, xmax, ymin, ymax) +## coord. ref. : Asia_North_Albers_Equal_Area_Conic +## source : FVC.tif +## names : fvc, premax, premin, presum, tmpmax, tmpmin, ... +## min values : 0.1363270, 109.8619, 2.00000, 3783.904, 9.289694, -11.971293, ... +## max values : 0.9596695, 249.9284, 82.74928, 8549.112, 26.781870, 1.322163, ... +``` + + +``` r +names(fvc) +## [1] "fvc" "premax" "premin" "presum" "tmpmax" "tmpmin" "tmpavg" "pop" "ntl" +## [10] "lulc" "elev" "slope" "aspect" +``` + +### Convert data from `SpatRaster` to `tibble` + + +``` r +fvc = as_tibble(terra::as.data.frame(fvc,na.rm = T)) +head(fvc) +## # A tibble: 6 × 13 +## fvc premax premin presum tmpmax tmpmin tmpavg pop ntl lulc elev slope aspect +## +## 1 0.198 163. 7.95 3956. 20.8 -7.53 8.05 1.90 6.60 10 1758. 2.65 176. +## 2 0.193 161. 6.80 3892. 20.7 -7.55 8.02 1.20 4.91 10 1754. 3.45 170. +## 3 0.192 160. 5.24 3842. 20.9 -7.48 8.15 0.547 3.75 10 1722. 3.96 139. +## 4 0.189 159. 5 3808. 21.1 -7.39 8.35 0.542 3.99 10 1672. 2.90 111. +## 5 0.208 164. 9.98 4051. 20.6 -7.59 7.97 10.4 7.10 10 1780. 1.94 99.5 +## 6 0.196 163. 8.15 3973. 20.7 -7.53 8.03 9.31 6.56 10 1755. 3.01 99.6 +``` + +### Determine optimal discretization parameters + +Only `lulc` is a discrete category variable in the `fvc` data, we need to discretize others. +We can use `gd_bestunidisc` to discretize them based on geodetector q-statistic. + + +``` r +tictoc::tic() +g = gd_bestunidisc(fvc ~ .,data = select(fvc,-lulc),discnum = 2:15,cores = 6) +tictoc::toc() +## 15.98 sec elapsed +``` + + +``` r +g +## $x +## [1] "aspect" "elev" "ntl" "pop" "premax" "premin" "presum" "slope" "tmpavg" +## [10] "tmpmax" "tmpmin" +## +## $k +## [1] 15 15 15 15 13 14 15 15 15 15 15 +## +## $method +## [1] "equal" "quantile" "fisher" "quantile" "fisher" "fisher" "fisher" +## [8] "fisher" "quantile" "quantile" "fisher" +## +## $disv +## # A tibble: 136,243 × 11 +## aspect elev ntl pop premax premin presum slope tmpavg tmpmax tmpmin +## +## 1 8 12 3 1 6 2 1 4 4 8 3 +## 2 8 12 2 1 5 1 1 6 4 8 3 +## 3 6 12 2 1 5 1 1 6 4 9 3 +## 4 5 12 2 1 5 1 1 5 5 10 3 +## 5 5 13 3 4 6 2 1 3 4 8 3 +## 6 5 12 3 3 6 2 1 5 4 8 3 +## 7 6 12 2 1 5 1 1 7 4 9 3 +## 8 7 12 2 1 5 1 1 6 5 10 3 +## 9 8 12 2 1 5 1 1 3 5 10 3 +## 10 7 12 3 1 5 1 1 5 5 10 3 +## # ℹ 136,233 more rows +``` + +``` r +new.fvc = g$disv +new.fvc +## # A tibble: 136,243 × 11 +## aspect elev ntl pop premax premin presum slope tmpavg tmpmax tmpmin +## +## 1 8 12 3 1 6 2 1 4 4 8 3 +## 2 8 12 2 1 5 1 1 6 4 8 3 +## 3 6 12 2 1 5 1 1 6 4 9 3 +## 4 5 12 2 1 5 1 1 5 5 10 3 +## 5 5 13 3 4 6 2 1 3 4 8 3 +## 6 5 12 3 3 6 2 1 5 4 8 3 +## 7 6 12 2 1 5 1 1 7 4 9 3 +## 8 7 12 2 1 5 1 1 6 5 10 3 +## 9 8 12 2 1 5 1 1 3 5 10 3 +## 10 7 12 3 1 5 1 1 5 5 10 3 +## # ℹ 136,233 more rows +``` + +The `new.fvc` is the discrete result of the optimal discretization parameter based on the Q statistic of the geographic detector,we can combine it with `fvc` and `lulc` col in `fvc` tibble now. + + +``` r +new.fvc = bind_cols(select(fvc,fvc,lulc),new.fvc) +new.fvc +## # A tibble: 136,243 × 13 +## fvc lulc aspect elev ntl pop premax premin presum slope tmpavg tmpmax tmpmin +## +## 1 0.198 10 8 12 3 1 6 2 1 4 4 8 3 +## 2 0.193 10 8 12 2 1 5 1 1 6 4 8 3 +## 3 0.192 10 6 12 2 1 5 1 1 6 4 9 3 +## 4 0.189 10 5 12 2 1 5 1 1 5 5 10 3 +## 5 0.208 10 5 13 3 4 6 2 1 3 4 8 3 +## 6 0.196 10 5 12 3 3 6 2 1 5 4 8 3 +## 7 0.191 10 6 12 2 1 5 1 1 7 4 9 3 +## 8 0.185 10 7 12 2 1 5 1 1 6 5 10 3 +## 9 0.174 10 8 12 2 1 5 1 1 3 5 10 3 +## 10 0.166 10 7 12 3 1 5 1 1 5 5 10 3 +## # ℹ 136,233 