From 1e176c00fb2005115d85ce7980bb0bd7a26e6316 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Fri, 10 Apr 2020 11:41:25 -0400 Subject: [PATCH 01/72] Test with landcover --- Project.toml | 2 +- src/SimpleSDMLayers.jl | 5 +- src/{bioclimaticdata => datasets}/chelsa.jl | 0 src/datasets/landcover.jl | 90 +++++++++++++++++++ .../worldclim.jl | 0 test/landcover.jl | 15 ++++ test/runtests.jl | 1 + 7 files changed, 111 insertions(+), 2 deletions(-) rename src/{bioclimaticdata => datasets}/chelsa.jl (100%) create mode 100644 src/datasets/landcover.jl rename src/{bioclimaticdata => datasets}/worldclim.jl (100%) create mode 100644 test/landcover.jl diff --git a/Project.toml b/Project.toml index 134198cc..1887fd27 100644 --- a/Project.toml +++ b/Project.toml @@ -1,7 +1,7 @@ name = "SimpleSDMLayers" uuid = "2c645270-77db-11e9-22c3-0f302a89c64c" authors = ["Timothée Poisot "] -version = "0.2.2" +version = "0.3.0" [deps] GDAL = "add2ef01-049f-52c4-9ee2-e494f65e021a" diff --git a/src/SimpleSDMLayers.jl b/src/SimpleSDMLayers.jl index 8cfa826c..f1ae2e91 100644 --- a/src/SimpleSDMLayers.jl +++ b/src/SimpleSDMLayers.jl @@ -19,9 +19,12 @@ export latitudes, longitudes include(joinpath("lib", "geotiff.jl")) export geotiff -include(joinpath("bioclimaticdata", "worldclim.jl")) +include(joinpath("datasets", "worldclim.jl")) export worldclim +include(joinpath("datasets", "landcover.jl")) +export landcover + include(joinpath("operations", "coarsen.jl")) export coarsen diff --git a/src/bioclimaticdata/chelsa.jl b/src/datasets/chelsa.jl similarity index 100% rename from src/bioclimaticdata/chelsa.jl rename to src/datasets/chelsa.jl diff --git a/src/datasets/landcover.jl b/src/datasets/landcover.jl new file mode 100644 index 00000000..1489d1ee --- /dev/null +++ b/src/datasets/landcover.jl @@ -0,0 +1,90 @@ +""" +Get the correct URL for a variable with or without discover, returns a pair filename => url +""" +function _landcover_variable_url(variable_index::T, full::Bool) where { T<: Integer} + if full + return "landcover_full_$(variable_index).tif" => "https://data.earthenv.org/consensus_landcover/with_DISCover/consensus_full_class_$(variable_index).tif" + end + return "landcover_reduced_$(variable_index).tif" => "https://data.earthenv.org/consensus_landcover/without_DISCover/Consensus_reduced_class_$(variable_index).tif" +end + +""" + landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="assets") where {T <: Integer} + +Download and prepare the EarthEnv consensus landcover data, and returns them as +an array of `SimpleSDMPredictor`s. Layers are called by their number, from 1 to +19. The list of available layers is given in a table below. The raw data come +from https://www.earthenv.org/landcover. + +THe `full` keyword indicates whether the *DISCover* information must be +included. Quoting from the reference website: + +> Although DISCover is based on older remote sensing imagery (1992-1993), it +> contains some complementary information which is useful for capturing +> sub-pixel land cover heterogeneity (please see the associated article for +> details). Therefore, it is recommended to use the full version of the +> consensus land cover dataset for most applications. However, the reduced +> version may provide an alternative for applications in regions with large land +> cover change in the past two decades. + +Internally, this function will download the main zip file for the required +version of the data, extract it, and parse the required layers. + +It is recommended to *keep* the content of the `path` folder, as it will +eliminate the need to download and/or extract the tiff files. For example, +calling `landcover(1:12)` will download and extract everything, and future calls +will be much faster. Please keep in mind that the layers can be quite large, so +keeping the models stored is particularly important. + +| Variable | Description | +| -------- | ------------------------------------ | +| 1 | Evergreen/Deciduous Needleleaf Trees | +| 2 | Evergreen Broadleaf Trees | +| 3 | Deciduous Broadleaf Trees | +| 4 | Mixed/Other Trees | +| 5 | Shrubs | +| 6 | Herbaceous Vegetation | +| 7 | Cultivated and Managed Vegetation | +| 8 | Regularly Flooded Vegetation | +| 9 | Urban/Built-up | +| 10 | Snow/Ice | +| 11 | Barren | +| 12 | Open Water | + +These data are released under a CC-BY-NC license to Tuanmu & Jetz. +""" +function landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="assets") where {T <: Integer} + all(1 .≤ layers .≤ 12) || throw(ArgumentError("The number of the layers must all be between 1 and 12")) + isdir(path) || mkdir(path) + + layer_information = _landcover_variable_url.(layers) + + data_layers = [] + + for model_pair in layer_information + if !isfile(joinpath(path, model_pair.first)) + @info "Downloading $(model_pair.first)" + layerrequest = HTTP.request("GET", model_pair.second) + open(joinpath(path, model_pair.first), "w") do layerfile + write(layerfile, String(layerrequest.body)) + end + end + push!(data_layers, geotiff(joinpath(path, model_pair.first))) + end + + return SimpleSDMPredictor.(data_layers, -180.0, 180.0, -90.0, 90.0) +end + +""" + landcover(layer::T; x...) where {T <: Integer} + +Return a single layer from EarthEnv landcover +""" +landcover(layer::T; x...) where {T <: Integer} = first(landcover([layer]; x...)) + +""" + landcover(layers::UnitRange{T}; x...) where {T <: Integer} + +Return a range of layers from EarthEnv landcover +""" +landcover(layers::UnitRange{T}; x...) where {T <: Integer} = landcover(collect(layers); x...) diff --git a/src/bioclimaticdata/worldclim.jl b/src/datasets/worldclim.jl similarity index 100% rename from src/bioclimaticdata/worldclim.jl rename to src/datasets/worldclim.jl diff --git a/test/landcover.jl b/test/landcover.jl new file mode 100644 index 00000000..c117c544 --- /dev/null +++ b/test/landcover.jl @@ -0,0 +1,15 @@ +module SSLTestLandCover +using SimpleSDMLayers +using Test + +lc1and2 = landcover([1,2]) + +@test typeof(first(lc1and2)) <: SimpleSDMPredictor + +lc3 = landcover(3) +@test typeof(lc3) <: SimpleSDMPredictor + +lcrange = landcover(1:5) +@test eltype(lcrange) <: SimpleSDMPredictor + +end diff --git a/test/runtests.jl b/test/runtests.jl index 7558d017..f995caba 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -8,6 +8,7 @@ tests = Dict{String,String}( "basics" => "basics.jl", "overloads" => "overloads.jl", "worldclim" => "worldclim.jl", + "landcover" => "landcover.jl", "coarsen" => "coarsen.jl", "plotting" => "plots.jl", "GBIF" => "gbif.jl" From cbd0c9d4742e33873d5fd2d409ce2be793a9bf36 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Fri, 10 Apr 2020 11:52:45 -0400 Subject: [PATCH 02/72] fix call to internal function --- src/datasets/landcover.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/datasets/landcover.jl b/src/datasets/landcover.jl index 1489d1ee..9571bb2c 100644 --- a/src/datasets/landcover.jl +++ b/src/datasets/landcover.jl @@ -57,7 +57,7 @@ function landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="as all(1 .≤ layers .≤ 12) || throw(ArgumentError("The number of the layers must all be between 1 and 12")) isdir(path) || mkdir(path) - layer_information = _landcover_variable_url.(layers) + layer_information = _landcover_variable_url.(layers, full) data_layers = [] From 6dc39d603957b284eb1b14370206fb56418a05bd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Fri, 10 Apr 2020 12:07:19 -0400 Subject: [PATCH 03/72] use UInt8 for the landcover data --- src/datasets/landcover.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/datasets/landcover.jl b/src/datasets/landcover.jl index 9571bb2c..15c38165 100644 --- a/src/datasets/landcover.jl +++ b/src/datasets/landcover.jl @@ -69,7 +69,7 @@ function landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="as write(layerfile, String(layerrequest.body)) end end - push!(data_layers, geotiff(joinpath(path, model_pair.first))) + push!(data_layers, geotiff(joinpath(path, model_pair.first)), T=UInt8) end return SimpleSDMPredictor.(data_layers, -180.0, 180.0, -90.0, 90.0) From 687a987421eb724e4414237ceebc062723746bb8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Fri, 10 Apr 2020 12:11:59 -0400 Subject: [PATCH 04/72] move to worldclim 2.1 from Jan. 2020 --- src/datasets/worldclim.jl | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/src/datasets/worldclim.jl b/src/datasets/worldclim.jl index 0bf09978..313a3449 100644 --- a/src/datasets/worldclim.jl +++ b/src/datasets/worldclim.jl @@ -1,7 +1,7 @@ """ worldclim(layers::Vector{T}; resolution::AbstractString="10", path::AbstractString="assets") where {T <: Integer} -Download and prepare WorldClim 2.0 bioclimatic variables, and returns them as an +Download and prepare WorldClim 2.1 bioclimatic variables, and returns them as an array of `SimpleSDMPredictor`s. Layers are called by their number, from 1 to 19. The list of available layers is given in a table below. @@ -40,6 +40,7 @@ will be much faster. | 18 | Precipitation of Warmest Quarter | | 19 | Precipitation of Coldest Quarter | +Original data: https://www.worldclim.org/data/worldclim21.html """ function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::AbstractString="assets") where {T <: Integer} all(1 .≤ layers .≤ 19) || throw(ArgumentError("The number of the layers must all be between 1 and 19")) @@ -47,7 +48,7 @@ function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::Abs resolution ∈ ["2.5", "5", "10"] || throw(ArgumentError("The resolution argument ($(resolution) must be 2.5, 5, or 10")) codes = [lpad(code, 2, "0") for code in layers] - paths = [joinpath(path, "wc2.0_bio_$(resolution)m_$(code).tif") for code in codes] + paths = [joinpath(path, "wc2.1_bio_$(resolution)m_$(code).tif") for code in codes] #= Download the files if they are missing. In order of preference, this @@ -55,12 +56,12 @@ function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::Abs if not. =# missing_files = !all(isfile.(paths)) - zip_file = "wc2.0_bio$(resolution)m.zip" + zip_file = "wc2.1_bio$(resolution)m.zip" missing_zip_file = !isfile(joinpath(path, zip_file)) if missing_files if missing_zip_file @info "Downloading $(zip_file)" - url = "http://biogeo.ucdavis.edu/data/worldclim/v2.0/tif/base/wc2.0_$(resolution)m_bio.zip" + url = "http://biogeo.ucdavis.edu/data/worldclim/v2.1/tif/base/wc2.1_$(resolution)m_bio.zip" #download(url, joinpath(path, zip_file)) r = HTTP.request("GET", url) open(joinpath(path, zip_file), "w") do f From 7b31cb744a5dbfddafa2229de1a0518e1e496f2e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Fri, 10 Apr 2020 12:40:52 -0400 Subject: [PATCH 05/72] fix the path for bioclim 2.1 --- src/datasets/worldclim.jl | 15 +++++---------- 1 file changed, 5 insertions(+), 10 deletions(-) diff --git a/src/datasets/worldclim.jl b/src/datasets/worldclim.jl index 313a3449..985e648a 100644 --- a/src/datasets/worldclim.jl +++ b/src/datasets/worldclim.jl @@ -47,21 +47,16 @@ function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::Abs isdir(path) || mkdir(path) resolution ∈ ["2.5", "5", "10"] || throw(ArgumentError("The resolution argument ($(resolution) must be 2.5, 5, or 10")) - codes = [lpad(code, 2, "0") for code in layers] - paths = [joinpath(path, "wc2.1_bio_$(resolution)m_$(code).tif") for code in codes] - - #= - Download the files if they are missing. In order of preference, this - function will extract from the zip file if found, and download the zip file - if not. - =# + paths = [joinpath(path, "wc2.1_$(resolution)m_bio_$(code).tif") for code in layers] + @info paths + missing_files = !all(isfile.(paths)) - zip_file = "wc2.1_bio$(resolution)m.zip" + zip_file = "bioclim_2.1_$(resolution)m.zip" missing_zip_file = !isfile(joinpath(path, zip_file)) if missing_files if missing_zip_file @info "Downloading $(zip_file)" - url = "http://biogeo.ucdavis.edu/data/worldclim/v2.1/tif/base/wc2.1_$(resolution)m_bio.zip" + url = "https://biogeo.ucdavis.edu/data/worldclim/v2.1/base/wc2.1_$(resolution)m_bio.zip" #download(url, joinpath(path, zip_file)) r = HTTP.request("GET", url) open(joinpath(path, zip_file), "w") do f From 7d34e551d568ac16f6ca7e29a7a2be61f0fec90d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Sat, 11 Apr 2020 18:28:14 -0400 Subject: [PATCH 06/72] What IS the deal with geotiff? --- src/lib/geotiff.jl | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/src/lib/geotiff.jl b/src/lib/geotiff.jl index 99958878..339b830b 100644 --- a/src/lib/geotiff.jl +++ b/src/lib/geotiff.jl @@ -22,6 +22,8 @@ function geotiff(tiff_file; T::Type=Float64) V = zeros(T, (xs, ys)) + @info "Made V" + GDAL.gdalrasterio( band, GDAL.GF_Read, @@ -32,11 +34,15 @@ function geotiff(tiff_file; T::Type=Float64) 0, 0 ) - K = zeros(Float64, (ys, xs)) + @info "Got V" + + K = zeros(T, (ys, xs)) for (i,r) in enumerate(reverse(1:size(V, 2))) - K[i,:] = float(V[:,r]) + K[i,:] = V[:,r] end + @info "Got K" + this_min = minimum(V) for i in eachindex(K) From 768d0fc83fac65e53a5042c6e6d1af5c223e064a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Sat, 11 Apr 2020 20:33:21 -0400 Subject: [PATCH 07/72] pass tests as an array of pairs --- test/runtests.jl | 30 +++++++++++++++--------------- 1 file changed, 15 insertions(+), 15 deletions(-) diff --git a/test/runtests.jl b/test/runtests.jl index f995caba..33aebc84 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -3,25 +3,25 @@ using Test global anyerrors = false -tests = Dict{String,String}( - "construction" => "construction.jl", - "basics" => "basics.jl", - "overloads" => "overloads.jl", - "worldclim" => "worldclim.jl", - "landcover" => "landcover.jl", - "coarsen" => "coarsen.jl", - "plotting" => "plots.jl", - "GBIF" => "gbif.jl" - ) +tests = [ + "construction" => "construction.jl", + "basics" => "basics.jl", + "overloads" => "overloads.jl", + "worldclim" => "worldclim.jl", + "landcover" => "landcover.jl", + "coarsen" => "coarsen.jl", + "plotting" => "plots.jl", + "GBIF" => "gbif.jl" +] -for (name,test) in tests +for test in tests try - include(test) - println("\033[1m\033[32m✓\033[0m\t$(name)") + include(test.second) + println("\033[1m\033[32m✓\033[0m\t$(test.first)") catch e global anyerrors = true - println("\033[1m\033[31m×\033[0m\t$(name)") - println("\033[1m\033[38m→\033[0m\ttest/$(test)") + println("\033[1m\033[31m×\033[0m\t$(test.first)") + println("\033[1m\033[38m→\033[0m\ttest/$(test.second)") showerror(stdout, e, backtrace()) println() break From 0200fd3abf702d63d7d94072178f0d7a62a40751 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Sat, 11 Apr 2020 21:45:39 -0400 Subject: [PATCH 08/72] BREAKING CHANGE internal missing values are nothing, not NaN --- src/datasets/landcover.jl | 4 ++-- src/datasets/worldclim.jl | 3 +-- src/lib/geotiff.jl | 4 ++-- src/lib/types.jl | 25 +++++++++++++++---------- 4 files changed, 20 insertions(+), 16 deletions(-) diff --git a/src/datasets/landcover.jl b/src/datasets/landcover.jl index 15c38165..3c393032 100644 --- a/src/datasets/landcover.jl +++ b/src/datasets/landcover.jl @@ -69,10 +69,10 @@ function landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="as write(layerfile, String(layerrequest.body)) end end - push!(data_layers, geotiff(joinpath(path, model_pair.first)), T=UInt8) + push!(data_layers, geotiff(joinpath(path, model_pair.first); T=UInt8)) end - return SimpleSDMPredictor.(data_layers, -180.0, 180.0, -90.0, 90.0) + return SimpleSDMPredictor.(data_layers) end """ diff --git a/src/datasets/worldclim.jl b/src/datasets/worldclim.jl index 985e648a..c34f3e9d 100644 --- a/src/datasets/worldclim.jl +++ b/src/datasets/worldclim.jl @@ -57,7 +57,6 @@ function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::Abs if missing_zip_file @info "Downloading $(zip_file)" url = "https://biogeo.ucdavis.edu/data/worldclim/v2.1/base/wc2.1_$(resolution)m_bio.zip" - #download(url, joinpath(path, zip_file)) r = HTTP.request("GET", url) open(joinpath(path, zip_file), "w") do f write(f, String(r.body)) @@ -77,7 +76,7 @@ function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::Abs data_layers = geotiff.(paths) - return SimpleSDMPredictor.(data_layers, -180.0, 180.0, -90.0, 90.0) + return SimpleSDMPredictor.(data_layers) end diff --git a/src/lib/geotiff.jl b/src/lib/geotiff.jl index 339b830b..2bba6b32 100644 --- a/src/lib/geotiff.jl +++ b/src/lib/geotiff.jl @@ -36,7 +36,7 @@ function geotiff(tiff_file; T::Type=Float64) @info "Got V" - K = zeros(T, (ys, xs)) + K = zeros(Union{T,nothing}, (ys, xs)) for (i,r) in enumerate(reverse(1:size(V, 2))) K[i,:] = V[:,r] end @@ -46,7 +46,7 @@ function geotiff(tiff_file; T::Type=Float64) this_min = minimum(V) for i in eachindex(K) - K[i] = K[i] > this_min ? K[i] : NaN + K[i] = K[i] > this_min ? K[i] : nothing end return K diff --git a/src/lib/types.jl b/src/lib/types.jl index aedfdb4a..a366a8a1 100644 --- a/src/lib/types.jl +++ b/src/lib/types.jl @@ -4,10 +4,8 @@ All types in the package are part of the abstract type `SimpleSDMLayer`. A `left`, `right`, `bottom` and `top` are floating point numbers specifying the bounding box. -It is assumed that the missing values will be represented as `NaN`, so the -"natural" type for the values of `grid` are floating points, but it is possible -to use any other type `T` by having `grid` contain `Union{T,Float64}` (for -example). +It is assumed that the missing values will be represented as `nothing`, so +internally the matrix will have type `Union{T, Nothing}`. """ abstract type SimpleSDMLayer end @@ -19,11 +17,14 @@ be modified by the analysis. Note that if you are in a bind, the values of the way of handling predictors you need to modify would be to use `convert` methods. """ struct SimpleSDMPredictor{T} <: SimpleSDMLayer - grid::Matrix{T} + grid::Matrix{Union{Nothing,T}} left::AbstractFloat right::AbstractFloat bottom::AbstractFloat top::AbstractFloat + function SimpleSDMPredictor(grid::Matrix{T}, l::K, r::K, b::K, t::K) where {T, K<:AbstractFloat} + return new{T}(convert(Matrix{Union{Nothing,T}}, grid), l, r, b, t) + end end """ @@ -33,27 +34,31 @@ If only a matrix is given to `SimpleSDMPredictor`, by default we assume that it covers the entire range of latitudes and longitudes. """ function SimpleSDMPredictor(grid::Matrix{T}) where {T} - return SimpleSDMPredictor(grid, -180., 180., -90., 90.) + return SimpleSDMPredictor(grid, -180.0, 180.0, -90.0, 90.0) end + """ A response is a `SimpleSDMLayer` that is mutable, and is the usual type to store analysis outputs. You can transform a response into a predictor using `convert`. """ mutable struct SimpleSDMResponse{T} <: SimpleSDMLayer - grid::Matrix{T} + grid::Matrix{Union{Nothing,T}} left::AbstractFloat right::AbstractFloat bottom::AbstractFloat top::AbstractFloat + function SimpleSDMResponse(grid::Matrix{T}, l::K, r::K, b::K, t::K) where {T, K<:AbstractFloat} + return new{T}(convert(Matrix{Union{Nothing,T}}, grid), l, r, b, t) + end end """ SimpleSDMResponse(grid::Matrix{T}) where {T} -If only a matrix is given to `SimpleSDMPredictor`, by default we assume that it +If only a matrix is given to `SimpleSDMResponse`, by default we assume that it covers the entire range of latitudes and longitudes. """ function SimpleSDMResponse(grid::Matrix{T}) where {T} - return SimpleSDMResponse(grid, -180., 180., -90., 90.) -end + return SimpleSDMResponse(grid, -180.0, 180.0, -90.0, 90.0) +end \ No newline at end of file From f0f9ffb63fb34bd55d555d3c55c23b7ca6b66066 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Sat, 11 Apr 2020 22:12:46 -0400 Subject: [PATCH 09/72] updated in progress --- src/lib/overloads.jl | 16 +++++++++------- src/lib/types.jl | 45 ++++++++++++++++++++++---------------------- 2 files changed, 31 insertions(+), 30 deletions(-) diff --git a/src/lib/overloads.jl b/src/lib/overloads.jl index fda0c049..11969767 100644 --- a/src/lib/overloads.jl +++ b/src/lib/overloads.jl @@ -112,7 +112,8 @@ function Base.getindex(layer::T, i::R, j::R) where {T <: SimpleSDMLayer, R <: Un j_max = isempty(j) ? max(j.stop+2, size(layer, 2)) : j.stop i_fix = i_min:i_max j_fix = j_min:j_max - return T( + RT = T <: SimpleSDMResponse ? SimpleSDMResponse : SimpleSDMPredictor + return RT( layer.grid[i_fix,j_fix], minimum(longitudes(layer)[j_fix])-stride(layer)[1], maximum(longitudes(layer)[j_fix])+stride(layer)[1], @@ -230,15 +231,15 @@ end Base.similar(l::T) where {T <: SimpleSDMLayer} Returns a `SimpleSDMResponse` of the same dimensions as the original layer, with -`NaN` in the same positions. The rest of the values are replaced by the output -of `zero(eltype(layer.grid))`, which implies that there must be a way to get a zero -for the type. If not, the same result can always be achieved through the use of -`copy`, manual update, and `convert`. +`nothing` in the same positions. The rest of the values are replaced by the +output of `zero(eltype(layer.grid))`, which implies that there must be a way to +get a zero for the type. If not, the same result can always be achieved through +the use of `copy`, manual update, and `convert`. """ function Base.similar(layer::T) where {T <: SimpleSDMLayer} emptygrid = similar(layer.grid) for i in eachindex(emptygrid) - emptygrid[i] = isnan(layer.grid[i]) ? NaN : zero(eltype(layer.grid)) + emptygrid[i] = isnothing(layer.grid[i]) ? nothing : zero(eltype(layer.grid)) end return SimpleSDMResponse(emptygrid, layer.left, layer.right, layer.bottom, layer.top) end @@ -250,5 +251,6 @@ Returns a new copy of the layer, which has the same type. """ function Base.copy(layer::T) where {T <: SimpleSDMLayer} copygrid = copy(layer.grid) - return T(copygrid, copy(layer.left), copy(layer.right), copy(layer.bottom), copy(layer.top)) + RT = T <: SimpleSDMResponse ? SimpleSDMResponse : SimpleSDMPredictor + return RT(copygrid, copy(layer.left), copy(layer.right), copy(layer.bottom), copy(layer.top)) end diff --git a/src/lib/types.jl b/src/lib/types.jl index a366a8a1..2e2b1342 100644 --- a/src/lib/types.jl +++ b/src/lib/types.jl @@ -22,22 +22,11 @@ struct SimpleSDMPredictor{T} <: SimpleSDMLayer right::AbstractFloat bottom::AbstractFloat top::AbstractFloat - function SimpleSDMPredictor(grid::Matrix{T}, l::K, r::K, b::K, t::K) where {T, K<:AbstractFloat} - return new{T}(convert(Matrix{Union{Nothing,T}}, grid), l, r, b, t) + function SimpleSDMPredictor(grid::Matrix{Union{Nothing,T}}, l::K, r::K, b::K, t::K) where {T, K<:AbstractFloat} + return new{T}(grid, l, r, b, t) end end -""" - SimpleSDMPredictor(grid::Matrix{T}) where {T} - -If only a matrix is given to `SimpleSDMPredictor`, by default we assume that it -covers the entire range of latitudes and longitudes. -""" -function SimpleSDMPredictor(grid::Matrix{T}) where {T} - return SimpleSDMPredictor(grid, -180.0, 180.0, -90.0, 90.0) -end - - """ A response is a `SimpleSDMLayer` that is mutable, and is the usual type to store analysis outputs. You can transform a response into a predictor using `convert`. @@ -48,17 +37,27 @@ mutable struct SimpleSDMResponse{T} <: SimpleSDMLayer right::AbstractFloat bottom::AbstractFloat top::AbstractFloat - function SimpleSDMResponse(grid::Matrix{T}, l::K, r::K, b::K, t::K) where {T, K<:AbstractFloat} - return new{T}(convert(Matrix{Union{Nothing,T}}, grid), l, r, b, t) + function SimpleSDMResponse(grid::Matrix{Union{Nothing,T}}, l::K, r::K, b::K, t::K) where {T, K<:AbstractFloat} + return new{T}(grid, l, r, b, t) end end -""" - SimpleSDMResponse(grid::Matrix{T}) where {T} +# Begin code generation for the constructors -If only a matrix is given to `SimpleSDMResponse`, by default we assume that it -covers the entire range of latitudes and longitudes. -""" -function SimpleSDMResponse(grid::Matrix{T}) where {T} - return SimpleSDMResponse(grid, -180.0, 180.0, -90.0, 90.0) -end \ No newline at end of file +simplesdm_types = (:SimpleSDMResponse, :SimpleSDMPredictor) + +for simplesdm_type in simplesdm_types + eval(quote + function $simplesdm_type(grid::Matrix{Union{Nothing,T}}) where {T} + return $simplesdm_type(grid, -180.0, 180.0, -90.0, 90.0) + end + + function $simplesdm_type(grid::Matrix{T}) where {T} + return $simplesdm_type(convert(Matrix{Union{Nothing,T}}, grid), -180.0, 180.0, -90.0, 90.0) + end + + function $simplesdm_type(grid::Matrix{T}, l::K, r::K, b::K, t::K) where {T, K<:AbstractFloat} + return $simplesdm_type(convert(Matrix{Union{Nothing,T}}, grid), l, r, b, t) + end + end) +end From 6677da7b6067b0da7805640bb4ed4bfe6d1bd4b0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Sat, 11 Apr 2020 22:29:31 -0400 Subject: [PATCH 10/72] the landcover files are gigantic on my machine... --- src/lib/geotiff.jl | 13 +++---------- 1 file changed, 3 insertions(+), 10 deletions(-) diff --git a/src/lib/geotiff.jl b/src/lib/geotiff.jl index 2bba6b32..0f12660c 100644 --- a/src/lib/geotiff.jl +++ b/src/lib/geotiff.jl @@ -21,28 +21,21 @@ function geotiff(tiff_file; T::Type=Float64) bandtype = GDAL.gdalgetrasterdatatype(band) V = zeros(T, (xs, ys)) - - @info "Made V" - GDAL.gdalrasterio( band, GDAL.GF_Read, 0, 0, xs, ys, pointer(V), xs, ys, - GDAL.gdalgetrasterdatatype(band), + bandtype, 0, 0 - ) + ) - @info "Got V" - - K = zeros(Union{T,nothing}, (ys, xs)) + K = Array{Union{Nothing,T},2}(undef, ys, xs) for (i,r) in enumerate(reverse(1:size(V, 2))) K[i,:] = V[:,r] end - @info "Got K" - this_min = minimum(V) for i in eachindex(K) From b845b196d233dc88a10002508aeeae6dc0daeaeb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Sat, 11 Apr 2020 22:30:34 -0400 Subject: [PATCH 11/72] fix generated functions --- src/lib/generated.jl | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/lib/generated.jl b/src/lib/generated.jl index f461b024..503cacd5 100644 --- a/src/lib/generated.jl +++ b/src/lib/generated.jl @@ -13,11 +13,11 @@ for op in ops, ty in (:SimpleSDMResponse, :SimpleSDMPredictor) Applies `$($op)` to an object of type `$($ty)`. This function has been automatically generated. Note that this function is only applied to the - non-`NaN` elements of the layer, and has no method to work on the `dims` + non-`nothing` elements of the layer, and has no method to work on the `dims` keyword; the grid itself can be extracted with `convert(Matrix, l)`. """ function $op(l::$ty{T}) where {T <: Number} - return $op(filter(!isnan, l.grid)) + return $op(filter(!isnothing, l.grid)) end end) end From 75824ff8ccfb4bc3fc68585fd3836290a4506407 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Mon, 20 Apr 2020 10:16:40 -0400 Subject: [PATCH 12/72] landcover test --- test/landcover.jl | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/test/landcover.jl b/test/landcover.jl index c117c544..0f8960fe 100644 --- a/test/landcover.jl +++ b/test/landcover.jl @@ -9,7 +9,9 @@ lc1and2 = landcover([1,2]) lc3 = landcover(3) @test typeof(lc3) <: SimpleSDMPredictor -lcrange = landcover(1:5) +@info eltype(lc3) + +lcrange = landcover(1:2) @test eltype(lcrange) <: SimpleSDMPredictor end From e778a45416536683a29913e2a39a60937b44e0a0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e?= Date: Mon, 20 Apr 2020 10:31:13 -0400 Subject: [PATCH 13/72] fix coarsen --- src/datasets/landcover.jl | 8 +++++-- src/operations/coarsen.jl | 46 ++++++++++++++++++--------------------- test/landcover.jl | 6 ++--- 3 files changed, 30 insertions(+), 30 deletions(-) diff --git a/src/datasets/landcover.jl b/src/datasets/landcover.jl index 3c393032..2b4acb95 100644 --- a/src/datasets/landcover.jl +++ b/src/datasets/landcover.jl @@ -78,13 +78,17 @@ end """ landcover(layer::T; x...) where {T <: Integer} -Return a single layer from EarthEnv landcover +This function returns a single layer from the *EarthEnv* landcover dataset. +Because the layers are quite large due to their resolution (and despite being +represented as `UInt64`), it is a good idea to rely on this function first and +foremost. Calling the method with a range or array can lead to an +`OutOfMemory()` error, notably on machines with limited specifications. """ landcover(layer::T; x...) where {T <: Integer} = first(landcover([layer]; x...)) """ landcover(layers::UnitRange{T}; x...) where {T <: Integer} -Return a range of layers from EarthEnv landcover +Return a range of layers from EarthEnv landcover. """ landcover(layers::UnitRange{T}; x...) where {T <: Integer} = landcover(collect(layers); x...) diff --git a/src/operations/coarsen.jl b/src/operations/coarsen.jl index d9859a68..08dea5fd 100644 --- a/src/operations/coarsen.jl +++ b/src/operations/coarsen.jl @@ -10,25 +10,25 @@ working on the `grid` field directly if you really need it). The size of the cells to aggregate is given by the tuple, so that `(2,2)` will make groups of two cells vertically and two cells horizontally, for a total of -four cells. - -The `NaNremove` keyword argument is intended to remove `NaN` values before -applying `f`. It defaults to `true`. +four cells. By default, the cells containing `nothing` will be *ignored*. """ -function coarsen(L::LT, f::FT, d::Tuple{IT,IT}; NaNremove::Bool=true) where {LT <: SimpleSDMLayer, FT <: Function, IT <: Integer} +function coarsen(L::LT, f::FT, d::Tuple{IT,IT}) where {LT <: SimpleSDMLayer, FT <: Function, IT <: Integer} cx, cy = d CX, CY = size(L) + # Check that the arguments are compatible with the size of the grid - mod(CX, cx) == 0 || throw(ArgumentError("The number of cells to aggregate must be compatible with the number of rows")) - mod(CY, cy) == 0 || throw(ArgumentError("The number of cells to aggregate must be compatible with the number of columns")) + mod(CX, cx) == 0 || throw(ArgumentError("The number of cells to aggregate ($(cx)) must be compatible with the number of rows ($(CX))")) + mod(CY, cy) == 0 || throw(ArgumentError("The number of cells to aggregate ($(cy)) must be compatible with the number of columns ($(CY))")) + # Then we create a new grid, full of undefined values of the same type as # the elements of L nx = convert(Int64, CX/cx) ny = convert(Int64, CY/cy) - # NOTE The union type here is not really pretty, but very much necessary to - # play nicely with NaN values. This needs to be replaced by a better - # solution eventually. - newgrid = Array{Union{eltype(L),Float64},2}(undef, (nx, ny)) + + # This is not the best type here, of course, but I'm not sure how to get a + # better idea _before_. + newgrid = Array{Any}(undef, (nx, ny)) + # At this point, we do not need to create the new SimpleSDMLayer object, as # it can be a SimpleSDMPredictor which is not mutable. Instead, it is better # to work directly on the grid. We will iterate directly on the new grid, @@ -38,20 +38,16 @@ function coarsen(L::LT, f::FT, d::Tuple{IT,IT}; NaNremove::Bool=true) where {LT for j in 1:size(newgrid, 2) old_j = ((j-1)*cy+1):(j*cy) V = vec(L.grid[old_i, old_j]) - # If there are NaN to remove, then we call filter!. NaN only make - # sense if the type of the elements of V is a floating point, so we - # need to do an additional check to only apply this whenever there - # are floating point elements: - !NaNremove || filter!(x -> typeof(x)<:AbstractFloat ? !isnan(x) : true, V) - if length(V) == 0 - # If nothing is left in V, then the grid gets a NaN - # automatically - newgrid[i,j] = NaN - else - newgrid[i,j] = f(V) - end + + # We remove the nothing values from the grid + filter!(!isnothing, V) + + # If there is nothing left in V, we return nothing -- if not, we return f(V) + newgrid[i,j] = length(V) == 0 ? nothing : f(V) + end end - # Now that everything is done, we can return an object of the same type as L - return LT(newgrid, L.left, L.right, L.bottom, L.top) + # Now that everything is done, we can return an object of the correct type + NT = LT <: SimpleSDMPredictor ? SimpleSDMPredictor : SimpleSDMResponse + return NT(newgrid, L.left, L.right, L.bottom, L.top) end diff --git a/test/landcover.jl b/test/landcover.jl index 0f8960fe..76d70eb7 100644 --- a/test/landcover.jl +++ b/test/landcover.jl @@ -6,10 +6,10 @@ lc1and2 = landcover([1,2]) @test typeof(first(lc1and2)) <: SimpleSDMPredictor -lc3 = landcover(3) -@test typeof(lc3) <: SimpleSDMPredictor +lc1 = landcover(1) +@test typeof(lc1) <: SimpleSDMPredictor -@info eltype(lc3) +@info eltype(lc1) lcrange = landcover(1:2) @test eltype(lcrange) <: SimpleSDMPredictor From a56573ebbd5298050083ad3c8161bc69f516b0c6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 13:40:58 -0400 Subject: [PATCH 14/72] no landcover test --- docs/Project.toml | 3 +++ src/datasets/landcover.jl | 9 +++------ test/Project.toml | 3 +++ test/runtests.jl | 2 +- 4 files changed, 10 insertions(+), 7 deletions(-) diff --git a/docs/Project.toml b/docs/Project.toml index 117d1dba..485fd149 100644 --- a/docs/Project.toml +++ b/docs/Project.toml @@ -3,3 +3,6 @@ Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd" GBIF = "ee291a33-5a6c-5552-a3c8-0f29a1181037" + +[compat] +GBIF = "0.2" diff --git a/src/datasets/landcover.jl b/src/datasets/landcover.jl index 2b4acb95..42a57250 100644 --- a/src/datasets/landcover.jl +++ b/src/datasets/landcover.jl @@ -5,7 +5,7 @@ function _landcover_variable_url(variable_index::T, full::Bool) where { T<: Inte if full return "landcover_full_$(variable_index).tif" => "https://data.earthenv.org/consensus_landcover/with_DISCover/consensus_full_class_$(variable_index).tif" end - return "landcover_reduced_$(variable_index).tif" => "https://data.earthenv.org/consensus_landcover/without_DISCover/Consensus_reduced_class_$(variable_index).tif" + return "landcover_reduced_$(variable_index).tif" => "https://data.earthenv.org/consensus_landcover/without_DISCover/Consensus_reduced_class_$(variable_index).tif" end """ @@ -27,9 +27,6 @@ included. Quoting from the reference website: > version may provide an alternative for applications in regions with large land > cover change in the past two decades. -Internally, this function will download the main zip file for the required -version of the data, extract it, and parse the required layers. - It is recommended to *keep* the content of the `path` folder, as it will eliminate the need to download and/or extract the tiff files. For example, calling `landcover(1:12)` will download and extract everything, and future calls @@ -80,7 +77,7 @@ end This function returns a single layer from the *EarthEnv* landcover dataset. Because the layers are quite large due to their resolution (and despite being -represented as `UInt64`), it is a good idea to rely on this function first and +represented as `UInt8`), it is a good idea to rely on this function first and foremost. Calling the method with a range or array can lead to an `OutOfMemory()` error, notably on machines with limited specifications. """ @@ -89,6 +86,6 @@ landcover(layer::T; x...) where {T <: Integer} = first(landcover([layer]; x...)) """ landcover(layers::UnitRange{T}; x...) where {T <: Integer} -Return a range of layers from EarthEnv landcover. +Return a range of layers from EarthEnv landcover. """ landcover(layers::UnitRange{T}; x...) where {T <: Integer} = landcover(collect(layers); x...) diff --git a/test/Project.toml b/test/Project.toml index d5d9f511..67dfaa3d 100644 --- a/test/Project.toml +++ b/test/Project.toml @@ -2,3 +2,6 @@ Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" GBIF = "ee291a33-5a6c-5552-a3c8-0f29a1181037" + +[compat] +GBIF = "0.2" diff --git a/test/runtests.jl b/test/runtests.jl index 33aebc84..110bfa86 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -8,7 +8,7 @@ tests = [ "basics" => "basics.jl", "overloads" => "overloads.jl", "worldclim" => "worldclim.jl", - "landcover" => "landcover.jl", + #"landcover" => "landcover.jl", "coarsen" => "coarsen.jl", "plotting" => "plots.jl", "GBIF" => "gbif.jl" From 887ec14c7aeb9f0b8dfa604bd42d429433dbd790 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 13:43:42 -0400 Subject: [PATCH 15/72] add landcover documentation entry --- docs/src/man/data.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/src/man/data.md b/docs/src/man/data.md index bda1130a..282444df 100644 --- a/docs/src/man/data.md +++ b/docs/src/man/data.md @@ -5,4 +5,5 @@ to the disk, and then read locally. ```@docs worldclim +landcover ``` From e532f2fe9fb79bbaa770f2c63f242dc171f6df0c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 13:46:23 -0400 Subject: [PATCH 16/72] update the coarsen test example --- test/coarsen.jl | 2 +- test/worldclim.jl | 1 - 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/test/coarsen.jl b/test/coarsen.jl index 06e63e4d..1acf1262 100644 --- a/test/coarsen.jl +++ b/test/coarsen.jl @@ -12,7 +12,7 @@ max33 = coarsen(S, maximum, (3,3)) @test max33.grid == [15 33; 18 36] # Coarsen should play nicely with the non-float types -M = SimpleSDMResponse(["a" NaN "b" "c"; "d" "e" "f" "g"; "d" "e" NaN "g"; NaN "x" "y" "z"], 0.0, 1.0, 0.0, 1.0) +M = SimpleSDMResponse(["a" nothing "b" "c"; "d" "e" "f" "g"; "d" "e" nothing "g"; nothing "x" "y" "z"], 0.0, 1.0, 0.0, 1.0) @test coarsen(M, x -> reduce(*, x), (2,2)).grid == ["ade" "bfcg"; "dex" "ygz"] end diff --git a/test/worldclim.jl b/test/worldclim.jl index 1e230e4b..4ae24a38 100644 --- a/test/worldclim.jl +++ b/test/worldclim.jl @@ -3,7 +3,6 @@ using SimpleSDMLayers using Test wc1and2 = worldclim([1,2]) - @test typeof(first(wc1and2)) <: SimpleSDMPredictor wc3 = worldclim(3) From 120517c9030faf82b31e6ef51d40bcbde226da42 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 14:20:15 -0400 Subject: [PATCH 17/72] up test --- src/datasets/worldclim.jl | 2 +- src/recipes/recipes.jl | 6 +++--- test/gallery/contour.png | Bin 72563 -> 101160 bytes test/gallery/filled_contour.png | Bin 97883 -> 117941 bytes test/gallery/heatmap.png | Bin 78035 -> 82924 bytes test/plots.jl | 8 ++++---- 6 files changed, 8 insertions(+), 8 deletions(-) diff --git a/src/datasets/worldclim.jl b/src/datasets/worldclim.jl index c34f3e9d..b0ef769c 100644 --- a/src/datasets/worldclim.jl +++ b/src/datasets/worldclim.jl @@ -49,7 +49,7 @@ function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::Abs paths = [joinpath(path, "wc2.1_$(resolution)m_bio_$(code).tif") for code in layers] @info paths - + missing_files = !all(isfile.(paths)) zip_file = "bioclim_2.1_$(resolution)m.zip" missing_zip_file = !isfile(joinpath(path, zip_file)) diff --git a/src/recipes/recipes.jl b/src/recipes/recipes.jl index 558d0084..282b2de5 100644 --- a/src/recipes/recipes.jl +++ b/src/recipes/recipes.jl @@ -3,7 +3,7 @@ test 1 """ @recipe function plot(layer::T) where {T <: SimpleSDMLayer} seriestype --> :heatmap - @assert eltype(layer) <: Number + #@assert eltype(layer) <: Number if get(plotattributes, :seriestype, :heatmap) in [:heatmap, :contour] aspect_ratio --> 1 xlims --> (minimum(longitudes(layer)),maximum(longitudes(layer))) @@ -20,8 +20,8 @@ test 2 @recipe function plot(l1::FT, l2::ST) where {FT <: SimpleSDMLayer, ST <: SimpleSDMLayer} seriestype --> :scatter if get(plotattributes, :seriestype, :scatter) in [:scatter, :histogram2d] - @assert eltype(l1) <: Number - @assert eltype(l2) <: Number + #@assert eltype(l1) <: Number + #@assert eltype(l2) <: Number SimpleSDMLayers._layers_are_compatible(l1, l2) valid_i = filter(i -> !(isnan(l1[i])|isnan(l2[i])), eachindex(l1.grid)) l1.grid[valid_i], l2.grid[valid_i] diff --git a/test/gallery/contour.png b/test/gallery/contour.png index 4ba50b87fb9201534d4678c809b50283eb8f10bf..df01c005aa353958b51e10e70e3e2efb96ecc5c3 100644 GIT binary patch literal 101160 zcmeEtQ*^+vLB=md^b%$+w3R+ybIVI zQyAs&du}5}lWQT|P`+qwu&KHKr?--C8@2+|!>eps5aG!I52GV44n>}y&$S@9RW6Xb z`}A3=R)$Un14UK(@ltYj#qXZ$J5}ZEXA!5Z@pXU=c_6*4GRXkqzkj?Liey~K18l#z zu;62!(p}G&JV$ozL67z-ZgSfgA|IzJ{=g`stP3@~;kQWVdZeFt_R0nZo1wUdyh4Wn z+8p?xoggHZh#?bofb-FW=W^7e-Sb>p_rlD~P205Zl^O0J+m^^6aw_}QxwW-*{p!W% z$J_B#ws-ybZEVz#2?`2|fq?;S2U!^K)7Uy>_)SYiWm*DFXkmT*hk=1Fa0r*xpxxz6 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"heatmap.png")) -contour(temperature, c=:RdYlBu_r, title="Temperature", frame=:box, clim=(-50,50), +contour(temperature, c=:RdYlBu, title="Temperature", frame=:box, clim=(-50,50), xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "contour.png")) -contour(temperature, c=:RdYlBu_r, title="Temperature", frame=:box, clim=(-50,50), fill=true, +contour(temperature, c=:RdYlBu, title="Temperature", frame=:box, clim=(-50,50), fill=true, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "filled_contour.png")) -heatmap(coarsen(temperature, minimum, (10,10)), c=:RdYlBu_r, title="Temperature", frame=:box, clim=(-50,50)) +heatmap(coarsen(temperature, minimum, (10,10)), c=:RdYlBu, title="Temperature", frame=:box, clim=(-50,50)) xaxis!("Longitude") yaxis!("Latitude") savefig(joinpath("gallery", "heatmap_scaledown.png")) From b56d82bbc0a6305d750474e9415322d895b2204a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 14:21:43 -0400 Subject: [PATCH 18/72] cleanup --- test/gallery/contour.png | Bin 101160 -> 0 bytes test/gallery/density.png | Bin 9860 -> 0 bytes test/gallery/filled_contour.png | Bin 117941 -> 0 bytes test/gallery/heatmap.png | Bin 82924 -> 0 bytes test/gallery/heatmap_scaledown.png | Bin 41878 -> 0 bytes test/gallery/scatter-2d.png | Bin 9903 -> 0 bytes test/gallery/scatter.png | Bin 36366 -> 0 bytes 7 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 test/gallery/contour.png delete mode 100644 test/gallery/density.png delete mode 100644 test/gallery/filled_contour.png delete mode 100644 test/gallery/heatmap.png delete mode 100644 test/gallery/heatmap_scaledown.png delete mode 100644 test/gallery/scatter-2d.png delete mode 100644 test/gallery/scatter.png diff --git a/test/gallery/contour.png b/test/gallery/contour.png deleted file mode 100644 index df01c005aa353958b51e10e70e3e2efb96ecc5c3..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 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zm-U$b`9831hsdOc&F9ZnCmky#xtkMQM#u&l0o4vZDdGrKa9ymoHicqd4hi74-1oGAjY z81Ww39q-!ZWD*B3fT`zr+3pC3SN>T<_ZfB!j6YmW;$?buxRNv2kF7L=k(NA?Lm85< z!v5P2`wvb+CgfijlcowAv`q8GC&a4cF=t>yQdx$`4D0x6aUu1o6~yzjcvPC z@KqF%B6e-Lcw&S|tM-Pb}!%k zJ!)ff(45>;%*h%&GbBVGWv(K$k7r=fEjWQ671_OrWi1KnYv+-h{rp)U13@_|18`;s zec-RD3Egx94V}gKPXg$Qg;}Ta^ zZgc3SysL)+=o%`+u{JA|ovfWW0K1#noH!*1UJ0rmL^Z5I_^+`sTA)4ON^VyD*aUJ> z#LTr23tWFcclV9F|3X#)0{whQ z`7Rup#I_Br`J9)j|1?Wa#=L_2t-v3+Ph1{g#`|wZ1m>K=kJ5JUS(tBaBh2!fI5!2B zYXqJ+7KRAFP40G34E!GQ>C^0OIBWsLxi@l!=Pw|ur^d&L!*)Rl*h;|L-c15~seFjW zS9naeGQcc7AHxH?PZ$hcAkJcfNu9@?m;ZF;eEG9t?z|*qcc=qRW%Jj+CL&MM&4%uO zUJ;7+tA`MnI9L(XM5kel3!Lxp=EMQ+#9x=;B7@u;2H*7prT10vjtja4oL1AHKEWQd zZE*b40P^mFzZ*B~UgMRNT;mbPJWb%|4T=71cDL%xk1e_X8H)dHoBwxf{C8s_R7Eot zVaTs@rj41~75Eze1e{y{j^+RVj_m&vI4mBY^nZJHqa}mJ7V@(b+8S3e)oRxx{vV*M Bm1Y0{ From 12c14aa3923e51658abb934c73543e8b74e97861 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 20:53:43 -0400 Subject: [PATCH 19/72] trying to move to ArchGDAL --- Project.toml | 2 ++ _attempt.jl | 13 +++++++++++++ src/datasets/worldclim.jl | 1 - 3 files changed, 15 insertions(+), 1 deletion(-) create mode 100644 _attempt.jl diff --git a/Project.toml b/Project.toml index 1887fd27..f6a3641a 100644 --- a/Project.toml +++ b/Project.toml @@ -4,8 +4,10 @@ authors = ["Timothée Poisot "] version = "0.3.0" [deps] +ArchGDAL = "c9ce4bd3-c3d5-55b8-8973-c0e20141b8c3" GDAL = "add2ef01-049f-52c4-9ee2-e494f65e021a" HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3" +Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" Requires = "ae029012-a4dd-5104-9daa-d747884805df" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" diff --git a/_attempt.jl b/_attempt.jl new file mode 100644 index 00000000..119db89f --- /dev/null +++ b/_attempt.jl @@ -0,0 +1,13 @@ +using ArchGDAL +using Plots + +d = ArchGDAL.read("test/assets/wc2.1_10m_bio_3.tif") +b = ArchGDAL.getband(d,1) +px_type = ArchGDAL.pixeltype(b) + +b |> + ArchGDAL.read |> + m -> convert(Matrix{Union{Nothing,px_type}}, m) |> + m -> m[m.