diff --git a/previews/PR38/.documenter-siteinfo.json b/previews/PR38/.documenter-siteinfo.json new file mode 100644 index 0000000..6559ffb --- /dev/null +++ b/previews/PR38/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.10.1","generation_timestamp":"2024-02-18T20:32:19","documenter_version":"1.2.1"}} \ No newline at end of file diff --git a/previews/PR38/api/axioms/index.html b/previews/PR38/api/axioms/index.html new file mode 100644 index 0000000..e34ad90 --- /dev/null +++ b/previews/PR38/api/axioms/index.html @@ -0,0 +1,33 @@ + +Axioms · SpectralIndices.jl
GitHub

Axioms

SpectralIndices.SpectralIndex — Type
SpectralIndex(index::Dict{String, Any})

This object allows interaction with specific Spectral Indices in the Awesome Spectral Indices list. Attributes of the Spectral Index can be accessed and the index itself can be computed.

Arguments

  • index::Dict{String, Any}: A dictionary with the following keys:

    • "short_name": Short name of the spectral index.
    • "long_name": Long name or description of the spectral index.
    • "bands": List of bands or wavelengths used in the index calculation.
    • "application_domain": Application domain or use case of the spectral index.
    • "reference": Reference or source of the spectral index formula.
    • "formula": Mathematical formula of the spectral index.
    • "date_of_addition": Date when the spectral index was added (in "yyyy-mm-dd" format).
    • "contributor": Contributor or source of the spectral index information.
    • "platforms": Platforms or sensors for which the index is applicable.

Returns

A SpectralIndex object containing the specified index information.

Examples

julia> indices["NIRv"]
+

Or, accessing directly the provided Dict of spectral indices:

NIRv
source
SpectralIndices.compute — Function
compute(si::SpectralIndex, params::Dict=Dict(); kwargs...) -> Any

Computes a Spectral Index based on the provided SpectralIndex instance, parameters, and optional keyword arguments.

Parameters

  • si: An instance of SpectralIndex which includes the name and details of the spectral index to be computed.
  • params: (Optional) Dictionary of parameters used as inputs for the computation. If not provided, parameters can be passed using keyword arguments.
  • kwargs: Additional parameters used as inputs for the computation, provided as keyword pairs. These are used if params is empty.

Returns

  • The computed Spectral Index, the type of return value depends on the input parameters and the specific spectral index being computed.

Examples

julia> compute(NDVI; N=0.643, R=0.175)
+
julia> compute(NDVI; N=fill(0.643, (5, 5)), R=fill(0.175, (5, 5)))
+
source
SpectralIndices.PlatformBand — Type
PlatformBand(platform_band::Dict{String, Any})

This struct provides information about a specific band for a specific sensor or platform.

Arguments

  • platform_band::Dict{String, Any}: A dictionary with the following keys:

    • "platform": Name of the platform or sensor.
    • "band": Band number or name for the specific platform.
    • "name": Description or name of the band for the specific platform.
    • "wavelength": Center wavelength of the band (in nm) for the specific platform.
    • "bandwidth": Bandwidth of the band (in nm) for the specific platform.

Returns

A PlatformBand object containing the specified band information.

Examples

platform_band_dict = Dict(
+    "platform" => "Sentinel-2A",
+    "band" => "B2",
+    "name" => "Blue",
+    "wavelength" => 492.4,
+    "bandwidth" => 66.0,
+)
+
+platform_band = PlatformBand(platform_band_dict)

Or, accessing directly the provided Dict of platforms:

julia> bands["B"].platforms["sentinel2a"]
+
julia> bands["B"].platforms["sentinel2a"].wavelength
+
source
SpectralIndices.Band — Type
Band(band::Dict{String, Any})

Constructs a Band object to interact with specific bands in the list of required bands for Spectral Indices in the Awesome Spectral Indices list.

Arguments

  • band::Dict{String, Any}: A dictionary containing band information with the following keys:

    • "short_name": Short name of the band.
    • "long_name": Description or name of the band.
    • "common_name": Common name of the band according to the Electro-Optical Extension Specification for STAC.
    • "min_wavelength": Minimum wavelength of the spectral range of the band (in nm).
    • "max_wavelength": Maximum wavelength of the spectral range of the band (in nm).
    • "platforms": A dictionary of platform information associated with this band.

Returns

A Band object representing the specified band.

Examples

julia> bands["B"]
+band_dict = Dict{String, Any}(
+    "short_name" => "B",
+    "long_name" => "Blue",
+    "common_name" => "Blue",
+    "min_wavelength" => 450.0,
+    "max_wavelength" => 495.0,
+    "platforms" => Dict{String, Any}(
+        "sentinel2a" => PlatformBand(...),  # PlatformBand constructor details here
+        "sentinel2b" => PlatformBand(...),  # PlatformBand constructor details here
+        # Add other platforms as needed
+    )
+)
+
+band = Band(band_dict)

Or, using the provided bands

julia> bands["B"].long_name
+
source
SpectralIndices.Constant — Type
Constant(constant::Dict{String, Any}) -> Constant

Create a Constant object from a dictionary.

Arguments

  • constant::Dict{String, Any}: A dictionary containing the following keys:

    • "description": Description of the constant.
    • "short_name": Short name of the constant.
    • "default": Default value of the constant.