more rows +``` + +### Run geodetector + +Then ,we can run geodetector model by `gd()` function. + + +``` r +gd(fvc ~ .,data = new.fvc,type = 'factor') +## $factor +## # A tibble: 12 × 3 +## variable `Q-statistic` `P-value` +## +## 1 presum 0.641 6.37e-10 +## 2 lulc 0.553 9.11e-10 +## 3 premin 0.443 3.68e-10 +## 4 tmpmin 0.402 5.53e-10 +## 5 tmpmax 0.228 5.11e-10 +## 6 elev 0.209 1.50e-10 +## 7 tmpavg 0.197 6.83e-10 +## 8 slope 0.193 6.30e-10 +## 9 pop 0.186 3.22e-10 +## 10 premax 0.133 5.82e-10 +## 11 ntl 0.0216 7.69e-10 +## 12 aspect 0.00741 5.45e-10 +## +## attr(,"class") +## [1] "factor_detector" +``` + +``` r +gd(fvc ~ .,data = new.fvc,type = 'interaction') +## $interaction +## # A tibble: 66 × 6 +## variable1 variable2 Interaction `Variable1 Q-statistics` Variable2 Q-statistic…¹ +## +## 1 lulc aspect Enhance, nonlinear 0.553 0.00741 +## 2 lulc elev Enhance, bi- 0.553 0.209 +## 3 lulc ntl Enhance, nonlinear 0.553 0.0216 +## 4 lulc pop Enhance, bi- 0.553 0.186 +## 5 lulc premax Enhance, bi- 0.553 0.133 +## 6 lulc premin Enhance, bi- 0.553 0.443 +## 7 lulc presum Enhance, bi- 0.553 0.641 +## 8 lulc slope Enhance, bi- 0.553 0.193 +## 9 lulc tmpavg Enhance, bi- 0.553 0.197 +## 10 lulc tmpmax Enhance, bi- 0.553 0.228 +## # ℹ 56 more rows +## # ℹ abbreviated name: ¹​`Variable2 Q-statistics` +## # ℹ 1 more variable: `Variable1 and Variable2 interact Q-statistics` +## +## attr(,"class") +## [1] "interaction_detector" +``` diff --git a/vignettes/OPGD.Rmd.orig b/vignettes/OPGD.Rmd.orig new file mode 100644 index 00000000..ada4d44f --- /dev/null +++ b/vignettes/OPGD.Rmd.orig @@ -0,0 +1,72 @@ +--- +title: "optimal parameters geographic detector(OPGD)" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{OPGD} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "##", + warning = FALSE, + message = FALSE +) +``` + +### Load data and package + +``` {r} +library(terra) +library(tidyverse) +library(gdverse) +fvcpath = "https://github.com/SpatLyu/rdevdata/raw/main/FVC.tif" +fvc = terra::rast(paste0("/vsicurl/",fvcpath)) +fvc +``` + +``` {r} +names(fvc) +``` + +### Convert data from `SpatRaster` to `tibble` + +``` {r} +fvc = as_tibble(terra::as.data.frame(fvc,na.rm = T)) +head(fvc) +``` + +### Determine optimal discretization parameters + +Only `lulc` is a discrete category variable in the `fvc` data, we need to discretize others. +We can use `gd_bestunidisc` to discretize them based on geodetector q-statistic. + +```{r} +tictoc::tic() +g = gd_bestunidisc(fvc ~ .,data = select(fvc,-lulc),discnum = 2:15,cores = 6) +tictoc::toc() +``` + +```{r} +g +new.fvc = g$disv +new.fvc +``` + +The `new.fvc` is the discrete result of the optimal discretization parameter based on the Q statistic of the geographic detector,we can combine it with `fvc` and `lulc` col in `fvc` tibble now. + +```{r} +new.fvc = bind_cols(select(fvc,fvc,lulc),new.fvc) +new.fvc +``` + +### Run geodetector + +Then ,we can run geodetector model by `gd()` function. + +```{r} +gd(fvc ~ .,data = new.fvc,type = 'factor') +gd(fvc ~ .,data = new.fvc,type = 'interaction') +``` diff --git a/vignettes/precompile.R b/vignettes/precompile.R new file mode 100644 index 00000000..d548083c --- /dev/null +++ b/vignettes/precompile.R @@ -0,0 +1,8 @@ +# Pre-compiled vignettes that need parallel computation. +# reference: https://ropensci.org/blog/2019/12/08/precompute-vignettes/ +# Must manually move image files from `spEcula/` to `spEcula/vignettes/` after knit. + +devtools::load_all() + +knitr::knit("vignettes/OPGD.Rmd.orig", + "vignettes/OPGD.Rmd")