==minimum(m)] .= NaN |> + rotl90 |> + m -> heatmap(m, c=:cividis) diff --git a/src/datasets/worldclim.jl b/src/datasets/worldclim.jl index b0ef769c..1b5a61db 100644 --- a/src/datasets/worldclim.jl +++ b/src/datasets/worldclim.jl @@ -48,7 +48,6 @@ function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::Abs resolution ∈ ["2.5", "5", "10"] || throw(ArgumentError("The resolution argument ($(resolution) must be 2.5, 5, or 10")) paths = [joinpath(path, "wc2.1_$(resolution)m_bio_$(code).tif") for code in layers] - @info paths missing_files = !all(isfile.(paths)) zip_file = "bioclim_2.1_$(resolution)m.zip" From 6907ca41d18e14ef6354f09c3b3a30786159a6b8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 21:22:29 -0400 Subject: [PATCH 20/72] replace GDAL by ArchGDAL --- Project.toml | 4 +--- _attempt.jl | 13 ------------ src/SimpleSDMLayers.jl | 2 +- src/lib/geotiff.jl | 48 ++++++++++-------------------------------- 4 files changed, 13 insertions(+), 54 deletions(-) delete mode 100644 _attempt.jl diff --git a/Project.toml b/Project.toml index f6a3641a..c569573e 100644 --- a/Project.toml +++ b/Project.toml @@ -5,16 +5,14 @@ version = "0.3.0" [deps] ArchGDAL = "c9ce4bd3-c3d5-55b8-8973-c0e20141b8c3" -GDAL = "add2ef01-049f-52c4-9ee2-e494f65e021a" HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3" -Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" Requires = "ae029012-a4dd-5104-9daa-d747884805df" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" ZipFile = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" [compat] -GDAL = "1.0" +ArchGDAL = "0.4" HTTP = "0.8" RecipesBase = "0.7, 0.8, 1.0" Requires = "1.0" diff --git a/_attempt.jl b/_attempt.jl deleted file mode 100644 index 119db89f..00000000 --- a/_attempt.jl +++ /dev/null @@ -1,13 +0,0 @@ -using ArchGDAL -using Plots - -d = ArchGDAL.read("test/assets/wc2.1_10m_bio_3.tif") -b = ArchGDAL.getband(d,1) -px_type = ArchGDAL.pixeltype(b) - -b |> - ArchGDAL.read |> - m -> convert(Matrix{Union{Nothing,px_type}}, m) |> - m -> m[m.==minimum(m)] .= NaN |> - rotl90 |> - m -> heatmap(m, c=:cividis) diff --git a/src/SimpleSDMLayers.jl b/src/SimpleSDMLayers.jl index f1ae2e91..5d994227 100644 --- a/src/SimpleSDMLayers.jl +++ b/src/SimpleSDMLayers.jl @@ -1,6 +1,6 @@ module SimpleSDMLayers -using GDAL +using ArchGDAL using HTTP using RecipesBase using ZipFile diff --git a/src/lib/geotiff.jl b/src/lib/geotiff.jl index 0f12660c..60ae8530 100644 --- a/src/lib/geotiff.jl +++ b/src/lib/geotiff.jl @@ -1,47 +1,21 @@ """ geotiff(tiff_file; T::Type=Float64) -The geotiff function reads a geotiff file, and returns it as a matrix of type -`T`. +The geotiff function reads a geotiff file, and returns it as a matrix of the correct type. """ function geotiff(tiff_file; T::Type=Float64) - # Register GDAL drivers - GDAL.gdalallregister() - - # Load the dataset - dataset = GDAL.gdalopen(tiff_file, GDAL.GA_ReadOnly) - - # Band - band = GDAL.gdalgetrasterband(dataset, 1) - - # Matrix - xs = GDAL.gdalgetrasterxsize(dataset) - ys = GDAL.gdalgetrasterysize(dataset) - - bandtype = GDAL.gdalgetrasterdatatype(band) - - V = zeros(T, (xs, ys)) - GDAL.gdalrasterio( - band, - GDAL.GF_Read, - 0, 0, xs, ys, - pointer(V), - xs, ys, - bandtype, - 0, 0 - ) - - K = Array{Union{Nothing,T},2}(undef, ys, xs) - for (i,r) in enumerate(reverse(1:size(V, 2))) - K[i,:] = V[:,r] + ArchGDAL.read(tiff_file) do dataset + band = ArchGDAL.getband(dataset, 1) + width = ArchGDAL.width(dataset) + height = ArchGDAL.height(dataset) + pixel_type = ArchGDAL.pixeltype(band) + buffer = Matrix{pixel_type}(undef, width, height) + ArchGDAL.read!(dataset, buffer, 1) end - this_min = minimum(V) - - for i in eachindex(K) - K[i] = K[i] > this_min ? K[i] : nothing - end + buffer = rotl90(convert(Matrix{Union{Nothing,eltype(buffer)}}, buffer)) + buffer[buffer .== minimum(buffer)] .= nothing - return K + return buffer end From 53e79c5531ac8adb4c650f58a32ec1bed36196e2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 21:37:43 -0400 Subject: [PATCH 21/72] fix generated functions --- src/lib/generated.jl | 46 +++++++++++++++++++++++++----------------- src/recipes/recipes.jl | 11 +++++----- test/coarsen.jl | 4 ++++ test/generated.jl | 15 ++++++++++++++ test/runtests.jl | 1 + 5 files changed, 52 insertions(+), 25 deletions(-) create mode 100644 test/generated.jl diff --git a/src/lib/generated.jl b/src/lib/generated.jl index 503cacd5..da9affd1 100644 --- a/src/lib/generated.jl +++ b/src/lib/generated.jl @@ -1,23 +1,31 @@ -import Base: maximum, minimum, sum -import Statistics: mean, median, std +ops = Dict( + :Base => [:sum, :maximum, :minimum], + :Statistics => [:mean, :median, :std] + ) -ops = Symbol.(( - "Base.sum", "Base.maximum", "Base.minimum", - "Statistics.mean", "Statistics.median", "Statistics.std" - )) +for op in ops + mod = op.first + for fun in op.second + @info fun + eval(quote + using $mod + import $mod: $fun + end) + for ty in (:SimpleSDMResponse, :SimpleSDMPredictor) + @info ty + eval(quote + """ + $($mod).$($fun)(l::$($ty){T}) where {T <: Number} -for op in ops, ty in (:SimpleSDMResponse, :SimpleSDMPredictor) - eval(quote - """ - $($op)(l::$($ty){T}) where {T <: Number} - - Applies `$($op)` to an object of type `$($ty)`. This function has been - automatically generated. Note that this function is only applied to the - non-`nothing` elements of the layer, and has no method to work on the `dims` - keyword; the grid itself can be extracted with `convert(Matrix, l)`. - """ - function $op(l::$ty{T}) where {T <: Number} - return $op(filter(!isnothing, l.grid)) + Applies `$($fun)` (from `$($mod)`) to an object of type `$($ty)`. This function has been + automatically generated. Note that this function is only applied to the + non-`nothing` elements of the layer, and has no method to work on the `dims` + keyword; the grid itself can be extracted with `convert(Matrix, l)`. + """ + function $mod.$fun(l::$ty{T}) where {T <: Number} + return $mod.$fun(filter(!isnothing, l.grid)) + end + end) end - end) + end end diff --git a/src/recipes/recipes.jl b/src/recipes/recipes.jl index 282b2de5..19da905a 100644 --- a/src/recipes/recipes.jl +++ b/src/recipes/recipes.jl @@ -3,14 +3,15 @@ test 1 """ @recipe function plot(layer::T) where {T <: SimpleSDMLayer} seriestype --> :heatmap - #@assert eltype(layer) <: Number if get(plotattributes, :seriestype, :heatmap) in [:heatmap, :contour] aspect_ratio --> 1 xlims --> (minimum(longitudes(layer)),maximum(longitudes(layer))) ylims --> (minimum(latitudes(layer)),maximum(latitudes(layer))) - longitudes(layer), latitudes(layer), layer.grid + lg = copy(layer.grid) + lg[lg.==nothing] .= NaN + longitudes(layer), latitudes(layer), lg elseif get(plotattributes, :seriestype, :histogram) in [:histogram, :density] - filter(!isnan, layer.grid) + filter(!isnothing, layer.grid) end end @@ -20,10 +21,8 @@ test 2 @recipe function plot(l1::FT, l2::ST) where {FT <: SimpleSDMLayer, ST <: SimpleSDMLayer} seriestype --> :scatter if get(plotattributes, :seriestype, :scatter) in [:scatter, :histogram2d] - #@assert eltype(l1) <: Number - #@assert eltype(l2) <: Number SimpleSDMLayers._layers_are_compatible(l1, l2) - valid_i = filter(i -> !(isnan(l1[i])|isnan(l2[i])), eachindex(l1.grid)) + valid_i = filter(i -> !(isnothing(l1[i])|isnothing(l2[i])), eachindex(l1.grid)) l1.grid[valid_i], l2.grid[valid_i] end end diff --git a/test/coarsen.jl b/test/coarsen.jl index 1acf1262..4ad6f56e 100644 --- a/test/coarsen.jl +++ b/test/coarsen.jl @@ -7,9 +7,13 @@ S = SimpleSDMPredictor(M, 0.0, 1.0, 0.0, 1.0) min22 = coarsen(S, minimum, (2,2)) @test min22.grid == [1 13 25; 3 15 27; 5 17 29] +@test eltype(min22) == eltype(S) +@test eltype(min22.grid) == eltype(S.grid) max33 = coarsen(S, maximum, (3,3)) @test max33.grid == [15 33; 18 36] +@test eltype(min33) == eltype(S) +@test eltype(min33.grid) == eltype(S.grid) # Coarsen should play nicely with the non-float types M = SimpleSDMResponse(["a" nothing "b" "c"; "d" "e" "f" "g"; "d" "e" nothing "g"; nothing "x" "y" "z"], 0.0, 1.0, 0.0, 1.0) diff --git a/test/generated.jl b/test/generated.jl new file mode 100644 index 00000000..4ce5ff4b --- /dev/null +++ b/test/generated.jl @@ -0,0 +1,15 @@ +module SSLTestGenerated +using SimpleSDMLayers +using Test + +M = rand(Float64, (5, 10)) +S = SimpleSDMPredictor(M, 0.0, 1.0, 0.0, 1.0) + +@test maximum(S) ≤ 1.0 +@test minimum(S) ≥ 0.0 + +@test mean(S) == mean(M) +@test std(S) == std(M) +@test median(S) == median(M) + +end diff --git a/test/runtests.jl b/test/runtests.jl index 110bfa86..95a6f554 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -7,6 +7,7 @@ tests = [ "construction" => "construction.jl", "basics" => "basics.jl", "overloads" => "overloads.jl", + "generated" => "generated.jl", "worldclim" => "worldclim.jl", #"landcover" => "landcover.jl", "coarsen" => "coarsen.jl", From a62cbf809630610da45a5913c667ebd0161e31e8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 21:45:44 -0400 Subject: [PATCH 22/72] add Statistics to the dependencies --- Project.toml | 1 - src/lib/generated.jl | 8 +++++--- src/recipes/recipes.jl | 3 +++ test/Project.toml | 1 + test/coarsen.jl | 4 ---- test/generated.jl | 2 ++ test/plots.jl | 6 +++--- 7 files changed, 14 insertions(+), 11 deletions(-) diff --git a/Project.toml b/Project.toml index c569573e..c4bd6f92 100644 --- a/Project.toml +++ b/Project.toml @@ -8,7 +8,6 @@ ArchGDAL = "c9ce4bd3-c3d5-55b8-8973-c0e20141b8c3" HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3" RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" Requires = "ae029012-a4dd-5104-9daa-d747884805df" -Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" ZipFile = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" [compat] diff --git a/src/lib/generated.jl b/src/lib/generated.jl index da9affd1..a404a8e9 100644 --- a/src/lib/generated.jl +++ b/src/lib/generated.jl @@ -5,14 +5,16 @@ ops = Dict( for op in ops mod = op.first - for fun in op.second - @info fun + if mod != :Base eval(quote using $mod + end) + end + for fun in op.second + eval(quote import $mod: $fun end) for ty in (:SimpleSDMResponse, :SimpleSDMPredictor) - @info ty eval(quote """ $($mod).$($fun)(l::$($ty){T}) where {T <: Number} diff --git a/src/recipes/recipes.jl b/src/recipes/recipes.jl index 19da905a..6ad6e892 100644 --- a/src/recipes/recipes.jl +++ b/src/recipes/recipes.jl @@ -9,6 +9,9 @@ test 1 ylims --> (minimum(latitudes(layer)),maximum(latitudes(layer))) lg = copy(layer.grid) lg[lg.==nothing] .= NaN + @info type(lg) + @info eltype(lg) + @info lg longitudes(layer), latitudes(layer), lg elseif get(plotattributes, :seriestype, :histogram) in [:histogram, :density] filter(!isnothing, layer.grid) diff --git a/test/Project.toml b/test/Project.toml index 67dfaa3d..a8a37519 100644 --- a/test/Project.toml +++ b/test/Project.toml @@ -2,6 +2,7 @@ Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" GBIF = "ee291a33-5a6c-5552-a3c8-0f29a1181037" +Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [compat] GBIF = "0.2" diff --git a/test/coarsen.jl b/test/coarsen.jl index 4ad6f56e..1acf1262 100644 --- a/test/coarsen.jl +++ b/test/coarsen.jl @@ -7,13 +7,9 @@ S = SimpleSDMPredictor(M, 0.0, 1.0, 0.0, 1.0) min22 = coarsen(S, minimum, (2,2)) @test min22.grid == [1 13 25; 3 15 27; 5 17 29] -@test eltype(min22) == eltype(S) -@test eltype(min22.grid) == eltype(S.grid) max33 = coarsen(S, maximum, (3,3)) @test max33.grid == [15 33; 18 36] -@test eltype(min33) == eltype(S) -@test eltype(min33.grid) == eltype(S.grid) # Coarsen should play nicely with the non-float types M = SimpleSDMResponse(["a" nothing "b" "c"; "d" "e" "f" "g"; "d" "e" nothing "g"; nothing "x" "y" "z"], 0.0, 1.0, 0.0, 1.0) diff --git a/test/generated.jl b/test/generated.jl index 4ce5ff4b..7d46f1ae 100644 --- a/test/generated.jl +++ b/test/generated.jl @@ -8,6 +8,8 @@ S = SimpleSDMPredictor(M, 0.0, 1.0, 0.0, 1.0) @test maximum(S) ≤ 1.0 @test minimum(S) ≥ 0.0 +using Statistics + @test mean(S) == mean(M) @test std(S) == std(M) @test median(S) == median(M) diff --git a/test/plots.jl b/test/plots.jl index deb602ed..74c075f7 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -7,17 +7,17 @@ temperature, precipitation = worldclim([1,12]) ispath("gallery") || mkpath("gallery") -plot(temperature, c=:RdYlBu, title="Temperature", frame=:box, clim=(-50,50), +plot(temperature, c=:magma, title="Temperature", frame=:box, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "heatmap.png")) -contour(temperature, c=:RdYlBu, title="Temperature", frame=:box, clim=(-50,50), +contour(temperature, c=:viridis, title="Temperature", frame=:box, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "contour.png")) -contour(temperature, c=:RdYlBu, title="Temperature", frame=:box, clim=(-50,50), fill=true, +contour(temperature, c=:cividis, title="Temperature", frame=:box, clim=(-50,50), fill=true, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "filled_contour.png")) From 91822496c63f3a5e5d75cd70e296298952aa53fd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 21:46:23 -0400 Subject: [PATCH 23/72] add Statistics to the project --- Project.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/Project.toml b/Project.toml index c4bd6f92..c569573e 100644 --- a/Project.toml +++ b/Project.toml @@ -8,6 +8,7 @@ ArchGDAL = "c9ce4bd3-c3d5-55b8-8973-c0e20141b8c3" HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3" RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" Requires = "ae029012-a4dd-5104-9daa-d747884805df" +Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" ZipFile = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" [compat] From 8ee8ee11a85729b48894e8587c7f2c9e332e0f2d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 9 Jul 2020 21:49:06 -0400 Subject: [PATCH 24/72] need to figure out the coarsen return type --- src/recipes/recipes.jl | 3 --- 1 file changed, 3 deletions(-) diff --git a/src/recipes/recipes.jl b/src/recipes/recipes.jl index 6ad6e892..19da905a 100644 --- a/src/recipes/recipes.jl +++ b/src/recipes/recipes.jl @@ -9,9 +9,6 @@ test 1 ylims --> (minimum(latitudes(layer)),maximum(latitudes(layer))) lg = copy(layer.grid) lg[lg.==nothing] .= NaN - @info type(lg) - @info eltype(lg) - @info lg longitudes(layer), latitudes(layer), lg elseif get(plotattributes, :seriestype, :histogram) in [:histogram, :density] filter(!isnothing, layer.grid) From adccda6bcf7f5ff6b79118781b0c55cc002654eb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Fri, 10 Jul 2020 21:28:38 -0400 Subject: [PATCH 25/72] return type of coarsen fixed --- src/operations/coarsen.jl | 35 +++++++++++++++++++++++++---------- test/coarsen.jl | 5 +++++ test/plots.jl | 5 ++++- 3 files changed, 34 insertions(+), 11 deletions(-) diff --git a/src/operations/coarsen.jl b/src/operations/coarsen.jl index 08dea5fd..71664dde 100644 --- a/src/operations/coarsen.jl +++ b/src/operations/coarsen.jl @@ -1,30 +1,34 @@ """ - coarsen(L::LT, f::FT, d::Tuple{IT,IT}; NaNremove::Bool=true) where {LT <: SimpleSDMLayer, FT <: Function, IT <: Integer} + coarsen(L::LT, f::FT, d::Tuple{IT,IT}) where {LT <: SimpleSDMLayer, FT <: Function, IT <: Integer} This function will *aggregate* a layer by merging cells. The function `f` passed as its second argument is expected to take an array as input, and return a -single value of the same type as the values of the layer, or as a floating point -value. Note that the element type of the returned layer will have type `Any`, -which is not really pretty, but should serve well enough (and can be changed by -working on the `grid` field directly if you really need it). +single value of any type (but it is sort of a social contract here that this +will be a number of some sort, and if it is not, that you really know what +you're doing). The size of the cells to aggregate is given by the tuple, so that `(2,2)` will make groups of two cells vertically and two cells horizontally, for a total of -four cells. By default, the cells containing `nothing` will be *ignored*. +four cells. By default, the cells containing `nothing` will be *ignored*, so +that `f` is only applied to non-nothing values. + +In cases where the number of cells to aggregate is not matching with the size of +the grid, and `ArgumentError` will be thrown. Note that there is no expectation +that the two values in `d` will be the same. """ function coarsen(L::LT, f::FT, d::Tuple{IT,IT}) where {LT <: SimpleSDMLayer, FT <: Function, IT <: Integer} cx, cy = d CX, CY = size(L) - + # Check that the arguments are compatible with the size of the grid mod(CX, cx) == 0 || throw(ArgumentError("The number of cells to aggregate ($(cx)) must be compatible with the number of rows ($(CX))")) mod(CY, cy) == 0 || throw(ArgumentError("The number of cells to aggregate ($(cy)) must be compatible with the number of columns ($(CY))")) - + # Then we create a new grid, full of undefined values of the same type as # the elements of L nx = convert(Int64, CX/cx) ny = convert(Int64, CY/cy) - + # This is not the best type here, of course, but I'm not sure how to get a # better idea _before_. newgrid = Array{Any}(undef, (nx, ny)) @@ -38,7 +42,7 @@ function coarsen(L::LT, f::FT, d::Tuple{IT,IT}) where {LT <: SimpleSDMLayer, FT for j in 1:size(newgrid, 2) old_j = ((j-1)*cy+1):(j*cy) V = vec(L.grid[old_i, old_j]) - + # We remove the nothing values from the grid filter!(!isnothing, V) @@ -47,6 +51,17 @@ function coarsen(L::LT, f::FT, d::Tuple{IT,IT}) where {LT <: SimpleSDMLayer, FT end end + + @info typeof(newgrid) + @info eltype(newgrid) + + # Now we change the type + internal_types = unique(typeof.(newgrid)) + newgrid = convert(Matrix{Union{internal_types...}}, newgrid) + + @info typeof(newgrid) + @info eltype(newgrid) + # Now that everything is done, we can return an object of the correct type NT = LT <: SimpleSDMPredictor ? SimpleSDMPredictor : SimpleSDMResponse return NT(newgrid, L.left, L.right, L.bottom, L.top) diff --git a/test/coarsen.jl b/test/coarsen.jl index 1acf1262..29afb9d0 100644 --- a/test/coarsen.jl +++ b/test/coarsen.jl @@ -15,4 +15,9 @@ max33 = coarsen(S, maximum, (3,3)) M = SimpleSDMResponse(["a" nothing "b" "c"; "d" "e" "f" "g"; "d" "e" nothing "g"; nothing "x" "y" "z"], 0.0, 1.0, 0.0, 1.0) @test coarsen(M, x -> reduce(*, x), (2,2)).grid == ["ade" "bfcg"; "dex" "ygz"] +# Should work on a real-world example +temperature = worldclim(1) +t_coarse = coarsen(temperature, minimum, (10, 10)) +@test typeof(t_coarse) <: SimpleSDMPredictor + end diff --git a/test/plots.jl b/test/plots.jl index 74c075f7..9b04cbb4 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -22,7 +22,10 @@ contour(temperature, c=:cividis, title="Temperature", frame=:box, clim=(-50,50), ylabel= "Latitude") savefig(joinpath("gallery", "filled_contour.png")) -heatmap(coarsen(temperature, minimum, (10,10)), c=:RdYlBu, title="Temperature", frame=:box, clim=(-50,50)) +cmap = coarsen(temperature, minimum, (10,10)) +@info cmap +@info eltype(cmap) +heatmap(cmap, c=:RdYlBu, title="Temperature", frame=:box) xaxis!("Longitude") yaxis!("Latitude") savefig(joinpath("gallery", "heatmap_scaledown.png")) From 1d66d444a6d6136787320d50429aeaaed2174a07 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Fri, 10 Jul 2020 21:41:48 -0400 Subject: [PATCH 26/72] fix the coarsen issue for some types --- src/operations/coarsen.jl | 21 ++++++++++----------- test/coarsen.jl | 9 ++++++--- 2 files changed, 16 insertions(+), 14 deletions(-) diff --git a/src/operations/coarsen.jl b/src/operations/coarsen.jl index 71664dde..3172529e 100644 --- a/src/operations/coarsen.jl +++ b/src/operations/coarsen.jl @@ -25,12 +25,11 @@ function coarsen(L::LT, f::FT, d::Tuple{IT,IT}) where {LT <: SimpleSDMLayer, FT mod(CY, cy) == 0 || throw(ArgumentError("The number of cells to aggregate ($(cy)) must be compatible with the number of columns ($(CY))")) # Then we create a new grid, full of undefined values of the same type as - # the elements of L + # the elements of L. This is not the best type here, of course, but I'm not + # sure how to get a better idea _before_. This will all be converted to the + # more compact type possible at the end, before returning a layer. nx = convert(Int64, CX/cx) ny = convert(Int64, CY/cy) - - # This is not the best type here, of course, but I'm not sure how to get a - # better idea _before_. newgrid = Array{Any}(undef, (nx, ny)) # At this point, we do not need to create the new SimpleSDMLayer object, as @@ -41,7 +40,13 @@ function coarsen(L::LT, f::FT, d::Tuple{IT,IT}) where {LT <: SimpleSDMLayer, FT old_i = ((i-1)*cx+1):(i*cx) for j in 1:size(newgrid, 2) old_j = ((j-1)*cy+1):(j*cy) - V = vec(L.grid[old_i, old_j]) + + # This operation is super-duper important because it is the only + # thing that makes the function work for some types - why it would + # be the case is beyond me, but it turned out that being explicit + # about converting things to a vector keep Julia happy, and my sense + # of self worth is directly tied to how little error messages I get. + V = convert(Vector, vec(L.grid[old_i, old_j])) # We remove the nothing values from the grid filter!(!isnothing, V) @@ -52,16 +57,10 @@ function coarsen(L::LT, f::FT, d::Tuple{IT,IT}) where {LT <: SimpleSDMLayer, FT end end - @info typeof(newgrid) - @info eltype(newgrid) - # Now we change the type internal_types = unique(typeof.