Returns

  • Constant: An instance of the Constant struct with fields populated based on the provided dictionary.

Example

constant_dict = Dict(
+    "description" => "Speed of light in vacuum", "short_name" => "c", "default" => 299792458
+)
+constant = Constant(constant_dict)
source
diff --git a/previews/PR38/api/compute/index.html b/previews/PR38/api/compute/index.html new file mode 100644 index 0000000..1f0b2e4 --- /dev/null +++ b/previews/PR38/api/compute/index.html @@ -0,0 +1,55 @@ + +Compute · SpectralIndices.jl
GitHub

Compute Index

SpectralIndices.compute_index — Function
compute_index(index::String, params::Dict=Dict(), online::Bool=false; kwargs...) -> Any

Computes one or more Spectral Indices from a predefined list, based on the provided index name, parameters, and optional keyword arguments.

Parameters

  • index: Name of the spectral index or a list of index names to compute.
  • params: (Optional) Dictionary of parameters used as inputs for the computation. If not provided, parameters can be passed using keyword arguments.
  • online: (Optional) Flag indicating whether to retrieve the most recent list of indices online.
  • kwargs: Additional parameters used as inputs for the computation, provided as keyword pairs.

Returns

  • Computed Spectral Indices, the type of return value depends on the input parameters.

Examples

julia> compute_index("NDVI"; N=0.643, R=0.175)
+
julia> compute_index("NDVI"; N=fill(0.643, (5, 5)), R=fill(0.175, (5, 5)))
+
julia> compute_index("NDVI"; N=fill(0.643, 5), R=fill(0.175, 5))
+
julia> compute_index(["NDVI", "SAVI"]; N=fill(0.643, 5), R=fill(0.175, 5), L=fill(0.5, 5))
+
julia> compute_index(["NDVI", "SAVI"]; N=0.643, R=0.175, L=0.5)
+
julia> compute_index(
+           ["NDVI", "SAVI"]; N=fill(0.643, (5, 5)), R=fill(0.175, (5, 5)), L=fill(0.5, (5, 5))
+       )
+
source
SpectralIndices.compute_kernel — Function
compute_kernel(kernel, params=nothing; kwargs...)

Compute a specified kernel using either provided parameters or keyword arguments.

Arguments

  • kernel: The kernel function to use. Should be one of linear, poly, or RBF.
  • params: (Optional) A Dict, DataFrame, or YAXArray containing parameters for the kernel computation.
  • kwargs...: Keyword arguments that will be converted to parameters if params is not provided.

Returns

  • The result of the kernel computation, the type of which depends on the input type.

Examples

result = compute_kernel(linear; params=Dict("a" => 1, "b" => 2))
source
SpectralIndices.linear — Function
linear(a::Number, b::Number)
+linear(a::AbstractArray, b::AbstractArray)
+linear(params::Dict{String, T})
+linear(params::DataFrame)
+linear(params::YAXArray)

Compute the linear kernel a * b. This function supports various input types, including numbers, arrays, dictionaries, data frames, and YAXArrays.

Arguments

  • a: First parameter for the linear kernel. Can be a number or an array.
  • b: Second parameter for the linear kernel. Can be a number or an array.
  • params: A dictionary, data frame, or YAXArray containing the parameters "a" and "b".

Returns

  • The result of a * b. The output type depends on the input types:

    • If a and b are numbers, the result is a number.
    • If a and b are arrays, the result is an array with element-wise multiplication.
    • If params is used, the result is in the same format as params (either a dictionary, DataFrame, or YAXArray).

Examples

# Using numbers
+result = linear(2, 3)
+
+# Using arrays
+result = linear([1, 2, 3], [4, 5, 6])
+
+# Using a dictionary
+result = linear(Dict("a" => 2, "b" => 3))
+
+# Using a DataFrame
+df = DataFrame(; a=[1, 2, 3], b=[4, 5, 6])
+result = linear(df)
source
SpectralIndices.poly — Function
poly(a::T, b::T, c::T, p::T) where T <: Number
+poly(a::T, b::T, c::T, p::T) where T <: AbstractArray
+poly(params::Dict{String, T})
+poly(params::DataFrame)
+poly(params::YAXArray)

Compute the polynomial kernel (a * b + c) ^ p. This function supports various input types, including numbers, arrays, dictionaries, data frames, and YAXArrays.

Arguments

  • a: First parameter for the polynomial kernel. Can be a number or an array.
  • b: Second parameter for the polynomial kernel. Can be a number or an array.
  • c: Coefficient added to the product of a and b. Can be a number or an array.
  • p: Exponent to which the sum of the product and coefficient is raised. Can be a number or an array.
  • params: A dictionary, data frame, or YAXArray containing the parameters "a", "b", "c", and "p".

Returns

  • The result of (a * b + c) ^ p. The output type depends on the input types:

    • If a, b, c, and p are numbers, the result is a number.
    • If a, b, c, and p are arrays, the result is an array with the operation applied element-wise.
    • If params is used, the result matches the format of params (either a dictionary, DataFrame, or YAXArray).