(newgrid)) newgrid = convert(Matrix{Union{internal_types...}}, newgrid) - @info typeof(newgrid) - @info eltype(newgrid) - # Now that everything is done, we can return an object of the correct type NT = LT <: SimpleSDMPredictor ? SimpleSDMPredictor : SimpleSDMResponse return NT(newgrid, L.left, L.right, L.bottom, L.top) diff --git a/test/coarsen.jl b/test/coarsen.jl index 29afb9d0..1a042208 100644 --- a/test/coarsen.jl +++ b/test/coarsen.jl @@ -1,6 +1,7 @@ module SSLTestCoarsen using SimpleSDMLayers using Test +using Statistics M = convert(Matrix, reshape(1:36, (6,6))) S = SimpleSDMPredictor(M, 0.0, 1.0, 0.0, 1.0) @@ -15,9 +16,11 @@ max33 = coarsen(S, maximum, (3,3)) M = SimpleSDMResponse(["a" nothing "b" "c"; "d" "e" "f" "g"; "d" "e" nothing "g"; nothing "x" "y" "z"], 0.0, 1.0, 0.0, 1.0) @test coarsen(M, x -> reduce(*, x), (2,2)).grid == ["ade" "bfcg"; "dex" "ygz"] -# Should work on a real-world example +# Should work on a real-world example for a series of functions temperature = worldclim(1) -t_coarse = coarsen(temperature, minimum, (10, 10)) -@test typeof(t_coarse) <: SimpleSDMPredictor +for f in [minimum, maximum, mean, median] + t_coarse = coarsen(temperature, f, (10, 10)) + @test typeof(t_coarse) <: SimpleSDMPredictor +end end From 083c1450ff25933d0f750bf6552f12a1bcca722e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Fri, 10 Jul 2020 21:47:48 -0400 Subject: [PATCH 27/72] update GBIF test to reflect nothing --- test/gbif.jl | 2 +- test/plots.jl | 2 -- 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/test/gbif.jl b/test/gbif.jl index cd045656..5ce7182b 100644 --- a/test/gbif.jl +++ b/test/gbif.jl @@ -21,7 +21,7 @@ for oc in o numboc[oc] += 1 end -@test typeof(convert(Matrix, numboc)) == Array{Int64,2} +@test typeof(convert(Matrix, numboc)) == Matrix{Union{Int64,Nothing}} @test typeof(clip(temperature, o)) == typeof(temperature) diff --git a/test/plots.jl b/test/plots.jl index 9b04cbb4..194a33f5 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -23,8 +23,6 @@ contour(temperature, c=:cividis, title="Temperature", frame=:box, clim=(-50,50), savefig(joinpath("gallery", "filled_contour.png")) cmap = coarsen(temperature, minimum, (10,10)) -@info cmap -@info eltype(cmap) heatmap(cmap, c=:RdYlBu, title="Temperature", frame=:box) xaxis!("Longitude") yaxis!("Latitude") From eac2a0f8a25a1545d07a005ccd684046d53f321a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Fri, 10 Jul 2020 22:10:05 -0400 Subject: [PATCH 28/72] add CHELSA dataset --- docs/src/man/data.md | 8 +++++--- src/SimpleSDMLayers.jl | 3 +++ src/datasets/chelsa.jl | 9 +++++++-- 3 files changed, 15 insertions(+), 5 deletions(-) diff --git a/docs/src/man/data.md b/docs/src/man/data.md index 282444df..95c313db 100644 --- a/docs/src/man/data.md +++ b/docs/src/man/data.md @@ -1,9 +1,11 @@ -# Bioclimatic data +# Datasets -The package offers access to bioclimatic datasets - they are downloaded, saved -to the disk, and then read locally. +The package offers access to bioclimatic and other datasets - they are +downloaded, saved to the disk, and then read locally. Please note that some of +them require a lot of memory, so make sure your machine can handle them. ```@docs worldclim +bioclim landcover ``` diff --git a/src/SimpleSDMLayers.jl b/src/SimpleSDMLayers.jl index 5d994227..7b7fb80e 100644 --- a/src/SimpleSDMLayers.jl +++ b/src/SimpleSDMLayers.jl @@ -22,6 +22,9 @@ export geotiff include(joinpath("datasets", "worldclim.jl")) export worldclim +include(joinpath("datasets", "chelsa.jl")) +export bioclim + include(joinpath("datasets", "landcover.jl")) export landcover diff --git a/src/datasets/chelsa.jl b/src/datasets/chelsa.jl index 18d13dcc..17b62866 100644 --- a/src/datasets/chelsa.jl +++ b/src/datasets/chelsa.jl @@ -6,6 +6,11 @@ from 1 to 19. The list of available layers is given in a table below. The keyword argument is `path`, which refers to the path where the function will look for the geotiff files. +Note that these files are *large* due the fine resolution of the data, and for +this reason this function will return the *integer* version of the layers. Also +note that the bioclim data are only available for the V1 of CHELSA, and are not +from the V2. + It is recommended to *keep* the content of the `path` folder, as it will eliminate the need to download the tiff files (which are quite large). For example, calling `bioclim(1:19)` will download and everything, and future @@ -39,7 +44,7 @@ function bioclim(layers::Vector{Int64}; path::AbstractString="assets") isdir(path) || mkdir(path) codes = [lpad(code, 2, "0") for code in layers] filenames = ["CHELSA_bio10_$(lpad(code, 2, '0')).tif" for code in codes] - url_root = "https://www.wsl.ch/lud/chelsa/data/bioclim/integer/" + url_root = "ftp://envidatrepo.wsl.ch/uploads/chelsa/chelsa_V1/bioclim/integer/" for f in filenames p = joinpath(path, f) @@ -51,7 +56,7 @@ function bioclim(layers::Vector{Int64}; path::AbstractString="assets") end end paths = [joinpath(path, filename) for filename in filenames] - data_layers = geotiff.(paths; T=Int64) + data_layers = geotiff.(paths) return SimpleSDMPredictor.(data_layers, -180.0, 180.0, -90.0, 90.0) end From e0d6350d3886d8f402260defa67198fdc92b9e72 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Fri, 10 Jul 2020 22:16:48 -0400 Subject: [PATCH 29/72] doc update --- docs/Project.toml | 1 + docs/make.jl | 1 + docs/src/man/data.md | 12 ++++++++++++ 3 files changed, 14 insertions(+) diff --git a/docs/Project.toml b/docs/Project.toml index 485fd149..1c0200b3 100644 --- a/docs/Project.toml +++ b/docs/Project.toml @@ -3,6 +3,7 @@ Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd" GBIF = "ee291a33-5a6c-5552-a3c8-0f29a1181037" +Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [compat] GBIF = "0.2" diff --git a/docs/make.jl b/docs/make.jl index d9935029..9d0fc870 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -2,6 +2,7 @@ push!(LOAD_PATH, joinpath("..", "src")) using Documenter, SimpleSDMLayers using GBIF +using Statistics makedocs( sitename = "Simple SDM Layers", diff --git a/docs/src/man/data.md b/docs/src/man/data.md index 95c313db..926a9756 100644 --- a/docs/src/man/data.md +++ b/docs/src/man/data.md @@ -4,8 +4,20 @@ The package offers access to bioclimatic and other datasets - they are downloaded, saved to the disk, and then read locally. Please note that some of them require a lot of memory, so make sure your machine can handle them. +## Worldclim 2.1 + ```@docs worldclim +``` + +## CHELSA V1 + +```@docs bioclim +``` + +## EarthEnv landcover + +```@docs landcover ``` From a032e4ed3801b3cb51750ea7c9f2d9e79350f719 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Fri, 10 Jul 2020 22:18:14 -0400 Subject: [PATCH 30/72] get rid of magma in example --- docs/src/examples/temperature.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/src/examples/temperature.md b/docs/src/examples/temperature.md index a918f1e1..7a359846 100644 --- a/docs/src/examples/temperature.md +++ b/docs/src/examples/temperature.md @@ -15,7 +15,7 @@ visualize these data: ```@example temp using Plots, StatsPlots -heatmap(temperature, c=:magma, frame=:box) +heatmap(temperature, c=:cividis, frame=:box) xaxis!("Longitude") yaxis!("Latitude") ``` @@ -33,7 +33,7 @@ can also make a quick heatmap to see what the region looks like: ```@example temp temperature_europe = temperature[left=-11.0, right=31.1, bottom=29.0, top=71.1] -heatmap(temperature_europe, c=:magma, aspectratio=1, frame=:box) +heatmap(temperature_europe, c=:cividis, aspectratio=1, frame=:box) ``` The next step will be to coarsen these data, which requires to give the number @@ -60,7 +60,7 @@ temperature_europe_coarse = coarsen(temperature_europe, Statistics.mean, (2, 2)) One again, we can plot these data: ```@example temp -heatmap(temperature_europe_coarse, aspectratio=1, c=:magma, frame=:box) +heatmap(temperature_europe_coarse, aspectratio=1, c=:cividis, frame=:box) ``` Finally, we can compare our different clipping and approximations to the overall From 98cec91a06e05cc4b8ccc0ae60842887f4c4fce3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Fri, 10 Jul 2020 22:24:13 -0400 Subject: [PATCH 31/72] deal with some rounding issues in the tests --- test/generated.jl | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/test/generated.jl b/test/generated.jl index 7d46f1ae..53c9f7d3 100644 --- a/test/generated.jl +++ b/test/generated.jl @@ -10,8 +10,8 @@ S = SimpleSDMPredictor(M, 0.0, 1.0, 0.0, 1.0) using Statistics -@test mean(S) == mean(M) -@test std(S) == std(M) -@test median(S) == median(M) +@test mean(S) ≈ mean(M) +@test std(S) ≈ std(M) +@test median(S) ≈ median(M) end From ce1df21714764bb005886fc88eea46bcc7ab481a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sat, 11 Jul 2020 14:28:46 -0400 Subject: [PATCH 32/72] sliding window --- docs/src/man/operations.md | 1 + src/SimpleSDMLayers.jl | 3 ++- src/lib/types.jl | 4 +++ src/operations/sliding.jl | 54 ++++++++++++++++++++++++++++++++++++++ 4 files changed, 61 insertions(+), 1 deletion(-) create mode 100644 src/operations/sliding.jl diff --git a/docs/src/man/operations.md b/docs/src/man/operations.md index 49b11a52..129018de 100644 --- a/docs/src/man/operations.md +++ b/docs/src/man/operations.md @@ -2,6 +2,7 @@ ```@docs coarsen +slidingwindow latitudes longitudes clip diff --git a/src/SimpleSDMLayers.jl b/src/SimpleSDMLayers.jl index 7b7fb80e..94c36768 100644 --- a/src/SimpleSDMLayers.jl +++ b/src/SimpleSDMLayers.jl @@ -29,7 +29,8 @@ include(joinpath("datasets", "landcover.jl")) export landcover include(joinpath("operations", "coarsen.jl")) -export coarsen +include(joinpath("operations", "sliding.jl")) +export coarsen, slidingwindow include(joinpath("recipes", "recipes.jl")) diff --git a/src/lib/types.jl b/src/lib/types.jl index 2e2b1342..e7542389 100644 --- a/src/lib/types.jl +++ b/src/lib/types.jl @@ -59,5 +59,9 @@ for simplesdm_type in simplesdm_types function $simplesdm_type(grid::Matrix{T}, l::K, r::K, b::K, t::K) where {T, K<:AbstractFloat} return $simplesdm_type(convert(Matrix{Union{Nothing,T}}, grid), l, r, b, t) end + + function $simplesdm_type(grid::Matrix{T}, L::K) where {T, K<:SimpleSDMLayer} + return $simplesdm_type(convert(Matrix{Union{Nothing,T}}, grid), L.left, L.right, L.bottom, L.top) + end end) end diff --git a/src/operations/sliding.jl b/src/operations/sliding.jl new file mode 100644 index 00000000..109be2cf --- /dev/null +++ b/src/operations/sliding.jl @@ -0,0 +1,54 @@ +function haversine(p1, p2; R=6371.0) + lon1, lat1 = p1 + lon2, lat2 = p2 + φ1 = lat1 * π/180.0 + φ2 = lat2 * π/180.0 + Δφ = (lat2-lat1) * π/180.0 + Δλ = (lon2-lon1) * π/180.0 + a = sin(Δφ/2.0)^2.0 + cos(φ1)*cos(φ2) * sin(Δλ)^2.0 + c = 2.0 * atan(sqrt(a), sqrt(1.0-a)) + return R*c +end + +""" + slidingwindow(L::LT, f::FT, d::IT) where {LT <: SimpleSDMLayer, FT <: Function, IT <: Number} + +This function will replace the value at any cell by applying the function `f` to +the array of cells values that are within a distance `d` (in kilometers) from +the focal cell. This is, for example, useful to use an average to smooth out the +layers. The distance is estimated using the haversine distance, assuming that +the radius of the Earth is 6371.0 km. This means that the size of the window +will vary a little bit across latitudes, but this is far better than using a +number of cells, which would have dramatic consequences near the poles. + +It *always* returns a `SimpleSDMResponse`, and the cells containing `nothing` +will also not contain a value in the output. This is *different* from the +behavior of `coarsen`, which tends to expand the area of the layer in which we +have data. + +This function is currently relatively slow. Performance improvements will arrive +at some point. +""" +function slidingwindow(L::LT, f::FT, d::IT) where {LT <: SimpleSDMLayer, FT <: Function, IT <: Number} + newgrid = Array{Any}(nothing, size(L)) + N = SimpleSDMResponse(newgrid, L) + pixels = [] + for lat in latitudes(L) + for lon in longitudes(L) + if !isnothing(L[lon,lat]) + push!(pixels, (lon, lat) => L[lon,lat]) + end + end + end + + for p1 in pixels + ok = filter(p2 -> haversine(p2.first, p1.first) < 100.0, pixels) + val = [p2.second for p2 in ok] + N[p1.first...] = f(val) + end + + internal_types = unique(typeof.(N.grid)) + N.grid = convert(Matrix{Union{internal_types...}}, N.grid) + + return N +end From fc9fafc57c860dabd964cc6c0284d7e17b799ecd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sat, 11 Jul 2020 14:28:52 -0400 Subject: [PATCH 33/72] broadcast --- docs/src/man/overloads.md | 6 ++++++ src/lib/generated.jl | 31 +++++++++++++++++++++++++++++++ src/lib/overloads.jl | 22 +++++++++++++++++++++- 3 files changed, 58 insertions(+), 1 deletion(-) diff --git a/docs/src/man/overloads.md b/docs/src/man/overloads.md index 7d0b1046..6191a693 100644 --- a/docs/src/man/overloads.md +++ b/docs/src/man/overloads.md @@ -22,6 +22,12 @@ Base.maximum Base.minimum ``` +## From `Broadcast` + +```@docs +broadcast +``` + ## From `Statistics` ```@docs diff --git a/src/lib/generated.jl b/src/lib/generated.jl index a404a8e9..000c73e4 100644 --- a/src/lib/generated.jl +++ b/src/lib/generated.jl @@ -31,3 +31,34 @@ for op in ops end end end + +whole = Dict( + :Base => [:abs, :sqrt, :log, :log2, :log10, :log1p, :exp, :exp2, :exp10, :expm1] +) + +for op in ops + mod = op.first + if mod != :Base + eval(quote + using $mod + end) + end + for fun in op.second + eval(quote + import $mod: $fun + end) + for ty in (:SimpleSDMResponse, :SimpleSDMPredictor) + eval(quote + """ + $($mod).$($fun)(l::$($ty){T}) where {T <: Number} + + Applies `$($fun)` (from `$($mod)`) to every cell wihtin a `$($ty)`, as long as + this cell is not `nothing`. This function has been automatically generated. + """ + function $mod.$fun(l::$ty{T}) where {T <: Number} + return broadcast($mod.$fun, l) + end + end) + end + end +end diff --git a/src/lib/overloads.jl b/src/lib/overloads.jl index 11969767..37fe613e 100644 --- a/src/lib/overloads.jl +++ b/src/lib/overloads.jl @@ -7,6 +7,7 @@ import Base: similar import Base: copy import Base: eltype import Base: convert +import Broadcast: broadcast """ Base.convert(::Type{SimpleSDMResponse}, layer::T) where {T <: SimpleSDMPredictor} @@ -181,7 +182,7 @@ end Base.getindex(layer::T, n::NT) where {T <: SimpleSDMLayer, NT <: NamedTuple} Returns a subset of the argument layer, where the new limits are given in -a NamedTuple by `left`, `right`, `top`, and `bottom`, in any order. Up to +a NamedTuple by `left`, `right`, `top`, and `bottom`, in any order. Up to three of these can be omitted, and if so these limits will not be affected. """ function Base.getindex(layer::T, n::NT) where {T <: SimpleSDMLayer, NT <: NamedTuple} @@ -254,3 +255,22 @@ function Base.copy(layer::T) where {T <: SimpleSDMLayer} RT = T <: SimpleSDMResponse ? SimpleSDMResponse : SimpleSDMPredictor return RT(copygrid, copy(layer.left), copy(layer.right), copy(layer.bottom), copy(layer.top)) end + +""" + Broadcast.broadcast(f, L::LT) where {LT <: SimpleSDMLayer} + +TODO +""" +function Broadcast.broadcast(f, L::LT) where {LT <: SimpleSDMLayer} + newgrid = Array{Any}(nothing, size(L)) + N = SimpleSDMResponse(newgrid, L) + v = filter(!isnothing, L.grid) + fv = f.(v) + N.grid[findall(!isnothing, L.grid)] .= fv + + internal_types = unique(typeof.(N.grid)) + N.grid = convert(Matrix{Union{internal_types...}}, N.grid) + + RT = LT <: SimpleSDMResponse ? SimpleSDMResponse : SimpleSDMPredictor + return RT(N.grid, N) +end From 879efdfdde171b4a5d4825a39b30e640f8c55aa2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sat, 11 Jul 2020 14:32:40 -0400 Subject: [PATCH 34/72] start working on reading only part of the file --- src/lib/geotiff.jl | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/src/lib/geotiff.jl b/src/lib/geotiff.jl index 60ae8530..539ddc3b 100644 --- a/src/lib/geotiff.jl +++ b/src/lib/geotiff.jl @@ -1,9 +1,15 @@ """ - geotiff(tiff_file; T::Type=Float64) + geotiff(tiff_file; left::T=-180.0, right::T=180.0, bottom::T=-90.0, top::T=90.0) where {T <: Number} The geotiff function reads a geotiff file, and returns it as a matrix of the correct type. """ -function geotiff(tiff_file; T::Type=Float64) +function geotiff(tiff_file; left::T=-180.0, right::T=180.0, bottom::T=-90.0, top::T=90.0) where {T <: Number} + @assert right > left + @assert top > bottom + @assert left <= 180.0 + @assert right >= -180.0 + @assert top <= 90.0 + @assert bottom >= -90.0 ArchGDAL.read(tiff_file) do dataset band = ArchGDAL.getband(dataset, 1) width = ArchGDAL.width(dataset) From 6f6b32e5d43411218b5d9f8ddde5fde1ed06fc9e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 14:32:30 -0400 Subject: [PATCH 35/72] only load parts of the data (#23) --- src/datasets/chelsa.jl | 6 ++-- src/datasets/landcover.jl | 7 +++-- src/datasets/worldclim.jl | 11 ++++--- src/lib/generated.jl | 2 +- src/lib/geotiff.jl | 63 ++++++++++++++++++++++++++++++++++----- src/lib/overloads.jl | 4 +-- src/lib/types.jl | 11 +++++++ 7 files changed, 81 insertions(+), 23 deletions(-) diff --git a/src/datasets/chelsa.jl b/src/datasets/chelsa.jl index 17b62866..bb627d44 100644 --- a/src/datasets/chelsa.jl +++ b/src/datasets/chelsa.jl @@ -39,7 +39,7 @@ calls will be much faster. | 19 | Precipitation of Coldest Quarter | """ -function bioclim(layers::Vector{Int64}; path::AbstractString="assets") +function bioclim(layers::Vector{Int64}; path::AbstractString="assets", left=-180.0, right=180.0, bottom=-90.0, top=90.0) @assert all(1 .≤ layers .≤ 19) isdir(path) || mkdir(path) codes = [lpad(code, 2, "0") for code in layers] @@ -56,8 +56,8 @@ function bioclim(layers::Vector{Int64}; path::AbstractString="assets") end end paths = [joinpath(path, filename) for filename in filenames] - data_layers = geotiff.(paths) - return SimpleSDMPredictor.(data_layers, -180.0, 180.0, -90.0, 90.0) + data_layers = geotiff.(SimpleSDMPredictor, paths; left=left, right=right, top=top, bottom=bottom) + return data_layers end diff --git a/src/datasets/landcover.jl b/src/datasets/landcover.jl index 42a57250..d72f6815 100644 --- a/src/datasets/landcover.jl +++ b/src/datasets/landcover.jl @@ -50,7 +50,7 @@ keeping the models stored is particularly important. These data are released under a CC-BY-NC license to Tuanmu & Jetz. """ -function landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="assets") where {T <: Integer} +function landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="assets", left=-180.0, right=180.0, bottom=-90.0, top=90.0) where {T <: Integer} all(1 .≤ layers .≤ 12) || throw(ArgumentError("The number of the layers must all be between 1 and 12")) isdir(path) || mkdir(path) @@ -66,10 +66,11 @@ function landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="as write(layerfile, String(layerrequest.body)) end end - push!(data_layers, geotiff(joinpath(path, model_pair.first); T=UInt8)) + push!(data_layers, geotiff(SimpleSDMPredictor, joinpath(path, model_pair.first); left=left, right=right, top=top, bottom=bottom)) end - return SimpleSDMPredictor.(data_layers) + return data_layers + end """ diff --git a/src/datasets/worldclim.jl b/src/datasets/worldclim.jl index 1b5a61db..3d0dc00e 100644 --- a/src/datasets/worldclim.jl +++ b/src/datasets/worldclim.jl @@ -42,7 +42,7 @@ will be much faster. Original data: https://www.worldclim.org/data/worldclim21.html """ -function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::AbstractString="assets") where {T <: Integer} +function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::AbstractString="assets", left=-180.0, right=180.0, bottom=-90.0, top=90.0) where {T <: Integer} all(1 .≤ layers .≤ 19) || throw(ArgumentError("The number of the layers must all be between 1 and 19")) isdir(path) || mkdir(path) resolution ∈ ["2.5", "5", "10"] || throw(ArgumentError("The resolution argument ($(resolution) must be 2.5, 5, or 10")) @@ -73,22 +73,21 @@ function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::Abs close(zf) end - data_layers = geotiff.(paths) - - return SimpleSDMPredictor.(data_layers) + data_layers = geotiff.(SimpleSDMPredictor, paths; left=left, right=right, top=top, bottom=bottom) + return data_layers end """ worldclim(layer::T; x...) where {T <: Integer} -Return a single layer from WorldClim 2.0. +Return a single layer from WorldClim 2.1. """ worldclim(layer::T; x...) where {T <: Integer} = first(worldclim([layer]; x...)) """ worldclim(layers::UnitRange{T}; x...) where {T <: Integer} -Return a range of layers from WorldClim 2.0. +Return a range of layers from WorldClim 2.1. """ worldclim(layers::UnitRange{T}; x...) where {T <: Integer} = worldclim(collect(layers); x...) diff --git a/src/lib/generated.jl b/src/lib/generated.jl index 000c73e4..cbf6fb12 100644 --- a/src/lib/generated.jl +++ b/src/lib/generated.jl @@ -36,7 +36,7 @@ whole = Dict( :Base => [:abs, :sqrt, :log, :log2, :log10, :log1p, :exp, :exp2, :exp10, :expm1] ) -for op in ops +for op in whole mod = op.first if mod != :Base eval(quote diff --git a/src/lib/geotiff.jl b/src/lib/geotiff.jl index 539ddc3b..a613e29e 100644 --- a/src/lib/geotiff.jl +++ b/src/lib/geotiff.jl @@ -1,27 +1,74 @@ +function _find_span(n, m, M, pos) + pos > M && return nothing + pos < m && return nothing + stride = (M - m) / n + centers = (m + 0.5stride):stride:(M-0.5stride) + span_pos = last(findmin(abs.(pos .- centers))) + return (stride, centers[span_pos], span_pos) +end + """ - geotiff(tiff_file; left::T=-180.0, right::T=180.0, bottom::T=-90.0, top::T=90.0) where {T <: Number} + geotiff(::Type{LT}, tiff_file; left::T=-180.0, right::T=180.0, bottom::T=-90.0, top::T=90.0) where {LT <: SimpleSDMLayer, T <: Number} + +The geotiff function reads a geotiff file, and returns it as a matrix of the +correct type. The optional arguments `left`, `right`, `bottom`, and `left` are +defining the bounding box to read from the file. This is particularly useful if +you want to get a small subset from large files. -The geotiff function reads a geotiff file, and returns it as a matrix of the correct type. +The first argument is the type of the `SimpleSDMLayer` to be returned. """ -function geotiff(tiff_file; left::T=-180.0, right::T=180.0, bottom::T=-90.0, top::T=90.0) where {T <: Number} +function geotiff( + ::Type{LT}, + tiff_file; + left::T = -180.0, + right::T = 180.0, + bottom::T = -90.0, + top::T = 90.0, +) where {LT<:SimpleSDMLayer,T<:Number} + + # We do a bunch of checking that the required bounding box is not out of bounds + # for the range of latitudes and longitudes. @assert right > left @assert top > bottom @assert left <= 180.0 @assert right >= -180.0 @assert top <= 90.0 @assert bottom >= -90.0 + + # This next block is reading the geotiff file, but also making sure that we + # clip the file correctly to avoid reading more than we need. ArchGDAL.read(tiff_file) do dataset + + # The data we need is pretty much always going to be stored in the first + # band, so this is what we will get for now. Note that this is not + # reading the data yet, just retrieving the metadata. band = ArchGDAL.getband(dataset, 1) + + # This next bit of information is crucial, as it will allow us to assign + # a matrix of the correct size, but also to get the right latitudes and + # longitudes. width = ArchGDAL.width(dataset) height = ArchGDAL.height(dataset) + + global lon_stride, lat_stride + global left_pos, right_pos + global bottom_pos, top_pos + + lon_stride, left_pos, min_width = _find_span(width, -180.0, 180.0, left) + _, right_pos, max_width = _find_span(width, -180.0, 180.0, right) + + lat_stride, bottom_pos, min_height = _find_span(height, -90.0, 90.0, -bottom) + _, top_pos, max_height = _find_span(height, -90.0, 90.0, -top) + + # We are now ready to initialize a matrix of the correct type. pixel_type = ArchGDAL.pixeltype(band) - buffer = Matrix{pixel_type}(undef, width, height) - ArchGDAL.read!(dataset, buffer, 1) + buffer = Matrix{pixel_type}(undef, length(max_height:min_height), length(min_width:max_width)) + ArchGDAL.read!(dataset, buffer, 1, max_height:min_height, min_width:max_width) end - buffer = rotl90(convert(Matrix{Union{Nothing,eltype(buffer)}}, buffer)) - buffer[buffer .== minimum(buffer)] .= nothing + buffer = convert(Matrix{Union{Nothing,eltype(buffer)}}, rotl90(buffer)) + buffer[findall(buffer .== minimum(buffer))] .= nothing - return buffer + return LT(buffer, left_pos-0.5lon_stride, right_pos+0.5lon_stride, -bottom_pos+0.5lat_stride, -top_pos-0.5lat_stride) end diff --git a/src/lib/overloads.jl b/src/lib/overloads.jl index 37fe613e..8710d218 100644 --- a/src/lib/overloads.jl +++ b/src/lib/overloads.jl @@ -7,7 +7,7 @@ import Base: similar import Base: copy import Base: eltype import Base: convert -import Broadcast: broadcast +import Base.Broadcast: broadcast """ Base.convert(::Type{SimpleSDMResponse}, layer::T) where {T <: SimpleSDMPredictor} @@ -261,7 +261,7 @@ end TODO """ -function Broadcast.broadcast(f, L::LT) where {LT <: SimpleSDMLayer} +function Base.Broadcast.broadcast(f, L::LT) where {LT <: SimpleSDMLayer} newgrid = Array{Any}(nothing, size(L)) N = SimpleSDMResponse(newgrid, L) v = filter(!isnothing, L.grid) diff --git a/src/lib/types.jl b/src/lib/types.jl index e7542389..54c67c71 100644 --- a/src/lib/types.jl +++ b/src/lib/types.jl @@ -48,10 +48,21 @@ simplesdm_types = (:SimpleSDMResponse, :SimpleSDMPredictor) for simplesdm_type in simplesdm_types eval(quote + """ + $($simplesdm_type)(grid::Matrix{Union{Nothing,T}}) where {T} + + Returns a `$($simplesdm_type)` spanning the entire globe. + """ function $simplesdm_type(grid::Matrix{Union{Nothing,T}}) where {T} return $simplesdm_type(grid, -180.0, 180.0, -90.0, 90.0) end + """ + $($simplesdm_type)(grid::Matrix{Union{Nothing,T}}) where {T} + + Returns a `$($simplesdm_type)` spanning the entire globe by converting to the + correct type, *i.e.* with `Nothing` as an acceptable value. + """ function $simplesdm_type(grid::Matrix{T}) where {T} return $simplesdm_type(convert(Matrix{Union{Nothing,T}}, grid), -180.0, 180.0, -90.0, 90.0) end From 759131134b617f23bfb890b37463ce7d039f806a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 14:41:50 -0400 Subject: [PATCH 36/72] example with landcover data --- docs/make.jl | 3 ++- docs/src/examples/landcover.md | 44 ++++++++++++++++++++++++++++++++++ test/chelsa.jl | 8 +++++++ test/landcover.jl | 11 +-------- test/runtests.jl | 3 ++- 5 files changed, 57 insertions(+), 12 deletions(-) create mode 100644 docs/src/examples/landcover.md create mode 100644 test/chelsa.jl diff --git a/docs/make.jl b/docs/make.jl index 9d0fc870..3e848cad 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -18,7 +18,8 @@ makedocs( ], "Examples" => [ "Temperature data" => "examples/temperature.md", - "GBIF integration" => "examples/gbif.md" + "GBIF integration" => "examples/gbif.md", + "Landcover" => "examples/landcover.md" ] ] ) diff --git a/docs/src/examples/landcover.md b/docs/src/examples/landcover.md new file mode 100644 index 00000000..23e6a942 --- /dev/null +++ b/docs/src/examples/landcover.md @@ -0,0 +1,44 @@ +# Getting landcover data + +In this example, we will look at landcover data for the proportion of +urban/built area around Montréal; this dataset is very large to fit in memory, +so we will take advantage of the ability to only load the part that matters by +passing the limits of a bounding box. + +```@example urban +using SimpleSDMLayers +urban = landcover(9; left=-74.0, right=-72.0, top=47.0, bottom=44.0) +``` + +This dataset is returning data as `UInt8` (as it represents a proportion of the +pixel), but this is not something that can be plotted efficiently. So in the +next step, we will manipulate this object a little bit to have something more +workable. + +Let's start by preparing a new grid, with the same dimensions, but a friendlier type: + +```@example urban +n_urban_grid = zeros(Float32, size(urban)); +``` + +We can then fill these values using a simple rule: + +```@example urban +for (i,e) in enumerate(urban.grid) + n_urban_grid[i] = isnothing(e) ? NaN : float32(e) +end +``` + +And now we can rewrite our `urban` object as + +```@example urban +urban = SimpleSDMPredictor(n_urban_grid, urban) +``` + +Note that this uses a shortcut where the bounding box from a new +`SimpleSDMLayer` is drawn from the bounding box for a previous one. + +```@example urban +using Plots +histogram(urban) +``` diff --git a/test/chelsa.jl b/test/chelsa.jl new file mode 100644 index 00000000..e76cdb8d --- /dev/null +++ b/test/chelsa.jl @@ -0,0 +1,8 @@ +module SSLTestCHELSA +using SimpleSDMLayers +using Test + +lc1 = bioclim(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) +@test typeof(lc1) <: SimpleSDMPredictor + +end diff --git a/test/landcover.jl b/test/landcover.jl index 76d70eb7..9779dac4 100644 --- a/test/landcover.jl +++ b/test/landcover.jl @@ -2,16 +2,7 @@ module SSLTestLandCover using SimpleSDMLayers using Test -lc1and2 = landcover([1,2]) - -@test typeof(first(lc1and2)) <: SimpleSDMPredictor - -lc1 = landcover(1) +lc1 = landcover(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) @test typeof(lc1) <: SimpleSDMPredictor -@info eltype(lc1) - -lcrange = landcover(1:2) -@test eltype(lcrange) <: SimpleSDMPredictor - end diff --git a/test/runtests.jl b/test/runtests.jl index 95a6f554..c08c20d0 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -9,7 +9,8 @@ tests = [ "overloads" => "overloads.jl", "generated" => "generated.jl", "worldclim" => "worldclim.jl", - #"landcover" => "landcover.jl", + "landcover" => "landcover.jl", + "chelsa" => "chelsa.jl", "coarsen" => "coarsen.jl", "plotting" => "plots.jl", "GBIF" => "gbif.jl" From 49a6acdccee7bd86c5e92124656e19fd126524eb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 14:43:29 -0400 Subject: [PATCH 37/72] update plot test to see the chelsa results --- test/plots.jl | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/test/plots.jl b/test/plots.jl index 194a33f5..344789f3 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -42,4 +42,10 @@ xaxis!("Temperature") yaxis!("Precipitation") savefig(joinpath("gallery", "scatter-2d.png")) +chelsa1 = bioclim(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) +plot(chelsa1, c=:heat, title="Temperature", frame=:box, + xlabel = "Longitude", + ylabel= "Latitude") +savefig(joinpath("gallery", "chelsa-heatmap.png")) + end From 787046246b0e27799a8bbe2823abc697ce1a48c4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 14:51:16 -0400 Subject: [PATCH 38/72] fix plot test of chelsa data --- test/plots.jl | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/test/plots.jl b/test/plots.jl index 344789f3..92ea280e 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -43,6 +43,11 @@ yaxis!("Precipitation") savefig(joinpath("gallery", "scatter-2d.png")) chelsa1 = bioclim(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) +n_chelsa1 = zeros(Float32, size(chelsa1)); +for (i,e) in enumerate(chelsa1.grid) + n_chelsa1[i] = isnothing(e) ? NaN : float32(e) +end +chelsa1 = SimpleSDMPredictor(n_chelsa1, chelsa1) plot(chelsa1, c=:heat, title="Temperature", frame=:box, xlabel = "Longitude", ylabel= "Latitude") From 092ec1432b5eeae7e272206ba41064dca7b33735 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 14:57:22 -0400 Subject: [PATCH 39/72] doc still need fixing --- docs/src/examples/landcover.md | 2 +- test/plots.jl | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/src/examples/landcover.md b/docs/src/examples/landcover.md index 23e6a942..8e55c582 100644 --- a/docs/src/examples/landcover.md +++ b/docs/src/examples/landcover.md @@ -40,5 +40,5 @@ Note that this uses a shortcut where the bounding box from a new ```@example urban using Plots -histogram(urban) +heatmap(urban) ``` diff --git a/test/plots.jl b/test/plots.jl index 92ea280e..a4321753 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -45,7 +45,7 @@ savefig(joinpath("gallery", "scatter-2d.png")) chelsa1 = bioclim(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) n_chelsa1 = zeros(Float32, size(chelsa1)); for (i,e) in enumerate(chelsa1.grid) - n_chelsa1[i] = isnothing(e) ? NaN : float32(e) + n_chelsa1[i] = isnothing(e) ? NaN : Float32(e) end chelsa1 = SimpleSDMPredictor(n_chelsa1, chelsa1) plot(chelsa1, c=:heat, title="Temperature", frame=:box, From 44f6049c03ffd9032abf42d5a6e8fbb30736a170 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 15:01:29 -0400 Subject: [PATCH 40/72] add a landcover plot test --- test/plots.jl | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/test/plots.jl b/test/plots.jl index a4321753..3e0c4590 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -53,4 +53,15 @@ plot(chelsa1, c=:heat, title="Temperature", frame=:box, ylabel= "Latitude") savefig(joinpath("gallery", "chelsa-heatmap.png")) +lc1 = landcover(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) +n_lc1 = zeros(Float32, size(lc1)); +for (i,e) in enumerate(lc1.grid) + n_lc1[i] = isnothing(e) ? NaN : Float32(e) +end +lc1 = SimpleSDMPredictor(n_lc1, lc1) +plot(lc1, c=:terrain, title="Landcover class 1", frame=:box, + xlabel = "Longitude", + ylabel= "Latitude") +savefig(joinpath("gallery", "lc-heatmap.png")) + end From ec358c7f79bc54b2b1bd0d5576539a12e58b53e6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 15:03:30 -0400 Subject: [PATCH 41/72] remove a clim in test that leaded to data loss --- test/plots.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/plots.jl b/test/plots.jl index 3e0c4590..68c05ff7 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -17,7 +17,7 @@ contour(temperature, c=:viridis, title="Temperature", frame=:box, ylabel= "Latitude") savefig(joinpath("gallery", "contour.png")) -contour(temperature, c=:cividis, title="Temperature", frame=:box, clim=(-50,50), fill=true, +contour(temperature, c=:cividis, title="Temperature", frame=:box, fill=true, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "filled_contour.png")) From e6306deffa29d47927a3908dd166d2ea98b38e49 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 15:15:17 -0400 Subject: [PATCH 42/72] add comparison with worldclim when clipping --- test/plots.jl | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/test/plots.jl b/test/plots.jl index 68c05ff7..9683f571 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -48,7 +48,7 @@ for (i,e) in enumerate(chelsa1.grid) n_chelsa1[i] = isnothing(e) ? NaN : Float32(e) end chelsa1 = SimpleSDMPredictor(n_chelsa1, chelsa1) -plot(chelsa1, c=:heat, title="Temperature", frame=:box, +plot(chelsa1, c=:heat, title="Temperature from CHELSA", frame=:box, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "chelsa-heatmap.png")) @@ -64,4 +64,10 @@ plot(lc1, c=:terrain, title="Landcover class 1", frame=:box, ylabel= "Latitude") savefig(joinpath("gallery", "lc-heatmap.png")) +wc1 = worldclim(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) +plot(wc1, c=:heat, title="Temperature from worldclim", frame=:box, + xlabel = "Longitude", + ylabel= "Latitude") +savefig(joinpath("gallery", "worldclim-heatmap.png")) + end From 62a173c7bc5ba993989ee6d327b97c420b342f37 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 19:02:58 -0400 Subject: [PATCH 43/72] BROKEN/WIP version (gotta go parenting) --- src/SimpleSDMLayers.jl | 22 ++++++---- src/datasets/chelsa.jl | 28 ------------- src/datasets/download_layer.jl | 69 ++++++++++++++++++++++++++++++++ src/{lib => datasets}/geotiff.jl | 3 +- src/datasets/landcover.jl | 49 ----------------------- src/datasets/raster.jl | 8 ++++ src/datasets/sources.jl | 24 +++++++++++ src/datasets/worldclim.jl | 49 ----------------------- 8 files changed, 118 insertions(+), 134 deletions(-) create mode 100644 src/datasets/download_layer.jl rename src/{lib => datasets}/geotiff.jl (97%) create mode 100644 src/datasets/raster.jl create mode 100644 src/datasets/sources.jl diff --git a/src/SimpleSDMLayers.jl b/src/SimpleSDMLayers.jl index 94c36768..ba8146e3 100644 --- a/src/SimpleSDMLayers.jl +++ b/src/SimpleSDMLayers.jl @@ -16,16 +16,16 @@ include(joinpath("lib", "generated.jl")) include(joinpath("lib", "basics.jl")) export latitudes, longitudes -include(joinpath("lib", "geotiff.jl")) -export geotiff +include(joinpath("datasets", "sources.jl")) +include(joinpath("datasets", "download_layer.jl")) +export EarthEnv, WorldClim, BioClim +include(joinpath("datasets", "geotiff.jl")) include(joinpath("datasets", "worldclim.jl")) -export worldclim - include(joinpath("datasets", "chelsa.jl")) -export bioclim - include(joinpath("datasets", "landcover.jl")) +export worldclim +export bioclim export landcover include(joinpath("operations", "coarsen.jl")) @@ -34,7 +34,15 @@ export coarsen, slidingwindow include(joinpath("recipes", "recipes.jl")) -# HACK but this fixes the export of clip when GBIF or others are loaded +# This next bit is about being able to change the path for raster assets +# globally, which avoids duplication this argument across multiple functions. +_layers_assets_path = joinpath(pwd(), "assets") +function assets_path() + isdir(SimpleSDMLayers._layers_assets_path) || mkdir(SimpleSDMLayers._layers_assets_path) + return SimpleSDMLayers._layers_assets_path +end + +# Fixes the export of clip when GBIF or others are loaded clip(::T) where {T <: SimpleSDMLayer} = nothing export clip diff --git a/src/datasets/chelsa.jl b/src/datasets/chelsa.jl index bb627d44..2b39df1c 100644 --- a/src/datasets/chelsa.jl +++ b/src/datasets/chelsa.jl @@ -39,31 +39,3 @@ calls will be much faster. | 19 | Precipitation of Coldest Quarter | """ -function bioclim(layers::Vector{Int64}; path::AbstractString="assets", left=-180.0, right=180.0, bottom=-90.0, top=90.0) - @assert all(1 .≤ layers .≤ 19) - isdir(path) || mkdir(path) - codes = [lpad(code, 2, "0") for code in layers] - filenames = ["CHELSA_bio10_$(lpad(code, 2, '0')).tif" for code in codes] - url_root = "ftp://envidatrepo.wsl.ch/uploads/chelsa/chelsa_V1/bioclim/integer/" - - for f in filenames - p = joinpath(path, f) - if !(isfile(p)) - res = HTTP.request("GET", url_root * f) - open(p, "w") do f - write(f, String(res.body)) - end - end - end - paths = [joinpath(path, filename) for filename in filenames] - data_layers = geotiff.(SimpleSDMPredictor, paths; left=left, right=right, top=top, bottom=bottom) - return data_layers - -end - -""" -Return a single layer of bioclim variables from the CHELSA database. -""" -bioclim(layer::Int64; x...) = first(bioclim([layer]; x...)) - -bioclim(layers::UnitRange{Int64}; x...) = bioclim(collect(layers); x...) diff --git a/src/datasets/download_layer.jl b/src/datasets/download_layer.jl new file mode 100644 index 00000000..ddf74795 --- /dev/null +++ b/src/datasets/download_layer.jl @@ -0,0 +1,69 @@ +function download_layer(w::WorldClim, layer::Integer) + 1 ≤ layer ≤ 19 || throw(ArgumentError("The layer must be between 1 and 19")) + + path = SimpleSDMLayers.assets_path() + + res = Dict(2.5 => "2.5", 5.0 => "5", 10.0 => "10") + + output_file = joinpath(path, "wc2.1_$(res[w.resolution])m_bio_$(layer).tif") + zip_file = joinpath(path, "bioclim_2.1_$(res[w.resolution])m.zip") + + if !isfile(path) + if !isfile(zip_file) + root = "https://biogeo.ucdavis.edu/data/worldclim/v2.1/base/" + stem = "wc2.1_$(res[w.resolution])m_bio.zip" + r = HTTP.request("GET", root * stem) + open(zip_file, "w") do f + write(f, String(r.body)) + end + end + zf = ZipFile.Reader(zip_file) + file_to_read = + first(filter(f -> joinpath(path, f.name) == output_file, zf.files)) + + if !isfile(joinpath(path, file_to_read.name)) + write(joinpath(path, file_to_read.name), read(file_to_read)) + end + close(zf) + end + + return joinpath(path, file_to_read.name) +end + +function download_layer(l::EarthEnv, layer::Integer) + 1 ≤ layer ≤ 12 || throw(ArgumentError("The layer must be between 1 and 12")) + + path = SimpleSDMLayers.assets_path() + + root = "https://data.earthenv.org/consensus_landcover/" + stem = l.full ? "with_DISCover/consensus_full_class_$(layer).tif" : + "without_DISCover/Consensus_reduced_class_$(layer).tif" + filetype = l.full ? "complete" : "partial" + filename = "landcover_$(filetype)_$(layer).tif" + + if !isfile(joinpath(path, filename)) + layerrequest = HTTP.request("GET", root * stem) + open(joinpath(path, filename), "w") do layerfile + write(layerfile, String(layerrequest.body)) + end + end + + return joinpath(path, filename) +end + +function download_layer(::BioClim, layer::Integer) + 1 ≤ layer ≤ 19 || throw(ArgumentError("The layer must be between 1 and 19")) + path = SimpleSDMLayers.assets_path() + layer = lpad(layer, 2, "0") + filename = "CHELSA_bio10_$(layer).tif" + url_root = "ftp://envidatrepo.wsl.ch/uploads/chelsa/chelsa_V1/bioclim/integer/" + + filepath = joinpath(path, filename) + if !(isfile(filepath)) + res = HTTP.request("GET", url_root * filename) + open(filepath, "w") do f + write(f, String(res.body)) + end + end + return filepath +end diff --git a/src/lib/geotiff.jl b/src/datasets/geotiff.jl similarity index 97% rename from src/lib/geotiff.jl rename to src/datasets/geotiff.jl index a613e29e..94e43d3f 100644 --- a/src/lib/geotiff.jl +++ b/src/datasets/geotiff.jl @@ -19,12 +19,13 @@ The first argument is the type of the `SimpleSDMLayer` to be returned. """ function geotiff( ::Type{LT}, + ::Type{ST}, tiff_file; left::T = -180.0, right::T = 180.0, bottom::T = -90.0, top::T = 90.0, -) where {LT<:SimpleSDMLayer,T<:Number} +) where {LT<:SimpleSDMLayer,ST<:SimpleSDMSource,T<:Number} # We do a bunch of checking that the required bounding box is not out of bounds # for the range of latitudes and longitudes. diff --git a/src/datasets/landcover.jl b/src/datasets/landcover.jl index d72f6815..2df30962 100644 --- a/src/datasets/landcover.jl +++ b/src/datasets/landcover.jl @@ -1,12 +1,3 @@ -""" -Get the correct URL for a variable with or without discover, returns a pair filename => url -""" -function _landcover_variable_url(variable_index::T, full::Bool) where { T<: Integer} - if full - return "landcover_full_$(variable_index).tif" => "https://data.earthenv.org/consensus_landcover/with_DISCover/consensus_full_class_$(variable_index).tif" - end - return "landcover_reduced_$(variable_index).tif" => "https://data.earthenv.org/consensus_landcover/without_DISCover/Consensus_reduced_class_$(variable_index).tif" -end """ landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="assets") where {T <: Integer} @@ -50,43 +41,3 @@ keeping the models stored is particularly important. These data are released under a CC-BY-NC license to Tuanmu & Jetz. """ -function landcover(layers::Vector{T}; full::Bool=false, path::AbstractString="assets", left=-180.0, right=180.0, bottom=-90.0, top=90.0) where {T <: Integer} - all(1 .≤ layers .≤ 12) || throw(ArgumentError("The number of the layers must all be between 1 and 12")) - isdir(path) || mkdir(path) - - layer_information = _landcover_variable_url.(layers, full) - - data_layers = [] - - for model_pair in layer_information - if !isfile(joinpath(path, model_pair.first)) - @info "Downloading $(model_pair.first)" - layerrequest = HTTP.request("GET", model_pair.second) - open(joinpath(path, model_pair.first), "w") do layerfile - write(layerfile, String(layerrequest.body)) - end - end - push!