Examples

# Using numbers
+result = poly(2, 3, 1, 2)
+
+# Using arrays
+result = poly([1, 2, 3], [4, 5, 6], [1, 1, 1], [2, 2, 2])
+
+# Using a dictionary
+result = poly(Dict("a" => 2, "b" => 3, "c" => 1, "p" => 2))
+
+# Using a DataFrame
+df = DataFrame(; a=[1, 2, 3], b=[4, 5, 6], c=[1, 1, 1], p=[2, 2, 2])
+result = poly(df)
source
SpectralIndices.RBF — Function
RBF(a::T, b::T, sigma::T) where T <: Number
+RBF(a::T, b::T, sigma::T) where T <: AbstractArray
+RBF(params::Dict{String, T})
+RBF(params::DataFrame)
+RBF(params::YAXArray)

Compute the Radial Basis Function (RBF) kernel exp((-1.0 * (a - b) ^ 2.0) / (2.0 * sigma ^ 2.0)). This function supports various input types, including numbers, arrays, dictionaries, data frames, and YAXArrays.

Arguments

  • a: First parameter for the RBF kernel. Can be a number or an array.
  • b: Second parameter for the RBF kernel. Can be a number or an array.
  • sigma: Length-scale parameter for the RBF kernel. Can be a number or an array.
  • params: A dictionary, data frame, or YAXArray containing the parameters "a", "b", and "sigma".

Returns

  • The result of the RBF kernel. The output type depends on the input types:

    • If a, b, and sigma are numbers, the result is a number.
    • If a, b, and sigma are arrays, the result is an array with the operation applied element-wise.
    • If params is used, the result matches the format of params (either a dictionary, DataFrame, or YAXArray).

Examples

# Using numbers
+result = RBF(1, 2, 0.5)
+
+# Using arrays
+result = RBF([1, 2, 3], [4, 5, 6], [0.5, 0.5, 0.5])
+
+# Using a dictionary
+result = RBF(Dict("a" => 1, "b" => 2, "sigma" => 0.5))
+
+# Using a DataFrame
+df = DataFrame(; a=[1, 2, 3], b=[4, 5, 6], sigma=[0.5, 0.5, 0.5])
+result = RBF(df)
source
diff --git a/previews/PR38/api/datasets/index.html b/previews/PR38/api/datasets/index.html new file mode 100644 index 0000000..73df0e4 --- /dev/null +++ b/previews/PR38/api/datasets/index.html @@ -0,0 +1,9 @@ + +Datasets · SpectralIndices.jl
GitHub

Datasets

SpectralIndices.get_datasets — Function
get_datasets(; datasets=["S2_10m.json", "spectral.json"], data_loc=joinpath(dirname(@__FILE__), "..", "data"))

Download predefined datasets from a specified remote location and save them to a local directory.

Keyword Arguments

  • datasets::Array{String,1}: A list of dataset filenames to download. Defaults to ["S2_10m.json", "spectral.json"].
  • data_loc::String: The local directory path where the downloaded datasets will be saved. Defaults to a data directory located one level up from the script's directory.

Description

This function iterates over a list of dataset filenames, downloads each dataset from a predefined remote URL, and saves them into a specified local directory. The remote URL is currently hardcoded to download specifically the "S2_10m.json" file for any given dataset in the list. Adjust the function or its usage accordingly if different URLs are needed for different datasets.

Example

get_datasets()  # Downloads the default datasets to the default location
+
+get_datasets(; datasets=["custom_dataset.json"], data_loc="path/to/custom/directory")

This is particularly useful for setting up local environments with necessary data files for further processing or analysis.

source
SpectralIndices.load_dataset — Function
load_dataset(dataset::String) -> YAXArray
+load_dataset(dataset::String) -> DataFrame

Load a specified dataset and convert it into either a YAXArray or a DataFrame, depending on the loaded packages.

Arguments

  • dataset::String: The name of the dataset to load. Currently supports "sentinel" and "spectral".

Returns

  • If YAXArrays is loaded in the namespace, returns a YAXArray object containing the loaded dataset, with dimensions labeled as :x, :y, and :bands. The spatial dimensions (:x and :y) are assumed to have a size of 300 each, and the :bands dimension includes ["B02", "B03", "B04", "B08"] bands.
  • If DataFrames is loaded in the namespace, returns a DataFrame with the dataset loaded into it.

Errors

Throws an error if the dataset argument does not match one of the predefined dataset names.

Example

# Load dataset as YAXArray
+yax_ds = SpectralIndices.load_dataset("sentinel")
+
+# Load dataset as DataFrame
+df_ds = SpectralIndices.load_dataset("spectral")

The current implementation expects the JSON files ("S2_10m.json" for "sentinel" and "spectral.json" for "spectral") to follow a specific format: a vector of vectors where each inner vector represents a band's data in a 300x300 spatial grid for the YAXArray version, or a suitable structure that can be directly converted into a DataFrame for the DataFrame version. The files are already provided for examples in the package in the folder data.

source
diff --git a/previews/PR38/assets/docs.css b/previews/PR38/assets/docs.css new file mode 100644 index 0000000..35670aa --- /dev/null +++ b/previews/PR38/assets/docs.css @@ -0,0 +1,132 @@ +/* mercylessy yannked from ColorSchemes.jl, all credits to them */ +/* https://github.com/JuliaGraphics/ColorSchemes.jl/blob/master/docs/src/assets/colorschemes-docs.css */ +/* change Bulma Dark styles */ + +/* disclaimer - I hate CSS */ + +:root { + --signage: hsl(193, 46%, 60%); + --verydark: hsl(237, 20%, 10%); + --quitedark: hsl(237, 20%, 13%); + --lessdark: hsl(237, 20%, 16%); +} + +html.theme--documenter-dark body { + background-color: var(--verydark); + color: #eff; + font-size: 1.1em; + font-weight: 400; + line-height: 1.8rem; +} + +html.theme--documenter-dark a { + color: var(--signage); +} + +html.theme--documenter-dark p > a:after { + padding-left:0.2rem; + font-family: "JuliaMono"; + content: "⮻"; + color: var(--signage); + background-color: inherit; + font-size: 120%; +} + +html.theme--documenter-light p > a:after { + padding-left:0.2rem; 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+ navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'minisearch'], function($, minisearch) { + +// In general, most search related things will have "search" as a prefix. +// To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +let results = []; +let timer = undefined; + +let data = documenterSearchIndex["docs"].map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; +}); + +// list below is the lunr 2.1.3 list minus the intersect with names(Base) +// (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) +// ideally we'd just filter the original list but it's not available as a variable +const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", +]); + +let index = new minisearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with search results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + boost: { title: 100 }, + fuzzy: 2, + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + } + + return word ?? null; + }, + tokenize: (string) => string.split(/[\s\-\.]+/), + }, +}); + +index.addAll(data); + +let filters = [...new Set(data.map((x) => x.category))]; +var modal_filters = make_modal_body_filters(filters); +var filter_results = []; + +$(document).on("keyup", ".documenter-search-input", function (event) { + // Adding a debounce to prevent disruptions from super-speed typing! + debounce(() => update_search(filter_results), 300); +}); + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + $(this).removeClass("search-filter-selected"); + } else { + $(this).addClass("search-filter-selected"); + } + + // Adding a debounce to prevent disruptions from crazy clicking! + debounce(() => get_filters(), 300); +}); + +/** + * A debounce function, takes a function and an optional timeout in milliseconds + * + * @function callback + * @param {number} timeout + */ +function debounce(callback, timeout = 300) { + clearTimeout(timer); + timer = setTimeout(callback, timeout); +} + +/** + * Make/Update the search component + * + * @param {string[]} selected_filters + */ +function update_search(selected_filters = []) { + let initial_search_body = ` +
Type something to get started!
+ `; + + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + results = index.search(querystring, { + filter: (result) => { + // Filtering results + if (selected_filters.length === 0) { + return result.score >= 1; + } else { + return ( + result.score >= 1 && selected_filters.includes(result.category) + ); + } + }, + }); + + let search_result_container = ``; + let search_divider = `
`; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + results.forEach(function (result) { + if (result.location) { + // Checking for duplication of results for the same page + if (!links.includes(result.location)) { + search_results += make_search_result(result, querystring); + count++; + } + + links.push(result.location); + } + }); + + let result_count = `
${count} result(s)
`; + + search_result_container = ` +
+ ${modal_filters} + ${search_divider} + ${result_count} +
+ ${search_results} +
+
+ `; + } else { + search_result_container = ` +
+ ${modal_filters} + ${search_divider} +
0 result(s)
+
+
No result found!
+ `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + filter_results = []; + modal_filters = make_modal_body_filters(filters, filter_results); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(initial_search_body); + } +} + +/** + * Make the modal filter html + * + * @param {string[]} filters + * @param {string[]} selected_filters + * @returns string + */ +function make_modal_body_filters(filters, selected_filters = []) { + let str = ``; + + filters.forEach((val) => { + if (selected_filters.includes(val)) { + str += `${val}`; + } else { + str += `${val}`; + } + }); + + let filter_html = ` +
+ Filters: + ${str} +
+ `; + + return filter_html; +} + +/** + * Make the result component given a minisearch result data object and the value of the search input as queryString. + * To view the result object structure, refer: https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ +function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + + let textindex = new RegExp(`\\b${querystring}\\b`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`\\b${querystring}\\b`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
+
${result.title}
+
${result.category}
+
+

+ ${display_result} +

+
+ ${display_link} +
+ + ${search_divider} + `; + + return result_div; +} + +/** + * Get selected filters, remake the filter html and lastly update the search modal + */ +function get_filters() { + let ele = $(".search-filters .search-filter-selected").get(); + filter_results = ele.map((x) => $(x).text().toLowerCase()); + modal_filters = make_modal_body_filters(filters, filter_results); + update_search(filter_results); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let search_modal_header = ` +
+
+