(data_layers, geotiff(SimpleSDMPredictor, joinpath(path, model_pair.first); left=left, right=right, top=top, bottom=bottom)) - end - - return data_layers - -end - -""" - landcover(layer::T; x...) where {T <: Integer} - -This function returns a single layer from the *EarthEnv* landcover dataset. -Because the layers are quite large due to their resolution (and despite being -represented as `UInt8`), it is a good idea to rely on this function first and -foremost. Calling the method with a range or array can lead to an -`OutOfMemory()` error, notably on machines with limited specifications. -""" -landcover(layer::T; x...) where {T <: Integer} = first(landcover([layer]; x...)) - -""" - landcover(layers::UnitRange{T}; x...) where {T <: Integer} - -Return a range of layers from EarthEnv landcover. -""" -landcover(layers::UnitRange{T}; x...) where {T <: Integer} = landcover(collect(layers); x...) diff --git a/src/datasets/raster.jl b/src/datasets/raster.jl new file mode 100644 index 00000000..c0d31b72 --- /dev/null +++ b/src/datasets/raster.jl @@ -0,0 +1,8 @@ +function raster(::type{IT}, source::ST; layer::Integer=1, left=nothing, right=nothing, bottom=nothing, top=nothing) where {IT <: SimpleSDMLayer, LT <: SimpleSDMSource} + file = download_layer(x, layer) + left = isnothing(left) ? minimum(longitudes(ST)) + right = isnothing(right) ? maximum(longitudes(ST)) + bottom = isnothing(bottom) ? minimum(latitudes(ST)) + top = isnothing(top) ? maximum(latitudes(ST)) + return geotiff(IT, ST, file; left=left, right=right, bottom=bottom, top=top) +end diff --git a/src/datasets/sources.jl b/src/datasets/sources.jl new file mode 100644 index 00000000..4ea669d4 --- /dev/null +++ b/src/datasets/sources.jl @@ -0,0 +1,24 @@ +abstract type SimpleSDMSource end + +latitudes(::T) where {T <: SimpleSDMSource} = [-90.0, 90.0] +longitudes(::T) where {T <: SimpleSDMSource} = [-180.0, 180.0] + +struct WorldClim <: SimpleSDMSource + resolution::AbstractFloat + function WorldClim(resolution::AbstractFloat) + resolution ∈ [2.5, 5.0, 10.0] || throw(ArgumentError("The resolution argument ($(resolution)) must be 2.5, 5, or 10")) + return new(resolution) + end +end + +WorldClim() = WorldClim(10.0) + +struct BioClim <: SimpleSDMSource end + +struct EarthEnv <: SimpleSDMSource + full::Bool +end + +EarthEnv() = EarthEnv(false) +latitudes(::EarthEnv) = [-90.0, 90.0] +longitudes(::EarthEnv) = [-156.0, 180.0] diff --git a/src/datasets/worldclim.jl b/src/datasets/worldclim.jl index 3d0dc00e..d67bd216 100644 --- a/src/datasets/worldclim.jl +++ b/src/datasets/worldclim.jl @@ -42,52 +42,3 @@ will be much faster. Original data: https://www.worldclim.org/data/worldclim21.html """ -function worldclim(layers::Vector{T}; resolution::AbstractString="10", path::AbstractString="assets", left=-180.0, right=180.0, bottom=-90.0, top=90.0) where {T <: Integer} - all(1 .≤ layers .≤ 19) || throw(ArgumentError("The number of the layers must all be between 1 and 19")) - isdir(path) || mkdir(path) - resolution ∈ ["2.5", "5", "10"] || throw(ArgumentError("The resolution argument ($(resolution) must be 2.5, 5, or 10")) - - paths = [joinpath(path, "wc2.1_$(resolution)m_bio_$(code).tif") for code in layers] - - missing_files = !all(isfile.(paths)) - zip_file = "bioclim_2.1_$(resolution)m.zip" - missing_zip_file = !isfile(joinpath(path, zip_file)) - if missing_files - if missing_zip_file - @info "Downloading $(zip_file)" - url = "https://biogeo.ucdavis.edu/data/worldclim/v2.1/base/wc2.1_$(resolution)m_bio.zip" - r = HTTP.request("GET", url) - open(joinpath(path, zip_file), "w") do f - write(f, String(r.body)) - end - end - zf = ZipFile.Reader(joinpath(path, zip_file)) - for rf in zf.files - if joinpath(path, rf.name) in paths - if !isfile(joinpath(path, rf.name)) - @info "Reading layer $(rf.name) from archive" - write(joinpath(path, rf.name), read(rf)) - end - end - end - close(zf) - end - - data_layers = geotiff.(SimpleSDMPredictor, paths; left=left, right=right, top=top, bottom=bottom) - return data_layers - -end - -""" - worldclim(layer::T; x...) where {T <: Integer} - -Return a single layer from WorldClim 2.1. -""" -worldclim(layer::T; x...) where {T <: Integer} = first(worldclim([layer]; x...)) - -""" - worldclim(layers::UnitRange{T}; x...) where {T <: Integer} - -Return a range of layers from WorldClim 2.1. -""" -worldclim(layers::UnitRange{T}; x...) where {T <: Integer} = worldclim(collect(layers); x...) From 697af04d068aa77fa006db68b5d07465b58cce63 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 21:59:38 -0400 Subject: [PATCH 44/72] slight complication of the dataset code but it's now really flexible --- src/SimpleSDMLayers.jl | 1 + src/datasets/chelsa.jl | 6 ++++++ src/datasets/geotiff.jl | 8 ++++---- src/datasets/landcover.jl | 6 ++++++ src/datasets/raster.jl | 12 ++++++------ src/datasets/sources.jl | 8 ++++---- src/datasets/worldclim.jl | 20 +++++++++++++------- 7 files changed, 40 insertions(+), 21 deletions(-) diff --git a/src/SimpleSDMLayers.jl b/src/SimpleSDMLayers.jl index ba8146e3..de96540b 100644 --- a/src/SimpleSDMLayers.jl +++ b/src/SimpleSDMLayers.jl @@ -21,6 +21,7 @@ include(joinpath("datasets", "download_layer.jl")) export EarthEnv, WorldClim, BioClim include(joinpath("datasets", "geotiff.jl")) +include(joinpath("datasets", "raster.jl")) include(joinpath("datasets", "worldclim.jl")) include(joinpath("datasets", "chelsa.jl")) include(joinpath("datasets", "landcover.jl")) diff --git a/src/datasets/chelsa.jl b/src/datasets/chelsa.jl index 2b39df1c..1b67a991 100644 --- a/src/datasets/chelsa.jl +++ b/src/datasets/chelsa.jl @@ -39,3 +39,9 @@ calls will be much faster. | 19 | Precipitation of Coldest Quarter | """ +function bioclim(layer::Integer; left=nothing, right=nothing, bottom=nothing, top=nothing) + return raster(SimpleSDMPredictor, BioClim(), layer=layer, left=left, right=right, bottom=bottom, top=top) +end + +bioclim(layers::Vector{T}; args...) where {T <: Integer} = [bioclim(l; args...) for l in layers] +bioclim(layers::UnitRange{T}; args...) where {T <: Integer} = [bioclim(l; args...) for l in layers] diff --git a/src/datasets/geotiff.jl b/src/datasets/geotiff.jl index 94e43d3f..ed8aa245 100644 --- a/src/datasets/geotiff.jl +++ b/src/datasets/geotiff.jl @@ -55,11 +55,11 @@ function geotiff( global left_pos, right_pos global bottom_pos, top_pos - lon_stride, left_pos, min_width = _find_span(width, -180.0, 180.0, left) - _, right_pos, max_width = _find_span(width, -180.0, 180.0, right) + lon_stride, left_pos, min_width = _find_span(width, minimum(longitudes(ST)), maximum(longitudes(ST)), left) + _, right_pos, max_width = _find_span(width, minimum(longitudes(ST)), maximum(longitudes(ST)), right) - lat_stride, bottom_pos, min_height = _find_span(height, -90.0, 90.0, -bottom) - _, top_pos, max_height = _find_span(height, -90.0, 90.0, -top) + lat_stride, bottom_pos, min_height = _find_span(height, minimum(latitudes(ST)), maximum(latitudes(ST)), -bottom) + _, top_pos, max_height = _find_span(height, minimum(latitudes(ST)), maximum(latitudes(ST)), -top) # We are now ready to initialize a matrix of the correct type. pixel_type = ArchGDAL.pixeltype(band) diff --git a/src/datasets/landcover.jl b/src/datasets/landcover.jl index 2df30962..c0787ddd 100644 --- a/src/datasets/landcover.jl +++ b/src/datasets/landcover.jl @@ -41,3 +41,9 @@ keeping the models stored is particularly important. These data are released under a CC-BY-NC license to Tuanmu & Jetz. """ +function landcover(layer::Integer; full::Bool=false, left=nothing, right=nothing, bottom=nothing, top=nothing) + return raster(SimpleSDMPredictor, EarthEnv(full), layer=layer, left=left, right=right, bottom=bottom, top=top) +end + +landcover(layers::Vector{T}; args...) where {T <: Integer} = [landcover(l; args...) for l in layers] +landcover(layers::UnitRange{T}; args...) where {T <: Integer} = [landcover(l; args...) for l in layers] diff --git a/src/datasets/raster.jl b/src/datasets/raster.jl index c0d31b72..d9b44244 100644 --- a/src/datasets/raster.jl +++ b/src/datasets/raster.jl @@ -1,8 +1,8 @@ -function raster(::type{IT}, source::ST; layer::Integer=1, left=nothing, right=nothing, bottom=nothing, top=nothing) where {IT <: SimpleSDMLayer, LT <: SimpleSDMSource} - file = download_layer(x, layer) - left = isnothing(left) ? minimum(longitudes(ST)) - right = isnothing(right) ? maximum(longitudes(ST)) - bottom = isnothing(bottom) ? minimum(latitudes(ST)) - top = isnothing(top) ? maximum(latitudes(ST)) +function raster(::Type{IT}, source::ST; layer::Integer=1, left=nothing, right=nothing, bottom=nothing, top=nothing) where {IT <: SimpleSDMLayer, ST <: SimpleSDMSource} + file = download_layer(source, layer) + left = isnothing(left) ? minimum(longitudes(ST)) : left + right = isnothing(right) ? maximum(longitudes(ST)) : right + bottom = isnothing(bottom) ? minimum(latitudes(ST)) : bottom + top = isnothing(top) ? maximum(latitudes(ST)) : top return geotiff(IT, ST, file; left=left, right=right, bottom=bottom, top=top) end diff --git a/src/datasets/sources.jl b/src/datasets/sources.jl index 4ea669d4..276d47a5 100644 --- a/src/datasets/sources.jl +++ b/src/datasets/sources.jl @@ -1,7 +1,7 @@ abstract type SimpleSDMSource end -latitudes(::T) where {T <: SimpleSDMSource} = [-90.0, 90.0] -longitudes(::T) where {T <: SimpleSDMSource} = [-180.0, 180.0] +latitudes(::Type{T}) where {T <: SimpleSDMSource} = [-90.0, 90.0] +longitudes(::Type{T}) where {T <: SimpleSDMSource} = [-180.0, 180.0] struct WorldClim <: SimpleSDMSource resolution::AbstractFloat @@ -20,5 +20,5 @@ struct EarthEnv <: SimpleSDMSource end EarthEnv() = EarthEnv(false) -latitudes(::EarthEnv) = [-90.0, 90.0] -longitudes(::EarthEnv) = [-156.0, 180.0] +latitudes(::Type{EarthEnv}) = [-90.0, 90.0] +longitudes(::Type{EarthEnv}) = [-156.0, 180.0] diff --git a/src/datasets/worldclim.jl b/src/datasets/worldclim.jl index d67bd216..acddcddc 100644 --- a/src/datasets/worldclim.jl +++ b/src/datasets/worldclim.jl @@ -1,13 +1,13 @@ """ - worldclim(layers::Vector{T}; resolution::AbstractString="10", path::AbstractString="assets") where {T <: Integer} + worldclim(layer::Integer; resolution::Float64=10.0, left=nothing, right=nothing, bottom=nothing, top=nothing) -Download and prepare WorldClim 2.1 bioclimatic variables, and returns them as an -array of `SimpleSDMPredictor`s. Layers are called by their number, from 1 to 19. -The list of available layers is given in a table below. +Download and prepare a WorldClim 2.1 bioclimatic variable, and returns it as an +`SimpleSDMPredictor`. Layers are called by their number, from 1 to 19. The list +of available layers is given in a table below. -The two keywords are `resolution`, which must be a string, and either `2.5`, -`5`, or `10`; and `path`, which refers to the path where the function will look -for the zip and geotiff files. +The keywords are `resolution`, which must be a floating point value, and either +`2.5`, `5.0`, or `10.0`, as well as optionally `left`, `right`, `bottom`, and +`top`, which will allow to only load parts of the data. Internally, this function will download the main zip file for the required resolution from the WordlClim website, extract it, and parse the required @@ -42,3 +42,9 @@ will be much faster. Original data: https://www.worldclim.org/data/worldclim21.html """ +function worldclim(layer::Integer; resolution::Float64=10.0, left=nothing, right=nothing, bottom=nothing, top=nothing) + return raster(SimpleSDMPredictor, WorldClim(resolution), layer=layer, left=left, right=right, bottom=bottom, top=top) +end + +worldclim(layers::Vector{T}; args...) where {T <: Integer} = [worldclim(l; args...) for l in layers] +worldclim(layers::UnitRange{T}; args...) where {T <: Integer} = [worldclim(l; args...) for l in layers] From ad72e250e514ccbe7ddd7cd1151b6487bce501d4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 22:07:15 -0400 Subject: [PATCH 45/72] update with the correct range for bioclim and earthenv (#24) --- src/datasets/sources.jl | 2 ++ test/plots.jl | 8 ++++---- 2 files changed, 6 insertions(+), 4 deletions(-) diff --git a/src/datasets/sources.jl b/src/datasets/sources.jl index 276d47a5..39e8001e 100644 --- a/src/datasets/sources.jl +++ b/src/datasets/sources.jl @@ -14,6 +14,8 @@ end WorldClim() = WorldClim(10.0) struct BioClim <: SimpleSDMSource end +longitudes(::Type{BioClim}) = [-180.0001388888, 179.9998611111] +latitudes(::Type{BioClim}) = [-90.0001388888, 83.9998611111] struct EarthEnv <: SimpleSDMSource full::Bool diff --git a/test/plots.jl b/test/plots.jl index 9683f571..018bb917 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -42,7 +42,7 @@ xaxis!("Temperature") yaxis!("Precipitation") savefig(joinpath("gallery", "scatter-2d.png")) -chelsa1 = bioclim(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) +chelsa1 = bioclim(1; left=-6.0, right=7.0, bottom=30.0, top=48.0) n_chelsa1 = zeros(Float32, size(chelsa1)); for (i,e) in enumerate(chelsa1.grid) n_chelsa1[i] = isnothing(e) ? NaN : Float32(e) @@ -53,18 +53,18 @@ plot(chelsa1, c=:heat, title="Temperature from CHELSA", frame=:box, ylabel= "Latitude") savefig(joinpath("gallery", "chelsa-heatmap.png")) -lc1 = landcover(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) +lc1 = landcover(9; left=-6.0, right=7.0, bottom=30.0, top=48.0) n_lc1 = zeros(Float32, size(lc1)); for (i,e) in enumerate(lc1.grid) n_lc1[i] = isnothing(e) ? NaN : Float32(e) end lc1 = SimpleSDMPredictor(n_lc1, lc1) -plot(lc1, c=:terrain, title="Landcover class 1", frame=:box, +plot(lc1, c=:terrain, title="Landcover class 9", frame=:box, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "lc-heatmap.png")) -wc1 = worldclim(1; left=-5.0, right=7.0, bottom=30.0, top=45.0) +wc1 = worldclim(1; left=-6.0, right=7.0, bottom=30.0, top=48.0) plot(wc1, c=:heat, title="Temperature from worldclim", frame=:box, xlabel = "Longitude", ylabel= "Latitude") From 387dd93d8c8ef4ce2febdfbc3e0709a28e424e0f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 22:09:54 -0400 Subject: [PATCH 46/72] fix the bounds for earthenv --- src/datasets/sources.jl | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/datasets/sources.jl b/src/datasets/sources.jl index 39e8001e..9744adac 100644 --- a/src/datasets/sources.jl +++ b/src/datasets/sources.jl @@ -22,5 +22,5 @@ struct EarthEnv <: SimpleSDMSource end EarthEnv() = EarthEnv(false) -latitudes(::Type{EarthEnv}) = [-90.0, 90.0] -longitudes(::Type{EarthEnv}) = [-156.0, 180.0] +latitudes(::Type{EarthEnv}) = [-56.0, 90.0] +longitudes(::Type{EarthEnv}) = [-180.0, 180.0] From 4f4902d245b8dd8206661d5d279e3f9fc435c10d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 22:14:03 -0400 Subject: [PATCH 47/72] fix plot testing --- test/plots.jl | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/test/plots.jl b/test/plots.jl index 018bb917..107de1b0 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -42,7 +42,7 @@ xaxis!("Temperature") yaxis!("Precipitation") savefig(joinpath("gallery", "scatter-2d.png")) -chelsa1 = bioclim(1; left=-6.0, right=7.0, bottom=30.0, top=48.0) +chelsa1 = bioclim(1; left=-8.0, right=8.0, bottom=35.0, top=52.0) n_chelsa1 = zeros(Float32, size(chelsa1)); for (i,e) in enumerate(chelsa1.grid) n_chelsa1[i] = isnothing(e) ? NaN : Float32(e) @@ -53,18 +53,18 @@ plot(chelsa1, c=:heat, title="Temperature from CHELSA", frame=:box, ylabel= "Latitude") savefig(joinpath("gallery", "chelsa-heatmap.png")) -lc1 = landcover(9; left=-6.0, right=7.0, bottom=30.0, top=48.0) +lc1 = landcover(6; left=-8.0, right=8.0, bottom=35.0, top=52.0) n_lc1 = zeros(Float32, size(lc1)); for (i,e) in enumerate(lc1.grid) n_lc1[i] = isnothing(e) ? NaN : Float32(e) end lc1 = SimpleSDMPredictor(n_lc1, lc1) -plot(lc1, c=:terrain, title="Landcover class 9", frame=:box, +plot(lc1, c=:terrain, title="Landcover class 6", frame=:box, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "lc-heatmap.png")) -wc1 = worldclim(1; left=-6.0, right=7.0, bottom=30.0, top=48.0) +wc1 = worldclim(1; left=-8.0, right=8.0, bottom=35.0, top=52.0) plot(wc1, c=:heat, title="Temperature from worldclim", frame=:box, xlabel = "Longitude", ylabel= "Latitude") From 15493bc98cfad031e74b3f75b505437e1858da79 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Sun, 12 Jul 2020 22:38:28 -0400 Subject: [PATCH 48/72] update latitudes and longitudes limits for types --- src/datasets/geotiff.jl | 4 ---- src/datasets/sources.jl | 12 ++++++------ test/plots.jl | 7 ++++--- 3 files changed, 10 insertions(+), 13 deletions(-) diff --git a/src/datasets/geotiff.jl b/src/datasets/geotiff.jl index ed8aa245..87191f98 100644 --- a/src/datasets/geotiff.jl +++ b/src/datasets/geotiff.jl @@ -31,10 +31,6 @@ function geotiff( # for the range of latitudes and longitudes. @assert right > left @assert top > bottom - @assert left <= 180.0 - @assert right >= -180.0 - @assert top <= 90.0 - @assert bottom >= -90.0 # This next block is reading the geotiff file, but also making sure that we # clip the file correctly to avoid reading more than we need. diff --git a/src/datasets/sources.jl b/src/datasets/sources.jl index 9744adac..54ef31f4 100644 --- a/src/datasets/sources.jl +++ b/src/datasets/sources.jl @@ -1,7 +1,7 @@ abstract type SimpleSDMSource end -latitudes(::Type{T}) where {T <: SimpleSDMSource} = [-90.0, 90.0] -longitudes(::Type{T}) where {T <: SimpleSDMSource} = [-180.0, 180.0] +latitudes(::Type{T}) where {T <: SimpleSDMSource} = (-90.0, 90.0) +longitudes(::Type{T}) where {T <: SimpleSDMSource} = (-180.0, 180.0) struct WorldClim <: SimpleSDMSource resolution::AbstractFloat @@ -14,13 +14,13 @@ end WorldClim() = WorldClim(10.0) struct BioClim <: SimpleSDMSource end -longitudes(::Type{BioClim}) = [-180.0001388888, 179.9998611111] -latitudes(::Type{BioClim}) = [-90.0001388888, 83.9998611111] +longitudes(::Type{BioClim}) = (-180.0001388888, 179.9998611111) +latitudes(::Type{BioClim}) = (-90.0001388888, 83.9998611111) struct EarthEnv <: SimpleSDMSource full::Bool end EarthEnv() = EarthEnv(false) -latitudes(::Type{EarthEnv}) = [-56.0, 90.0] -longitudes(::Type{EarthEnv}) = [-180.0, 180.0] +latitudes(::Type{EarthEnv}) = (-56.0, 90.0) +longitudes(::Type{EarthEnv}) = (-180.0, 180.0) diff --git a/test/plots.jl b/test/plots.jl index 107de1b0..a412bad6 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -17,7 +17,8 @@ contour(temperature, c=:viridis, title="Temperature", frame=:box, ylabel= "Latitude") savefig(joinpath("gallery", "contour.png")) -contour(temperature, c=:cividis, title="Temperature", frame=:box, fill=true, +contour(temperature, c=:cividis, title="Temperature", frame=:box, + fill=true, lw=0.0, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "filled_contour.png")) @@ -53,13 +54,13 @@ plot(chelsa1, c=:heat, title="Temperature from CHELSA", frame=:box, ylabel= "Latitude") savefig(joinpath("gallery", "chelsa-heatmap.png")) -lc1 = landcover(6; left=-8.0, right=8.0, bottom=35.0, top=52.0) +lc1 = landcover(1; left=-8.0, right=8.0, bottom=35.0, top=52.0) n_lc1 = zeros(Float32, size(lc1)); for (i,e) in enumerate(lc1.grid) n_lc1[i] = isnothing(e) ? NaN : Float32(e) end lc1 = SimpleSDMPredictor(n_lc1, lc1) -plot(lc1, c=:terrain, title="Landcover class 6", frame=:box, +plot(lc1, c=:terrain, title="Landcover class 1", frame=:box, xlabel = "Longitude", ylabel= "Latitude") savefig(joinpath("gallery", "lc-heatmap.png")) From 3c06c6e49d0ae6a7f7a11acb7e7678cd2c285eff Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Mon, 13 Jul 2020 12:22:53 -0400 Subject: [PATCH 49/72] Closes #24 --- src/datasets/geotiff.jl | 13 +++++---- test/plots.jl | 62 ++++++++++++++++++++++------------------- 2 files changed, 42 insertions(+), 33 deletions(-) diff --git a/src/datasets/geotiff.jl b/src/datasets/geotiff.jl index 87191f98..7b1e7574 100644 --- a/src/datasets/geotiff.jl +++ b/src/datasets/geotiff.jl @@ -54,18 +54,21 @@ function geotiff( lon_stride, left_pos, min_width = _find_span(width, minimum(longitudes(ST)), maximum(longitudes(ST)), left) _, right_pos, max_width = _find_span(width, minimum(longitudes(ST)), maximum(longitudes(ST)), right) - lat_stride, bottom_pos, min_height = _find_span(height, minimum(latitudes(ST)), maximum(latitudes(ST)), -bottom) - _, top_pos, max_height = _find_span(height, minimum(latitudes(ST)), maximum(latitudes(ST)), -top) + + lat_stride, top_pos, max_height = _find_span(height, minimum(latitudes(ST)), maximum(latitudes(ST)), top) + _, bottom_pos, min_height = _find_span(height, minimum(latitudes(ST)), maximum(latitudes(ST)), bottom) + + max_height, min_height = height .- (min_height, max_height) .+ 1 # We are now ready to initialize a matrix of the correct type. pixel_type = ArchGDAL.pixeltype(band) - buffer = Matrix{pixel_type}(undef, length(max_height:min_height), length(min_width:max_width)) - ArchGDAL.read!(dataset, buffer, 1, max_height:min_height, min_width:max_width) + buffer = Matrix{pixel_type}(undef, length(min_height:max_height), length(min_width:max_width)) + ArchGDAL.read!(dataset, buffer, 1, min_height:max_height, min_width:max_width) end buffer = convert(Matrix{Union{Nothing,eltype(buffer)}}, rotl90(buffer)) buffer[findall(buffer .== minimum(buffer))] .