+ + + + +

+
+
+ +
+
+`; + +let initial_search_body = ` +
Type something to get started!
+`; + +let search_modal_footer = ` + +`; + +$(document.body).append( + ` + + ` +); + +document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); +}); + +document.querySelector(".close-search-modal").addEventListener("click", () => { + closeModal(); +}); + +$(document).on("click", ".search-result-link", function () { + closeModal(); +}); + +document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; +}); + +// Functions to open and close a modal +function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); +} + +function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
Type something to get started!
+ `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); +} + +document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; + var existing_id = $.inArray(each, existing_versions_texts); + // if not already in the version selector, add it as a new option, + // otherwise update the old option with the URL and enable it + if (existing_id == -1) { + var option = $( + "" + ); + version_selector_select.append(option); + } else { + var option = existing_versions[existing_id]; + option.value = version_url; + option.disabled = false; + } + }); + } + + // only show the version selector if the selector has been populated + if (version_selector_select.children("option").length > 0) { + version_selector.toggleClass("visible"); + } +}); + +}) diff --git a/previews/PR38/assets/logo.png b/previews/PR38/assets/logo.png new file mode 100644 index 0000000..fff6987 Binary files /dev/null and b/previews/PR38/assets/logo.png differ diff --git a/previews/PR38/assets/themes/documenter-dark.css b/previews/PR38/assets/themes/documenter-dark.css new file mode 100644 index 0000000..9f5449f --- /dev/null +++ b/previews/PR38/assets/themes/documenter-dark.css @@ -0,0 +1,7 @@ +html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .file-cta,html.theme--documenter-dark .file-name,html.theme--documenter-dark .select select,html.theme--documenter-dark .textarea,html.theme--documenter-dark .input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input,html.theme--documenter-dark .button{-moz-appearance:none;-webkit-appearance:none;align-items:center;border:1px solid transparent;border-radius:.4em;box-shadow:none;display:inline-flex;font-size:1rem;height:2.5em;justify-content:flex-start;line-height:1.5;padding-bottom:calc(0.5em - 1px);padding-left:calc(0.75em 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.is-focused.file-name,html.theme--documenter-dark .select select.is-focused,html.theme--documenter-dark .is-focused.textarea,html.theme--documenter-dark .is-focused.input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--documenter-dark .is-focused.button,html.theme--documenter-dark .pagination-previous:active,html.theme--documenter-dark .pagination-next:active,html.theme--documenter-dark .pagination-link:active,html.theme--documenter-dark .pagination-ellipsis:active,html.theme--documenter-dark .file-cta:active,html.theme--documenter-dark .file-name:active,html.theme--documenter-dark .select select:active,html.theme--documenter-dark .textarea:active,html.theme--documenter-dark .input:active,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input:active,html.theme--documenter-dark .button:active,html.theme--documenter-dark .is-active.pagination-previous,html.theme--documenter-dark .is-active.pagination-next,html.theme--documenter-dark .is-active.pagination-link,html.theme--documenter-dark .is-active.pagination-ellipsis,html.theme--documenter-dark .is-active.file-cta,html.theme--documenter-dark .is-active.file-name,html.theme--documenter-dark .select select.is-active,html.theme--documenter-dark .is-active.textarea,html.theme--documenter-dark .is-active.input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-active,html.theme--documenter-dark .is-active.button{outline:none}html.theme--documenter-dark .pagination-previous[disabled],html.theme--documenter-dark .pagination-next[disabled],html.theme--documenter-dark .pagination-link[disabled],html.theme--documenter-dark .pagination-ellipsis[disabled],html.theme--documenter-dark .file-cta[disabled],html.theme--documenter-dark .file-name[disabled],html.theme--documenter-dark .select select[disabled],html.theme--documenter-dark .textarea[disabled],html.theme--documenter-dark 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html.theme--documenter-dark .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--documenter-dark .button.is-black{background-color:#0a0a0a;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-black:hover,html.theme--documenter-dark .button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-black:focus,html.theme--documenter-dark .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-black:focus:not(:active),html.theme--documenter-dark .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--documenter-dark .button.is-black:active,html.theme--documenter-dark .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-black[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--documenter-dark .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-inverted:hover,html.theme--documenter-dark .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-outlined:hover,html.theme--documenter-dark .button.is-black.is-outlined.is-hovered,html.theme--documenter-dark 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html.theme--documenter-dark .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-light{background-color:#ecf0f1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light:hover,html.theme--documenter-dark .button.is-light.is-hovered{background-color:#e5eaec;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light:focus,html.theme--documenter-dark .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light:focus:not(:active),html.theme--documenter-dark .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(236,240,241,0.25)}html.theme--documenter-dark .button.is-light:active,html.theme--documenter-dark .button.is-light.is-active{background-color:#dde4e6;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light{background-color:#ecf0f1;border-color:#ecf0f1;box-shadow:none}html.theme--documenter-dark .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-inverted:hover,html.theme--documenter-dark .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-light.is-outlined{background-color:transparent;border-color:#ecf0f1;color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-outlined:hover,html.theme--documenter-dark .button.is-light.is-outlined.is-hovered,html.theme--documenter-dark .button.is-light.is-outlined:focus,html.theme--documenter-dark .button.is-light.is-outlined.is-focused{background-color:#ecf0f1;border-color:#ecf0f1;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-light.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-light.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark 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.button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-dark,html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:hover,html.theme--documenter-dark .content kbd.button:hover,html.theme--documenter-dark .button.is-dark.is-hovered,html.theme--documenter-dark .content kbd.button.is-hovered{background-color:#232829;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:focus,html.theme--documenter-dark .content kbd.button:focus,html.theme--documenter-dark .button.is-dark.is-focused,html.theme--documenter-dark .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:focus:not(:active),html.theme--documenter-dark .content kbd.button:focus:not(:active),html.theme--documenter-dark .button.is-dark.is-focused:not(:active),html.theme--documenter-dark .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(40,47,47,0.25)}html.theme--documenter-dark .button.is-dark:active,html.theme--documenter-dark .content kbd.button:active,html.theme--documenter-dark .button.is-dark.is-active,html.theme--documenter-dark .content kbd.button.is-active{background-color:#1d2122;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark[disabled],html.theme--documenter-dark .content kbd.button[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark,fieldset[disabled] html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:#282f2f;box-shadow:none}html.theme--documenter-dark .button.is-dark.is-inverted,html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#fff;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted:hover,html.theme--documenter-dark .content kbd.button.is-inverted:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-dark.is-inverted[disabled],html.theme--documenter-dark .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-loading::after,html.theme--documenter-dark .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined,html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-outlined.is-focused{background-color:#282f2f;border-color:#282f2f;color:#fff}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-primary,html.theme--documenter-dark .docstring>section>a.button.docs-sourcelink{background-color:#375a7f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-primary:hover,html.theme--documenter-dark .docstring>section>a.button.docs-sourcelink:hover,html.theme--documenter-dark .button.is-primary.is-hovered,html.theme--documenter-dark .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#335476;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-primary:focus,html.theme--documenter-dark 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.docstring>section>a.button.is-inverted.docs-sourcelink[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-primary.is-inverted,fieldset[disabled] html.theme--documenter-dark .docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;border-color:transparent;box-shadow:none;color:#375a7f}html.theme--documenter-dark .button.is-primary.is-loading::after,html.theme--documenter-dark .docstring>section>a.button.is-loading.docs-sourcelink::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-primary.is-outlined,html.theme--documenter-dark .docstring>section>a.button.is-outlined.docs-sourcelink{background-color:transparent;border-color:#375a7f;color:#375a7f}html.theme--documenter-dark .button.is-primary.is-outlined:hover,html.theme--documenter-dark .docstring>section>a.button.is-outlined.docs-sourcelink:hover,html.theme--documenter-dark .button.is-primary.is-outlined.is-hovered,html.theme--documenter-dark 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.button.is-danger:hover,html.theme--documenter-dark .button.is-danger.is-hovered{background-color:#92190c;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus,html.theme--documenter-dark .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus:not(:active),html.theme--documenter-dark .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(158,27,13,0.25)}html.theme--documenter-dark .button.is-danger:active,html.theme--documenter-dark .button.is-danger.is-active{background-color:#86170b;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger{background-color:#9e1b0d;border-color:#9e1b0d;box-shadow:none}html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#9e1b0d;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-outlined.is-focused{background-color:#9e1b0d;border-color:#9e1b0d;color:#fff}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#9e1b0d;box-shadow:none;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fdeeec;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#fce3e0;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#fcd8d5;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--documenter-dark .buttons.has-addons .button:last-child{margin-right:0}html.theme--documenter-dark .buttons.has-addons .button:hover,html.theme--documenter-dark .buttons.has-addons .button.is-hovered{z-index:2}html.theme--documenter-dark .buttons.has-addons .button:focus,html.theme--documenter-dark .buttons.has-addons .button.is-focused,html.theme--documenter-dark .buttons.has-addons .button:active,html.theme--documenter-dark .buttons.has-addons .button.is-active,html.theme--documenter-dark .buttons.has-addons .button.is-selected{z-index:3}html.theme--documenter-dark .buttons.has-addons .button:focus:hover,html.theme--documenter-dark .buttons.has-addons .button.is-focused:hover,html.theme--documenter-dark .buttons.has-addons .button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--documenter-dark .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--documenter-dark .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--documenter-dark .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--documenter-dark .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--documenter-dark .content li+li{margin-top:0.25em}html.theme--documenter-dark .content p:not(:last-child),html.theme--documenter-dark .content dl:not(:last-child),html.theme--documenter-dark .content ol:not(:last-child),html.theme--documenter-dark .content ul:not(:last-child),html.theme--documenter-dark .content blockquote:not(:last-child),html.theme--documenter-dark .content pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--documenter-dark .icon.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--documenter-dark .icon.is-medium{height:2rem;width:2rem}html.theme--documenter-dark .icon.is-large{height:3rem;width:3rem}html.theme--documenter-dark .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--documenter-dark .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--documenter-dark .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--documenter-dark .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--documenter-dark div.icon-text{display:flex}html.theme--documenter-dark .image,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--documenter-dark .image img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--documenter-dark .image img.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--documenter-dark .image.is-fullwidth,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--documenter-dark .image.is-5by4 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--documenter-dark .image.is-4by3 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--documenter-dark .image.is-4by3 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--documenter-dark .image.is-3by2 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--documenter-dark .image.is-3by2 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--documenter-dark .image.is-5by3 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--documenter-dark .image.is-5by3 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--documenter-dark .image.is-16by9 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--documenter-dark .image.is-16by9 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--documenter-dark .image.is-2by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--documenter-dark .image.is-2by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--documenter-dark .image.is-3by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--documenter-dark .image.is-3by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by1 .has-ratio,html.theme--documenter-dark .image.is-4by5 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by5 img,html.theme--documenter-dark .image.is-4by5 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by5 .has-ratio,html.theme--documenter-dark .image.is-3by4 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GitHub