= nothing - return LT(buffer, left_pos-0.5lon_stride, right_pos+0.5lon_stride, -bottom_pos+0.5lat_stride, -top_pos-0.5lat_stride) + return LT(buffer, left_pos-0.5lon_stride, right_pos+0.5lon_stride, bottom_pos+0.5lat_stride, top_pos-0.5lat_stride) end diff --git a/test/plots.jl b/test/plots.jl index a412bad6..f4092293 100644 --- a/test/plots.jl +++ b/test/plots.jl @@ -7,6 +7,40 @@ temperature, precipitation = worldclim([1,12]) ispath("gallery") || mkpath("gallery") +chelsa1 = bioclim(1; left=-11.0, right=31.1, bottom=29.0, top=71.1) +n_chelsa1 = zeros(Float32, size(chelsa1)); +for (i,e) in enumerate(chelsa1.grid) + n_chelsa1[i] = isnothing(e) ? NaN : Float32(e) +end +chelsa1 = SimpleSDMPredictor(n_chelsa1, chelsa1) +plot(chelsa1, c=:heat, title="Temperature from CHELSA", frame=:box, + xlabel = "Longitude", + ylabel= "Latitude") +savefig(joinpath("gallery", "range-comparison-chelsa.png")) + +wc1 = worldclim(1; left=-11.0, right=31.1, bottom=29.0, top=71.1) +plot(wc1, c=:heat, title="Temperature from worldclim @ 10", frame=:box, + xlabel = "Longitude", + ylabel= "Latitude") +savefig(joinpath("gallery", "range-comparison-worldclim-10.png")) + +wc1 = worldclim(1; resolution=5.0, left=-11.0, right=31.1, bottom=29.0, top=71.1) +plot(wc1, c=:heat, title="Temperature from worldclim @ 5", frame=:box, + xlabel = "Longitude", + ylabel= "Latitude") +savefig(joinpath("gallery", "range-comparison-worldclim-5.png")) + +lc1 = landcover(1; left=-11.0, right=31.1, bottom=29.0, top=71.1) +n_lc1 = zeros(Float32, size(lc1)); +for (i,e) in enumerate(lc1.grid) + n_lc1[i] = isnothing(e) ? NaN : Float32(e) +end +lc1 = SimpleSDMPredictor(n_lc1, lc1) +plot(lc1, c=:terrain, title="Landcover class 1", frame=:box, + xlabel = "Longitude", + ylabel= "Latitude") +savefig(joinpath("gallery", "range-comparison-landcover.png")) + plot(temperature, c=:magma, title="Temperature", frame=:box, xlabel = "Longitude", ylabel= "Latitude") @@ -43,32 +77,4 @@ xaxis!("Temperature") yaxis!("Precipitation") savefig(joinpath("gallery", "scatter-2d.png")) -chelsa1 = bioclim(1; left=-8.0, right=8.0, bottom=35.0, top=52.0) -n_chelsa1 = zeros(Float32, size(chelsa1)); -for (i,e) in enumerate(chelsa1.grid) - n_chelsa1[i] = isnothing(e) ? NaN : Float32(e) -end -chelsa1 = SimpleSDMPredictor(n_chelsa1, chelsa1) -plot(chelsa1, c=:heat, title="Temperature from CHELSA", frame=:box, - xlabel = "Longitude", - ylabel= "Latitude") -savefig(joinpath("gallery", "chelsa-heatmap.png")) - -lc1 = landcover(1; left=-8.0, right=8.0, bottom=35.0, top=52.0) -n_lc1 = zeros(Float32, size(lc1)); -for (i,e) in enumerate(lc1.grid) - n_lc1[i] = isnothing(e) ? NaN : Float32(e) -end -lc1 = SimpleSDMPredictor(n_lc1, lc1) -plot(lc1, c=:terrain, title="Landcover class 1", frame=:box, - xlabel = "Longitude", - ylabel= "Latitude") -savefig(joinpath("gallery", "lc-heatmap.png")) - -wc1 = worldclim(1; left=-8.0, right=8.0, bottom=35.0, top=52.0) -plot(wc1, c=:heat, title="Temperature from worldclim", frame=:box, - xlabel = "Longitude", - ylabel= "Latitude") -savefig(joinpath("gallery", "worldclim-heatmap.png")) - end From 23fa45de3c4d145229c896f88bf41b57d004e060 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Mon, 13 Jul 2020 13:04:02 -0400 Subject: [PATCH 50/72] documentation update --- docs/make.jl | 1 + docs/src/examples/landcover.md | 16 ++++++---------- docs/src/examples/slidingwindow.md | 17 +++++++++++++++++ 3 files changed, 24 insertions(+), 10 deletions(-) create mode 100644 docs/src/examples/slidingwindow.md diff --git a/docs/make.jl b/docs/make.jl index 3e848cad..89d17a94 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -19,6 +19,7 @@ makedocs( "Examples" => [ "Temperature data" => "examples/temperature.md", "GBIF integration" => "examples/gbif.md", + "Sliding window analysis" => "examples/slidingwindow.md", "Landcover" => "examples/landcover.md" ] ] diff --git a/docs/src/examples/landcover.md b/docs/src/examples/landcover.md index 8e55c582..ef524c30 100644 --- a/docs/src/examples/landcover.md +++ b/docs/src/examples/landcover.md @@ -1,13 +1,13 @@ # Getting landcover data In this example, we will look at landcover data for the proportion of -urban/built area around Montréal; this dataset is very large to fit in memory, -so we will take advantage of the ability to only load the part that matters by -passing the limits of a bounding box. +urban/built area in Europe; this dataset is very large to fit in memory, so we +will take advantage of the ability to only load the part that matters by passing +the limits of a bounding box. ```@example urban using SimpleSDMLayers -urban = landcover(9; left=-74.0, right=-72.0, top=47.0, bottom=44.0) +urban = landcover(9; left=-11.0, right=31.1, bottom=29.0, top=71.1) ``` This dataset is returning data as `UInt8` (as it represents a proportion of the @@ -15,15 +15,11 @@ pixel), but this is not something that can be plotted efficiently. So in the next step, we will manipulate this object a little bit to have something more workable. -Let's start by preparing a new grid, with the same dimensions, but a friendlier type: +Let's start by preparing a new grid, with the same dimensions, but a friendlier +type, and then we can then fill these values using a simple rule: ```@example urban n_urban_grid = zeros(Float32, size(urban)); -``` - -We can then fill these values using a simple rule: - -```@example urban for (i,e) in enumerate(urban.grid) n_urban_grid[i] = isnothing(e) ? NaN : float32(e) end diff --git a/docs/src/examples/slidingwindow.md b/docs/src/examples/slidingwindow.md new file mode 100644 index 00000000..5e57eb54 --- /dev/null +++ b/docs/src/examples/slidingwindow.md @@ -0,0 +1,17 @@ +# Sliding window analysis + +```@example slide +using SimpleSDMLayers +using Plots +using Statistics + +isothermality = worldclim(3; left=-80.0, right=-56.0, bottom=44.0, top=62.0) +``` + +```@example slide +averaged = slidingwindow(isothermality, Statistics.mean, 100.0) +``` + +```@example slide +contour(averaged, fill=true, lw=0.0, c=:alpine) +``` From 8418cc4fe2e1f062143673d9f9a09f582e7c4dd4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Mon, 13 Jul 2020 13:25:15 -0400 Subject: [PATCH 51/72] example fix --- docs/src/examples/landcover.md | 2 +- docs/src/examples/slidingwindow.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/src/examples/landcover.md b/docs/src/examples/landcover.md index ef524c30..591d4984 100644 --- a/docs/src/examples/landcover.md +++ b/docs/src/examples/landcover.md @@ -7,7 +7,7 @@ the limits of a bounding box. ```@example urban using SimpleSDMLayers -urban = landcover(9; left=-11.0, right=31.1, bottom=29.0, top=71.1) +urban = landcover(1; left=-11.0, right=31.1, bottom=29.0, top=71.1) ``` This dataset is returning data as `UInt8` (as it represents a proportion of the diff --git a/docs/src/examples/slidingwindow.md b/docs/src/examples/slidingwindow.md index 5e57eb54..82340136 100644 --- a/docs/src/examples/slidingwindow.md +++ b/docs/src/examples/slidingwindow.md @@ -13,5 +13,5 @@ averaged = slidingwindow(isothermality, Statistics.mean, 100.0) ``` ```@example slide -contour(averaged, fill=true, lw=0.0, c=:alpine) +plot(averaged, fill=true, lw=0.0, c=:alpine) ``` From 619f06261b5f5d4c74ef293bb5bc7a8ad50c56f8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Mon, 13 Jul 2020 13:43:13 -0400 Subject: [PATCH 52/72] update doc examples --- docs/src/examples/landcover.md | 2 +- docs/src/examples/slidingwindow.md | 3 ++- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/src/examples/landcover.md b/docs/src/examples/landcover.md index 591d4984..e3cb18e7 100644 --- a/docs/src/examples/landcover.md +++ b/docs/src/examples/landcover.md @@ -21,7 +21,7 @@ type, and then we can then fill these values using a simple rule: ```@example urban n_urban_grid = zeros(Float32, size(urban)); for (i,e) in enumerate(urban.grid) - n_urban_grid[i] = isnothing(e) ? NaN : float32(e) + n_urban_grid[i] = isnothing(e) ? NaN : Float32(e) end ``` diff --git a/docs/src/examples/slidingwindow.md b/docs/src/examples/slidingwindow.md index 82340136..8208baf0 100644 --- a/docs/src/examples/slidingwindow.md +++ b/docs/src/examples/slidingwindow.md @@ -13,5 +13,6 @@ averaged = slidingwindow(isothermality, Statistics.mean, 100.0) ``` ```@example slide -plot(averaged, fill=true, lw=0.0, c=:alpine) +plot(isothermality, c=:alpine) +contour!(average, c=:white, lw=2.0) ``` From 13cbf0fd3c2d8e8a98865dbd7538aaaed4f23869 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Mon, 13 Jul 2020 14:03:40 -0400 Subject: [PATCH 53/72] more tests --- test/construction.jl | 8 ++++++++ test/generated.jl | 3 +++ 2 files changed, 11 insertions(+) diff --git a/test/construction.jl b/test/construction.jl index bc1e4c1a..7b57b982 100644 --- a/test/construction.jl +++ b/test/construction.jl @@ -27,4 +27,12 @@ R = SimpleSDMPredictor(M) @test R.top == 90. @test R.bottom == -90. +# Construction for a matrix of nothing and values +M = Matrix{Union{Nothing,Float64}}(nothing, (3,5)) +R = SimpleSDMResponse(M) +@test R.left == -180. +@test R.right == 180. +@test R.top == 90. +@test R.bottom == -90. + end diff --git a/test/generated.jl b/test/generated.jl index 53c9f7d3..32db2688 100644 --- a/test/generated.jl +++ b/test/generated.jl @@ -14,4 +14,7 @@ using Statistics @test std(S) ≈ std(M) @test median(S) ≈ median(M) +M = ones(Float64, (5, 10)) +@test typeof(sqrt(M)) <: SimpleSDMLayer + end From ec96ee2f98c465395cab9a206ec2a1e6a499bfab Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Mon, 13 Jul 2020 14:06:52 -0400 Subject: [PATCH 54/72] update examples --- docs/src/examples/landcover.md | 2 +- docs/src/examples/slidingwindow.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/src/examples/landcover.md b/docs/src/examples/landcover.md index e3cb18e7..33fb1e59 100644 --- a/docs/src/examples/landcover.md +++ b/docs/src/examples/landcover.md @@ -7,7 +7,7 @@ the limits of a bounding box. ```@example urban using SimpleSDMLayers -urban = landcover(1; left=-11.0, right=31.1, bottom=29.0, top=71.1) +urban = landcover(9; left=-11.0, right=31.1, bottom=29.0, top=71.1) ``` This dataset is returning data as `UInt8` (as it represents a proportion of the diff --git a/docs/src/examples/slidingwindow.md b/docs/src/examples/slidingwindow.md index 8208baf0..3d54ae0e 100644 --- a/docs/src/examples/slidingwindow.md +++ b/docs/src/examples/slidingwindow.md @@ -14,5 +14,5 @@ averaged = slidingwindow(isothermality, Statistics.mean, 100.0) ```@example slide plot(isothermality, c=:alpine) -contour!(average, c=:white, lw=2.0) +contour!(averaged, c=:white, lw=2.0) ``` From 9adf83e6afee4ad447693d8be7cf9ac5e76049ce Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Mon, 13 Jul 2020 15:34:24 -0400 Subject: [PATCH 55/72] update doc for new operations --- docs/src/examples/landcover.md | 2 +- docs/src/examples/slidingwindow.md | 6 +++--- src/operations/sliding.jl | 1 + 3 files changed, 5 insertions(+), 4 deletions(-) diff --git a/docs/src/examples/landcover.md b/docs/src/examples/landcover.md index 33fb1e59..2ea67b35 100644 --- a/docs/src/examples/landcover.md +++ b/docs/src/examples/landcover.md @@ -36,5 +36,5 @@ Note that this uses a shortcut where the bounding box from a new ```@example urban using Plots -heatmap(urban) +heatmap(urban, c=:terrain) ``` diff --git a/docs/src/examples/slidingwindow.md b/docs/src/examples/slidingwindow.md index 3d54ae0e..af05a501 100644 --- a/docs/src/examples/slidingwindow.md +++ b/docs/src/examples/slidingwindow.md @@ -5,14 +5,14 @@ using SimpleSDMLayers using Plots using Statistics -isothermality = worldclim(3; left=-80.0, right=-56.0, bottom=44.0, top=62.0) +precipitation = worldclim(12; left=-80.0, right=-56.0, bottom=44.0, top=62.0) ``` ```@example slide -averaged = slidingwindow(isothermality, Statistics.mean, 100.0) +averaged = slidingwindow(precipitation, Statistics.mean, 100.0) ``` ```@example slide -plot(isothermality, c=:alpine) +plot(precipitation, c=:alpine) contour!(averaged, c=:white, lw=2.0) ``` diff --git a/src/operations/sliding.jl b/src/operations/sliding.jl index 109be2cf..45b9c624 100644 --- a/src/operations/sliding.jl +++ b/src/operations/sliding.jl @@ -49,6 +49,7 @@ function slidingwindow(L::LT, f::FT, d::IT) where {LT <: SimpleSDMLayer, FT <: F internal_types = unique(typeof.(N.grid)) N.grid = convert(Matrix{Union{internal_types...}}, N.grid) + N = typeof(L) <: SimpleSDMPredictor ? convert(SimpleSDMPredictor, N) : N return N end From 658814fd3a6b1e59886d067e4ac6119c4f71a770 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Mon, 13 Jul 2020 15:53:10 -0400 Subject: [PATCH 56/72] update test --- test/generated.jl | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/test/generated.jl b/test/generated.jl index 32db2688..b0b6aa69 100644 --- a/test/generated.jl +++ b/test/generated.jl @@ -15,6 +15,7 @@ using Statistics @test median(S) ≈ median(M) M = ones(Float64, (5, 10)) -@test typeof(sqrt(M)) <: SimpleSDMLayer +S = SimpleSDMPredictor(M, 0.0, 1.0, 0.0, 1.0) +@test typeof(sqrt(S)) <: SimpleSDMLayer end From 319c6c0ff425b950bce3bd79455b44f691d32ba7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Mon, 13 Jul 2020 16:00:52 -0400 Subject: [PATCH 57/72] update the examples --- docs/src/examples/landcover.md | 21 ++++++++++++--------- docs/src/examples/slidingwindow.md | 12 ++++++++++++ 2 files changed, 24 insertions(+), 9 deletions(-) diff --git a/docs/src/examples/landcover.md b/docs/src/examples/landcover.md index 2ea67b35..5e15fd99 100644 --- a/docs/src/examples/landcover.md +++ b/docs/src/examples/landcover.md @@ -1,9 +1,10 @@ # Getting landcover data -In this example, we will look at landcover data for the proportion of -urban/built area in Europe; this dataset is very large to fit in memory, so we -will take advantage of the ability to only load the part that matters by passing -the limits of a bounding box. +In this example, we will look at landcover data, specifically the proportion of +urban/built area in Europe; the entire dataset is very large to fit in memory, +as it has a resolution of about 1 kilometre squared. Therefore, we will take +advantage of the ability to only load the part that matters by passing the +limits of a bounding box. ```@example urban using SimpleSDMLayers @@ -11,12 +12,13 @@ urban = landcover(9; left=-11.0, right=31.1, bottom=29.0, top=71.1) ``` This dataset is returning data as `UInt8` (as it represents a proportion of the -pixel), but this is not something that can be plotted efficiently. So in the +pixel occupied by the type), but this is not something that can be plotted efficiently. So in the next step, we will manipulate this object a little bit to have something more workable. Let's start by preparing a new grid, with the same dimensions, but a friendlier -type, and then we can then fill these values using a simple rule: +type, and then we can then fill these values using a simple rule of using either +`NaN` or the converted value: ```@example urban n_urban_grid = zeros(Float32, size(urban)); @@ -25,14 +27,15 @@ for (i,e) in enumerate(urban.grid) end ``` -And now we can rewrite our `urban` object as +We can now overwrite our `urban` object as a layer: ```@example urban urban = SimpleSDMPredictor(n_urban_grid, urban) ``` -Note that this uses a shortcut where the bounding box from a new -`SimpleSDMLayer` is drawn from the bounding box for a previous one. +Note that the previous instruction uses a shortcut where the bounding box from a +new `SimpleSDMLayer` is drawn from the bounding box for an existing layer. With +this done, we can show the results: ```@example urban using Plots diff --git a/docs/src/examples/slidingwindow.md b/docs/src/examples/slidingwindow.md index af05a501..53ac5b2a 100644 --- a/docs/src/examples/slidingwindow.md +++ b/docs/src/examples/slidingwindow.md @@ -1,5 +1,9 @@ # Sliding window analysis +In this example, we will get precipitation data from Québec, and use a sliding +window analysis to smooth them out. The beginning of the code should now be +familiar: + ```@example slide using SimpleSDMLayers using Plots @@ -8,10 +12,18 @@ using Statistics precipitation = worldclim(12; left=-80.0, right=-56.0, bottom=44.0, top=62.0) ``` +The sliding window works by taking all pixels *within a given radius* (expressed +in kilometres) around the pixel of interest, and then applying the function +given as the second argument to their values. Empty pixels are removed. In this +case, we will do a summary across a 100 km radius around each pixel: + ```@example slide averaged = slidingwindow(precipitation, Statistics.mean, 100.0) ``` +We can finally overlap the two layers -- the result of sliding window is a +little bit smoother than the raw data. + ```@example slide plot(precipitation, c=:alpine) contour!(averaged, c=:white, lw=2.0) From 0fb9d7b782623529f76f4d2375684e940ab9e530 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Tue, 14 Jul 2020 10:15:35 -0400 Subject: [PATCH 58/72] code for consensus --- .gitignore | 1 + docs/src/examples/consensus.md | 49 ++++++++++++++++++++++++++++++++++ 2 files changed, 50 insertions(+) create mode 100644 docs/src/examples/consensus.md diff --git a/.gitignore b/.gitignore index 04015c06..d3723acd 100644 --- a/.gitignore +++ b/.gitignore @@ -2,6 +2,7 @@ *.jl.cov *.jl.*.cov +assets test/assets test/gallery diff --git a/docs/src/examples/consensus.md b/docs/src/examples/consensus.md new file mode 100644 index 00000000..e13129aa --- /dev/null +++ b/docs/src/examples/consensus.md @@ -0,0 +1,49 @@ +using SimpleSDMLayers +using Plots + +bbox = (left=8.25, right=10.0, bottom=41.2, top=43.2) + +lc = landcover(1; full=false, bbox...) +use = fill(NaN32, size(lc)..., 19) +for (i,e) in enumerate(lc.grid) + coord = (CartesianIndices(size(lc.grid))[i].I..., 1) + if !isnothing(e) + use[coord...] = e + end +end + +@progress for layer in 2:11 + lc = landcover(layer; full=false, bbox...) + for (i,e) in enumerate(lc.grid) + coord = (CartesianIndices(size(lc.grid))[i].I..., layer) + if !isnothing(e) + use[coord...] = e + end + end +end + +function get_most_common_landuse(f) + f[isnan.(f)] .= 0.0 + sum(f) == 0 && return NaN + return last(findmax(f)) +end + +function shannon(x) + u = unique(x) + filter!(!isnan, u) + length(u) == 0 && return NaN + c = [count(x.==v) for v in u] + p = c./sum(c) + return -sum(p.*log2.(p))./log2(11.0) +end + +consensus = mapslices(get_most_common_landuse, use; dims=3)[:,:,1] +entropy = mapslices(shannon, use; dims=3)[:,:,1] + +consensus = SimpleSDMResponse(consensus, lc) +entropy = SimpleSDMResponse(entropy, lc) + +p1 = plot(consensus, c=:Paired_11, frame=:grid) +p2 = plot(entropy, c=:Greys, frame=:grid, clim=(0,1)) + +plot(p1, p2, size=(900, 400), dpi=300) From d646b1e84ebd54b1dcc8b8d59648c81ba8e4d521 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Tue, 14 Jul 2020 10:55:36 -0400 Subject: [PATCH 59/72] consensus example --- docs/make.jl | 3 ++- docs/src/examples/consensus.md | 21 +++++++++++++++++++-- 2 files changed, 21 insertions(+), 3 deletions(-) diff --git a/docs/make.jl b/docs/make.jl index 89d17a94..22eb7fc9 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -20,7 +20,8 @@ makedocs( "Temperature data" => "examples/temperature.md", "GBIF integration" => "examples/gbif.md", "Sliding window analysis" => "examples/slidingwindow.md", - "Landcover" => "examples/landcover.md" + "Landcover data" => "examples/landcover.md", + "Landcover consensus" => "examples/consensus.md" ] ] ) diff --git a/docs/src/examples/consensus.md b/docs/src/examples/consensus.md index e13129aa..18944c39 100644 --- a/docs/src/examples/consensus.md +++ b/docs/src/examples/consensus.md @@ -1,18 +1,28 @@ +# Landcover consensus + +```@example cons using SimpleSDMLayers using Plots bbox = (left=8.25, right=10.0, bottom=41.2, top=43.2) +``` +```@example cons lc = landcover(1; full=false, bbox...) use = fill(NaN32, size(lc)..., 19) +``` + +```@example cons for (i,e) in enumerate(lc.grid) coord = (CartesianIndices(size(lc.grid))[i].I..., 1) if !isnothing(e) use[coord...] = e end end +``` -@progress for layer in 2:11 +```@example cons +for layer in 2:11 lc = landcover(layer; full=false, bbox...) for (i,e) in enumerate(lc.grid) coord = (CartesianIndices(size(lc.grid))[i].I..., layer) @@ -21,7 +31,9 @@ end end end end +``` +```@example cons function get_most_common_landuse(f) f[isnan.(f)] .= 0.0 sum(f) == 0 && return NaN @@ -34,16 +46,21 @@ function shannon(x) length(u) == 0 && return NaN c = [count(x.==v) for v in u] p = c./sum(c) - return -sum(p.*log2.(p))./log2(11.0) + return -sum(p.*log2.(p)) end +``` +```@example cons consensus = mapslices(get_most_common_landuse, use; dims=3)[:,:,1] entropy = mapslices(shannon, use; dims=3)[:,:,1] consensus = SimpleSDMResponse(consensus, lc) entropy = SimpleSDMResponse(entropy, lc) +``` +```@example cons p1 = plot(consensus, c=:Paired_11, frame=:grid) p2 = plot(entropy, c=:Greys, frame=:grid, clim=(0,1)) plot(p1, p2, size=(900, 400), dpi=300) +``` From fc81db9223a22c678e5c38e3d6d5e0129993e68b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Tue, 14 Jul 2020 12:24:53 -0400 Subject: [PATCH 60/72] add some text to the example --- docs/src/examples/consensus.md | 43 ++++++++++++++++++++++++---------- 1 file changed, 30 insertions(+), 13 deletions(-) diff --git a/docs/src/examples/consensus.md b/docs/src/examples/consensus.md index 18944c39..909d0bcf 100644 --- a/docs/src/examples/consensus.md +++ b/docs/src/examples/consensus.md @@ -1,17 +1,32 @@ # Landcover consensus +In this example, we will create a consensus map of landcover for Corsica based +on the EarthEnv data, and measure the variation within each pixel using the +variance. The first step is to load the packages we need, and create a bounding +box: + ```@example cons using SimpleSDMLayers using Plots +using Statistics bbox = (left=8.25, right=10.0, bottom=41.2, top=43.2) ``` +We will then do two things. First, get the first layer of landcover (see the +help of `landcover` for a list of the layers), and then create a datacube, +organized around dimensions of latitude, longitude, and layer value - we will +only focus on the 11 first variables, since we do not want the information on +open water (layer 12): + ```@example cons lc = landcover(1; full=false, bbox...) -use = fill(NaN32, size(lc)..., 19) +use = fill(NaN32, size(lc)..., 11) ``` +At this point, we will simply fill in the first "slice" of our datacube with +values from the layer: + ```@example cons for (i,e) in enumerate(lc.grid) coord = (CartesianIndices(size(lc.grid))[i].I..., 1) @@ -21,6 +36,9 @@ for (i,e) in enumerate(lc.grid) end ``` +The next step is to repeat this process for all other layers, filling the +appropriate data cube slice: + ```@example cons for layer in 2:11 lc = landcover(layer; full=false, bbox...) @@ -33,6 +51,8 @@ for layer in 2:11 end ``` +To perform the actual analysis, we will define a `get_most_common_landuse` function, which will return the index of the layer with the highest score: + ```@example cons function get_most_common_landuse(f) f[isnan.