SpectralIndices.jl Documentation

Welcome to the documentation for SpectralIndices.jl, a comprehensive Julia package for calculating a wide array of spectral indices used in remote sensing and environmental monitoring.

Overview

SpectralIndices.jl simplifies the computation of spectral indices, offering support for both standard and custom indices. The package is designed for efficiency and ease of use, catering to both researchers and practitioners in the field of remote sensing.

Features

  • Supports a broad range of predefined spectral indices.
  • Custom index creation capabilities.
  • Flexible input options for various data types.
  • Efficient computation for large datasets.

Getting Started

To get started with SpectralIndices.jl, follow these steps:

Installation

To install SpectralIndices.jl, use the following Julia command:

using Pkg
+Pkg.add("SpectralIndices")

Basic usage

Here's a simple example to compute the NDVI spectral index:

using SpectralIndices
+
+NDVI_result = compute_index("NDVI", N = 0.643, R = 0.175)

License

SpectralIndices.jl is released under the MIT License.

Citation

If you use SpectralIndices.jl in your research, please cite it as follows:

@article{montero2023standardized,
+  title={A standardized catalogue of spectral indices to advance the use of remote sensing in Earth system research},
+  author={Montero, David and Aybar, C{\'e}sar and Mahecha, Miguel D and Martinuzzi, Francesco and S{\"o}chting, Maximilian and Wieneke, Sebastian},
+  journal={Scientific Data},
+  volume={10},
+  number={1},
+  pages={197},
+  year={2023},
+  publisher={Nature Publishing Group UK London}
+}
diff --git a/previews/PR38/search_index.js b/previews/PR38/search_index.js new file mode 100644 index 0000000..a573400 --- /dev/null +++ b/previews/PR38/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"api/axioms/#Axioms","page":"Axioms","title":"Axioms","text":"","category":"section"},{"location":"api/axioms/","page":"Axioms","title":"Axioms","text":"SpectralIndex\ncompute\nPlatformBand\nBand\nConstant","category":"page"},{"location":"api/axioms/#SpectralIndices.SpectralIndex","page":"Axioms","title":"SpectralIndices.SpectralIndex","text":"SpectralIndex(index::Dict{String, Any})\n\nThis object allows interaction with specific Spectral Indices in the Awesome Spectral Indices list. Attributes of the Spectral Index can be accessed and the index itself can be computed.\n\nArguments\n\nindex::Dict{String, Any}: A dictionary with the following keys:\n\"short_name\": Short name of the spectral index.\n\"long_name\": Long name or description of the spectral index.\n\"bands\": List of bands or wavelengths used in the index calculation.\n\"application_domain\": Application domain or use case of the spectral index.\n\"reference\": Reference or source of the spectral index formula.\n\"formula\": Mathematical formula of the spectral index.\n\"date_of_addition\": Date when the spectral index was added (in \"yyyy-mm-dd\" format).\n\"contributor\": Contributor or source of the spectral index information.\n\"platforms\": Platforms or sensors for which the index is applicable.\n\nReturns\n\nA SpectralIndex object containing the specified index information.\n\nExamples\n\njulia> indices[\"NIRv\"]\n\n\nOr, accessing directly the provided Dict of spectral indices:\n\nNIRv\n\n\n\n\n\n","category":"type"},{"location":"api/axioms/#SpectralIndices.compute","page":"Axioms","title":"SpectralIndices.compute","text":"compute(si::SpectralIndex, params::Dict=Dict(); kwargs...) -> Any\n\nComputes a Spectral Index based on the provided SpectralIndex instance, parameters, and optional keyword arguments.\n\nParameters\n\nsi: An instance of SpectralIndex which includes the name and details of the spectral index to be computed.\nparams: (Optional) Dictionary of parameters used as inputs for the computation. If not provided, parameters can be passed using keyword arguments.\nkwargs: Additional parameters used as inputs for the computation, provided as keyword pairs. These are used if params is empty.\n\nReturns\n\nThe computed Spectral Index, the type of return value depends on the input parameters and the specific spectral index being computed.\n\nExamples\n\njulia> compute(NDVI; N=0.643, R=0.175)\n\n\njulia> compute(NDVI; N=fill(0.643, (5, 5)), R=fill(0.175, (5, 5)))\n\n\n\n\n\n\n","category":"function"},{"location":"api/axioms/#SpectralIndices.PlatformBand","page":"Axioms","title":"SpectralIndices.PlatformBand","text":"PlatformBand(platform_band::Dict{String, Any})\n\nThis struct provides information about a specific band for a specific sensor or platform.\n\nArguments\n\nplatform_band::Dict{String, Any}: A dictionary with the following keys:\n\"platform\": Name of the platform or sensor.\n\"band\": Band number or name for the specific platform.\n\"name\": Description or name of the band for the specific platform.\n\"wavelength\": Center wavelength of the band (in nm) for the specific platform.\n\"bandwidth\": Bandwidth of the band (in nm) for the specific platform.\n\nReturns\n\nA PlatformBand object containing the specified band information.\n\nExamples\n\nplatform_band_dict = Dict(\n \"platform\" => \"Sentinel-2A\",\n \"band\" => \"B2\",\n \"name\" => \"Blue\",\n \"wavelength\" => 492.4,\n \"bandwidth\" => 66.0,\n)\n\nplatform_band = PlatformBand(platform_band_dict)\n\nOr, accessing directly the provided Dict of platforms:\n\njulia> bands[\"B\"].platforms[\"sentinel2a\"]\n\n\njulia> bands[\"B\"].platforms[\"sentinel2a\"].wavelength\n\n\n\n\n\n\n","category":"type"},{"location":"api/axioms/#SpectralIndices.Band","page":"Axioms","title":"SpectralIndices.Band","text":"Band(band::Dict{String, Any})\n\nConstructs a Band object to interact with specific bands in the list of required bands for Spectral Indices in the Awesome Spectral Indices list.