(f)] .= 0.0 @@ -40,27 +60,24 @@ function get_most_common_landuse(f) return last(findmax(f)) end -function shannon(x) - u = unique(x) - filter!(!isnan, u) - length(u) == 0 && return NaN - c = [count(x.==v) for v in u] - p = c./sum(c) - return -sum(p.*log2.(p)) -end +function nonan_variance(x) + v = filter(!isnan, x) + length(v) == 0 && return NaN + return Statistics.var(v) + ``` ```@example cons consensus = mapslices(get_most_common_landuse, use; dims=3)[:,:,1] -entropy = mapslices(shannon, use; dims=3)[:,:,1] +variance = mapslices(nonan_variance, use; dims=3)[:,:,1] consensus = SimpleSDMResponse(consensus, lc) -entropy = SimpleSDMResponse(entropy, lc) +variance = SimpleSDMResponse(variance, lc) ``` ```@example cons p1 = plot(consensus, c=:Paired_11, frame=:grid) -p2 = plot(entropy, c=:Greys, frame=:grid, clim=(0,1)) +p2 = plot(variance, c=:Greys, frame=:grid) -plot(p1, p2, size=(900, 400), dpi=300) +plot(p1, p2, size=(900, 400)) ``` From dec989eed2de253bf491cce913222f1eda022108 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Tue, 14 Jul 2020 12:51:49 -0400 Subject: [PATCH 61/72] add end --- docs/src/examples/consensus.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/src/examples/consensus.md b/docs/src/examples/consensus.md index 909d0bcf..64171106 100644 --- a/docs/src/examples/consensus.md +++ b/docs/src/examples/consensus.md @@ -64,7 +64,7 @@ function nonan_variance(x) v = filter(!isnan, x) length(v) == 0 && return NaN return Statistics.var(v) - +end ``` ```@example cons From c342ea9961a5796dc9bfe3795959ea8ede621726 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Wed, 15 Jul 2020 11:46:32 -0400 Subject: [PATCH 62/72] fix the bug where layers had inverted dimensions --- data/connectivity.tiff | Bin 0 -> 8847313 bytes docs/make.jl 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=> "examples/landcover.md", "Landcover consensus" => "examples/consensus.md" diff --git a/docs/src/examples/consensus.md b/docs/src/examples/consensus.md index 64171106..b01d12a9 100644 --- a/docs/src/examples/consensus.md +++ b/docs/src/examples/consensus.md @@ -8,7 +8,6 @@ box: ```@example cons using SimpleSDMLayers using Plots -using Statistics bbox = (left=8.25, right=10.0, bottom=41.2, top=43.2) ``` @@ -60,24 +59,25 @@ function get_most_common_landuse(f) return last(findmax(f)) end -function nonan_variance(x) +function shannon(x) v = filter(!isnan, x) length(v) == 0 && return NaN - return Statistics.var(v) + push!(v, 100-sum(v)) + return -sum(v.*log2(v)) end ``` ```@example cons consensus = mapslices(get_most_common_landuse, use; dims=3)[:,:,1] -variance = mapslices(nonan_variance, use; dims=3)[:,:,1] +entropy = mapslices(shannon, use; dims=3)[:,:,1] consensus = SimpleSDMResponse(consensus, lc) -variance = SimpleSDMResponse(variance, lc) +entropy = SimpleSDMResponse(entropy, lc) ``` ```@example cons p1 = plot(consensus, c=:Paired_11, frame=:grid) -p2 = plot(variance, c=:Greys, frame=:grid) +p2 = plot(entropy, c=:Greys, frame=:grid) plot(p1, p2, size=(900, 400)) ``` diff --git a/docs/src/examples/import.md b/docs/src/examples/import.md new file mode 100644 index 00000000..b2b99b2f --- /dev/null +++ b/docs/src/examples/import.md @@ -0,0 +1,19 @@ +# Importing your own data + +In this example, we will see how we can make the packages `SimpleSDMLayers` and +[the `GBIF.jl` package](https://ecojulia.github.io/GBIF.jl/dev/) interact. We +will specifically plot the relationship between temperature and precipitation +for a few occurrences of the kingfisher *Megaceryle alcyon*. + +```@example temp +using SimpleSDMLayers +using Plots + +file = joinpath(dirname(pathof(SimpleSDMLayers)), "data", "connectivity.tiff") +struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource nd +SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (-10.0, 10.0) +SimpleSDMLayers.longitudes(::Type{MyConnectivityMap}) = (-20.0, 20.0) +mp = raster(SimpleSDMResponse, MyConnectivityMap(), file) + +plot(mp) +``` diff --git a/src/datasets/geotiff.jl b/src/datasets/geotiff.jl index 7b1e7574..3fef083e 100644 --- a/src/datasets/geotiff.jl +++ b/src/datasets/geotiff.jl @@ -21,11 +21,16 @@ function geotiff( ::Type{LT}, ::Type{ST}, tiff_file; - left::T = -180.0, - right::T = 180.0, - bottom::T = -90.0, - top::T = 90.0, -) where {LT<:SimpleSDMLayer,ST<:SimpleSDMSource,T<:Number} + left = nothing, + right = nothing, + bottom = nothing, + top = nothing, +) where {LT<:SimpleSDMLayer,ST<:SimpleSDMSource} + + left = isnothing(left) ? minimum(longitudes(ST)) : left + right = isnothing(right) ? maximum(longitudes(ST)) : right + bottom = isnothing(bottom) ? minimum(latitudes(ST)) : bottom + top = isnothing(top) ? maximum(latitudes(ST)) : top # We do a bunch of checking that the required bounding box is not out of bounds # for the range of latitudes and longitudes. @@ -54,7 +59,6 @@ function geotiff( lon_stride, left_pos, min_width = _find_span(width, minimum(longitudes(ST)), maximum(longitudes(ST)), left) _, right_pos, max_width = _find_span(width, minimum(longitudes(ST)), maximum(longitudes(ST)), right) - lat_stride, top_pos, max_height = _find_span(height, minimum(latitudes(ST)), maximum(latitudes(ST)), top) _, bottom_pos, min_height = _find_span(height, minimum(latitudes(ST)), maximum(latitudes(ST)), bottom) @@ -62,7 +66,7 @@ function geotiff( # We are now ready to initialize a matrix of the correct type. pixel_type = ArchGDAL.pixeltype(band) - buffer = Matrix{pixel_type}(undef, length(min_height:max_height), length(min_width:max_width)) + buffer = Matrix{pixel_type}(undef, length(min_width:max_width), length(min_height:max_height)) ArchGDAL.read!(dataset, buffer, 1, min_height:max_height, min_width:max_width) end diff --git a/src/datasets/raster.jl b/src/datasets/raster.jl index d9b44244..040d4be9 100644 --- a/src/datasets/raster.jl +++ b/src/datasets/raster.jl @@ -6,3 +6,11 @@ function raster(::Type{IT}, source::ST; layer::Integer=1, left=nothing, right=no top = isnothing(top) ? maximum(latitudes(ST)) : top return geotiff(IT, ST, file; left=left, right=right, bottom=bottom, top=top) end + +function raster(::Type{IT}, source::ST, file; left=nothing, right=nothing, bottom=nothing, top=nothing) where {IT <: SimpleSDMLayer, ST <: SimpleSDMSource} + left = isnothing(left) ? minimum(longitudes(ST)) : left + right = isnothing(right) ? maximum(longitudes(ST)) : right + bottom = isnothing(bottom) ? minimum(latitudes(ST)) : bottom + top = isnothing(top) ? maximum(latitudes(ST)) : top + return geotiff(IT, ST, file; left=left, right=right, bottom=bottom, top=top) +end diff --git a/test/dataread.jl b/test/dataread.jl new file mode 100644 index 00000000..e7c49c09 --- /dev/null +++ b/test/dataread.jl @@ -0,0 +1,14 @@ +module SSLTestDataRead +using SimpleSDMLayers +using Test + +file = joinpath(dirname(pathof(SimpleSDMLayers)), "data", "connectivity.tiff") +struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource nd +SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (-10.0, 10.0) +SimpleSDMLayers.longitudes(::Type{MyConnectivityMap}) = (-20.0, 20.0) +mp = raster(SimpleSDMResponse, MyConnectivityMap(), file) + +@test typeof(mp) <: SimpleSDMResponse +@test size(mp) = (1255, 1206) + +end diff --git a/test/runtests.jl b/test/runtests.jl index c08c20d0..9c127a8b 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -8,6 +8,7 @@ tests = [ "basics" => "basics.jl", "overloads" => "overloads.jl", "generated" => "generated.jl", + "import" => "dataread.jl", "worldclim" => "worldclim.jl", "landcover" => "landcover.jl", "chelsa" => "chelsa.jl", diff --git a/test/worldclim.jl b/test/worldclim.jl index 4ae24a38..426ae9f5 100644 --- a/test/worldclim.jl +++ b/test/worldclim.jl @@ -5,6 +5,12 @@ using Test wc1and2 = worldclim([1,2]) @test typeof(first(wc1and2)) <: SimpleSDMPredictor +temp = worldclim(1) +@test size(temp) == (1080, 2160) +@test round(first(stride(temp)); digits=2) ≈ round(last(stride(temp)); digits=2) +@test length(longitudes(temp)) == 2160 +@test length(latitudes(temp)) == 1080 + wc3 = worldclim(3) @test typeof(wc3) <: SimpleSDMPredictor From 27ce2be628e92e7ab9546455089cb6597c6086c6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Wed, 15 Jul 2020 12:01:15 -0400 Subject: [PATCH 63/72] fix test bug --- test/dataread.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/dataread.jl b/test/dataread.jl index e7c49c09..4845217f 100644 --- a/test/dataread.jl +++ b/test/dataread.jl @@ -3,7 +3,7 @@ using SimpleSDMLayers using Test file = joinpath(dirname(pathof(SimpleSDMLayers)), "data", "connectivity.tiff") -struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource nd +struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource end SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (-10.0, 10.0) SimpleSDMLayers.longitudes(::Type{MyConnectivityMap}) = (-20.0, 20.0) mp = raster(SimpleSDMResponse, MyConnectivityMap(), file) From addaeaf3425afc40aa46460efea109809bbc68dc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Wed, 15 Jul 2020 12:35:48 -0400 Subject: [PATCH 64/72] remove Makefile --- Makefile | 4 ---- test/dataread.jl | 2 +- 2 files changed, 1 insertion(+), 5 deletions(-) delete mode 100644 Makefile diff --git a/Makefile b/Makefile deleted file mode 100644 index 9f5729b5..00000000 --- a/Makefile +++ /dev/null @@ -1,4 +0,0 @@ -.PHONY: clean - -clean: - @rm -r test/assets/ diff --git a/test/dataread.jl b/test/dataread.jl index 4845217f..05561ed2 100644 --- a/test/dataread.jl +++ b/test/dataread.jl @@ -6,7 +6,7 @@ file = joinpath(dirname(pathof(SimpleSDMLayers)), "data", "connectivity.tiff") struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource end SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (-10.0, 10.0) SimpleSDMLayers.longitudes(::Type{MyConnectivityMap}) = (-20.0, 20.0) -mp = raster(SimpleSDMResponse, MyConnectivityMap(), file) +mp = SimpleSDMLayers.raster(SimpleSDMResponse, MyConnectivityMap(), file) @test typeof(mp) <: SimpleSDMResponse @test size(mp) = (1255, 1206) From 93bd81bbdd52b7f272cedc4fa541dfb19988a0ed Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Wed, 15 Jul 2020 12:55:05 -0400 Subject: [PATCH 65/72] fix doc example --- docs/src/examples/import.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/src/examples/import.md b/docs/src/examples/import.md index b2b99b2f..28524de9 100644 --- a/docs/src/examples/import.md +++ b/docs/src/examples/import.md @@ -13,7 +13,7 @@ file = joinpath(dirname(pathof(SimpleSDMLayers)), "data", "connectivity.tiff") struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource nd SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (-10.0, 10.0) SimpleSDMLayers.longitudes(::Type{MyConnectivityMap}) = (-20.0, 20.0) -mp = raster(SimpleSDMResponse, MyConnectivityMap(), file) +mp = SimpleSDMLayers.raster(SimpleSDMResponse, MyConnectivityMap(), file) plot(mp) ``` From 6de9cc15839da7f9fb4f0710c810d4fa3a0e6892 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Wed, 15 Jul 2020 13:05:19 -0400 Subject: [PATCH 66/72] fix import code in demo --- docs/src/examples/consensus.md | 2 +- docs/src/examples/import.md | 4 ++-- test/dataread.jl | 4 ++-- 3 files changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/src/examples/consensus.md b/docs/src/examples/consensus.md index b01d12a9..d09b8b9c 100644 --- a/docs/src/examples/consensus.md +++ b/docs/src/examples/consensus.md @@ -63,7 +63,7 @@ function shannon(x) v = filter(!isnan, x) length(v) == 0 && return NaN push!(v, 100-sum(v)) - return -sum(v.*log2(v)) + return -sum(v.*log2.(v)) end ``` diff --git a/docs/src/examples/import.md b/docs/src/examples/import.md index 28524de9..287706f6 100644 --- a/docs/src/examples/import.md +++ b/docs/src/examples/import.md @@ -9,8 +9,8 @@ for a few occurrences of the kingfisher *Megaceryle alcyon*. using SimpleSDMLayers using Plots -file = joinpath(dirname(pathof(SimpleSDMLayers)), "data", "connectivity.tiff") -struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource nd +file = joinpath(dirname(pathof(SimpleSDMLayers)), "..", "data", "connectivity.tiff") +struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource end SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (-10.0, 10.0) SimpleSDMLayers.longitudes(::Type{MyConnectivityMap}) = (-20.0, 20.0) mp = SimpleSDMLayers.raster(SimpleSDMResponse, MyConnectivityMap(), file) diff --git a/test/dataread.jl b/test/dataread.jl index 05561ed2..8642e78d 100644 --- a/test/dataread.jl +++ b/test/dataread.jl @@ -2,13 +2,13 @@ module SSLTestDataRead using SimpleSDMLayers using Test -file = joinpath(dirname(pathof(SimpleSDMLayers)), "data", "connectivity.tiff") +file = joinpath(dirname(pathof(SimpleSDMLayers)), "..", "data", "connectivity.tiff") struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource end SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (-10.0, 10.0) SimpleSDMLayers.longitudes(::Type{MyConnectivityMap}) = (-20.0, 20.0) mp = SimpleSDMLayers.raster(SimpleSDMResponse, MyConnectivityMap(), file) @test typeof(mp) <: SimpleSDMResponse -@test size(mp) = (1255, 1206) +@test size(mp) == (1255, 1206) end From 5cb9c3a635d798b9e26d4a447bbfc8ecfb2a1649 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Wed, 15 Jul 2020 13:32:05 -0400 Subject: [PATCH 67/72] demo update --- docs/src/examples/consensus.md | 1 - 1 file changed, 1 deletion(-) diff --git a/docs/src/examples/consensus.md b/docs/src/examples/consensus.md index d09b8b9c..3c9cba3d 100644 --- a/docs/src/examples/consensus.md +++ b/docs/src/examples/consensus.md @@ -62,7 +62,6 @@ end function shannon(x) v = filter(!isnan, x) length(v) == 0 && return NaN - push!(v, 100-sum(v)) return -sum(v.*log2.(v)) end ``` From 97ce4b8288d4ce5616753afcfdce49b483707b6b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Wed, 15 Jul 2020 15:35:17 -0400 Subject: [PATCH 68/72] Update import.md --- docs/src/examples/import.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/docs/src/examples/import.md b/docs/src/examples/import.md index 287706f6..190a7a9a 100644 --- a/docs/src/examples/import.md +++ b/docs/src/examples/import.md @@ -9,6 +9,9 @@ for a few occurrences of the kingfisher *Megaceryle alcyon*. using SimpleSDMLayers using Plots +#Coin en bas à gauche : -75.17734,45.34523 +#Coin en haut à droite : -72.36486,47.38457 + file = joinpath(dirname(pathof(SimpleSDMLayers)), "..", "data", "connectivity.tiff") struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource end SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (-10.0, 10.0) From d5fa5dee90f0f87d25245d39c2207b8d473c9b1b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Wed, 15 Jul 2020 22:36:13 -0400 Subject: [PATCH 69/72] update file import example --- docs/Project.toml | 1 + docs/src/examples/import.md | 60 +++++++++++++++++++++++++++++++------ 2 files changed, 52 insertions(+), 9 deletions(-) diff --git a/docs/Project.toml b/docs/Project.toml index 1c0200b3..479ad53c 100644 --- a/docs/Project.toml +++ b/docs/Project.toml @@ -4,6 +4,7 @@ Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd" GBIF = "ee291a33-5a6c-5552-a3c8-0f29a1181037" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" +StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" [compat] GBIF = "0.2" diff --git a/docs/src/examples/import.md b/docs/src/examples/import.md index 190a7a9a..d36a452e 100644 --- a/docs/src/examples/import.md +++ b/docs/src/examples/import.md @@ -1,22 +1,64 @@ # Importing your own data -In this example, we will see how we can make the packages `SimpleSDMLayers` and -[the `GBIF.jl` package](https://ecojulia.github.io/GBIF.jl/dev/) interact. We -will specifically plot the relationship between temperature and precipitation -for a few occurrences of the kingfisher *Megaceryle alcyon*. +It is possible to import your own rasters into a `SimpleSDMLayer` object. This +requires defining a new type and two "helper" functions, which might seem a +little bit convoluted, but helps *immensely* underneath in case you want to also +*download* rasters from the web with different arguments. In this example, we +will look at a data file produced by the *OmniScape* package, and which +represents landscape connectivity in the Laurentians region of Québec. This +example will also show how we can use the `broadcast` operation to modify the +values of a raster. ```@example temp using SimpleSDMLayers using Plots +using StatsBase +``` -#Coin en bas à gauche : -75.17734,45.34523 -#Coin en haut à droite : -72.36486,47.38457 +The file comes with the package itself, so we can read it directly - this is a +geotiff file, where values are floating point numbers representing connectivity. +```@example temp file = joinpath(dirname(pathof(SimpleSDMLayers)), "..", "data", "connectivity.tiff") +``` + +To import this file as a `SimpleSDMLayer`, we need to create a type +(`MyConnectivityMap`), and declare a method for `latitudes` and `longitudes` for +this type, where the output is the range of latitudes and longitudes. This might +seem cumbersome, but remember: it can be automated, and if you do not declare a +`latitude` and `longitude` method, it will be assumed that the raster covers the +entire globe. From a end-user perspective, it also removes the need to pass the +bounding box of your layer as an argument, and to focus instead of the region of +interest. + +```@example temp struct MyConnectivityMap <: SimpleSDMLayers.SimpleSDMSource end -SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (-10.0, 10.0) -SimpleSDMLayers.longitudes(::Type{MyConnectivityMap}) = (-20.0, 20.0) +SimpleSDMLayers.latitudes(::Type{MyConnectivityMap}) = (45.34523, 47.38457) +SimpleSDMLayers.longitudes(::Type{MyConnectivityMap}) = (-75.17734,-72.36486) +``` + +Now that this is done, we can read this file as a `SimpleSDMResponse` using the +`raster` function: + +```@example temp mp = SimpleSDMLayers.raster(SimpleSDMResponse, MyConnectivityMap(), file) +``` -plot(mp) +Because this file has raw values, which are not necessarily great for plotting, +we will transform it to quantiles, using the `StatsBase.ecdf` function. + +```@example temp +qfunc = ecdf(convert(Vector{Float64}, filter(!isnothing, mp.grid))) +``` + +And we can now broadcast this function to the layer: + +```@example temp +qmap = broadcast(qfunc, mp) +``` + +Finally, we are ready for plotting: + +```@example temp +plot(qmap, frame=:grid, c=:YlGnBu) ``` From b36edebe2db1b73368d0782c79ce080833ed0234 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Wed, 15 Jul 2020 22:37:46 -0400 Subject: [PATCH 70/72] update shannon function --- docs/src/examples/consensus.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/src/examples/consensus.md b/docs/src/examples/consensus.md index 3c9cba3d..46ea585f 100644 --- a/docs/src/examples/consensus.md +++ b/docs/src/examples/consensus.md @@ -62,6 +62,7 @@ end function shannon(x) v = filter(!isnan, x) length(v) == 0 && return NaN + v = v ./ sum(v) return -sum(v.*log2.(v)) end ``` From b3ddbc49dc265fdd0c7e1a8d9077195252db4b3f Mon Sep 17 00:00:00 2001 From: gabrieldansereau Date: Thu, 16 Jul 2020 09:05:47 -0400 Subject: [PATCH 71/72] fix similar function --- src/lib/overloads.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/lib/overloads.jl b/src/lib/overloads.jl index 8710d218..9575cc52 100644 --- a/src/lib/overloads.jl +++ b/src/lib/overloads.jl @@ -240,7 +240,7 @@ the use of `copy`, manual update, and `convert`. function Base.similar(layer::T) where {T <: SimpleSDMLayer} emptygrid = similar(layer.grid) for i in eachindex(emptygrid) - emptygrid[i] = isnothing(layer.grid[i]) ? nothing : zero(eltype(layer.grid)) + emptygrid[i] = isnothing(layer.grid[i]) ? nothing : zero(eltype(layer.grid[i])) end return SimpleSDMResponse(emptygrid, layer.left, layer.right, layer.bottom, layer.top) end From 0ec87b9afb689117f005b877ea1cc67db84cbaad Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Timoth=C3=A9e=20Poisot?= Date: Thu, 16 Jul 2020 18:23:02 -0400 Subject: [PATCH 72/72] update folder --- src/SimpleSDMLayers.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/SimpleSDMLayers.jl b/src/SimpleSDMLayers.jl index de96540b..b2ad6fcb 100644 --- a/src/SimpleSDMLayers.jl +++ b/src/SimpleSDMLayers.jl @@ -37,7 +37,7 @@ include(joinpath("recipes", "recipes.jl")) # This next bit is about being able to change the path for raster assets # globally, which avoids duplication this argument across multiple functions. -_layers_assets_path = joinpath(pwd(), "assets") +_layers_assets_path = "assets" function assets_path() isdir(SimpleSDMLayers._layers_assets_path) || mkdir(SimpleSDMLayers._layers_assets_path) return SimpleSDMLayers._layers_assets_path

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