\n\nArguments\n\nband::Dict{String, Any}: A dictionary containing band information with the following keys:\n\"short_name\": Short name of the band.\n\"long_name\": Description or name of the band.\n\"common_name\": Common name of the band according to the Electro-Optical Extension Specification for STAC.\n\"min_wavelength\": Minimum wavelength of the spectral range of the band (in nm).\n\"max_wavelength\": Maximum wavelength of the spectral range of the band (in nm).\n\"platforms\": A dictionary of platform information associated with this band.\n\nReturns\n\nA Band object representing the specified band.\n\nExamples\n\njulia> bands[\"B\"]\nband_dict = Dict{String, Any}(\n \"short_name\" => \"B\",\n \"long_name\" => \"Blue\",\n \"common_name\" => \"Blue\",\n \"min_wavelength\" => 450.0,\n \"max_wavelength\" => 495.0,\n \"platforms\" => Dict{String, Any}(\n \"sentinel2a\" => PlatformBand(...), # PlatformBand constructor details here\n \"sentinel2b\" => PlatformBand(...), # PlatformBand constructor details here\n # Add other platforms as needed\n )\n)\n\nband = Band(band_dict)\n\nOr, using the provided bands\n\njulia> bands[\"B\"].long_name\n\n\n\n\n\n\n","category":"type"},{"location":"api/axioms/#SpectralIndices.Constant","page":"Axioms","title":"SpectralIndices.Constant","text":"Constant(constant::Dict{String, Any}) -> Constant\n\nCreate a Constant object from a dictionary.\n\nArguments\n\nconstant::Dict{String, Any}: A dictionary containing the following keys:\n\"description\": Description of the constant.\n\"short_name\": Short name of the constant.\n\"default\": Default value of the constant.\n\nReturns\n\nConstant: An instance of the Constant struct with fields populated based on the provided dictionary.\n\nExample\n\nconstant_dict = Dict(\n \"description\" => \"Speed of light in vacuum\", \"short_name\" => \"c\", \"default\" => 299792458\n)\nconstant = Constant(constant_dict)\n\n\n\n\n\n","category":"type"},{"location":"tutorials/yaxarrays/#YAXArrays.jl","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"","category":"section"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"This tutorial will illustrate how to use SpectralIndices.jl using YAXArrays.jl as input data.","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"First we need to download the data, like in the previous tutorial. Only this time the data is going to be higher dimensional and slightly more complex, hence the need for YAXArrays.jl. In order to do so we are going to use the load_dataset function:","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"using YAXArrays, DimensionalData\nusing SpectralIndices\nyaxa = load_dataset(\"sentinel\", YAXArray)","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"As it is possible to observe we have a YAXArray object with three dimensions: bands, x and y. Each band is one of the 10 m spectral bands of a Sentinel-2 image.","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"The data is stored as Int64, so let us convert it to Float and rescale it:","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"yaxa = yaxa./10000","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"Now let's compute the NDVI for this dataset!","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"ndvi = compute_index(\"NDVI\";\n N=yaxa[bands = At(\"B08\")],\n R=yaxa[bands = At(\"B04\")])","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"As usual we can also just feed a properly constructed YAXArray to the compute_index function. Let's built the array:","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"index_R = findfirst(yaxa.bands.val .== \"B04\")\nindex_N = findfirst(yaxa.bands.val .== \"B08\")\nnew_bands_dim = Dim{:Variables}([\"R\", \"N\"])\n\nnr_data = cat(yaxa[:, :, index_R], yaxa[:, :, index_N], dims=3)\nnew_yaxa = YAXArray((yaxa.x, yaxa.y, new_bands_dim), nr_data)","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"!!!warn Please notice how the Dim is called Variables. This is needed for the internal computation to work properly.","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"Now that we have our YAXArray with the correctly names Dims we can use it direcly into compute_index:","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"ndvi = compute_index(\n \"NDVI\", new_yaxa\n)","category":"page"},{"location":"tutorials/yaxarrays/#Computing-Kernels-for-kNDVI","page":"YAXArrays.jl","title":"Computing Kernels for kNDVI","text":"","category":"section"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"We want to compute the kNDVI for a YAXArray. ","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"kNDVI","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"As we see from bands we need the kNN and kNR. In order to compute these values SpectralIndices.jl provides a compute_kernel function. If you are curious about the kNDVI remember that you always have the source of the index in the reference field:","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"kNDVI.reference","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"Onto the calculations:","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"knn = YAXArray((yaxa.x, yaxa.y), fill(1.0, 300, 300))\nknr = compute_kernel(\n RBF;\n a = Float64.(yaxa[bands = At(\"B08\")]),\n b = Float64.(yaxa[bands = At(\"B04\")]),\n sigma = yaxa[bands = At(\"B08\")].+yaxa[bands = At(\"B04\")] ./ 2\n)","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"As always, you can decide to build an YAXArray and feed that to the compute_kernel function if you prefer:","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"a = Float64.(yaxa[bands = At(\"B08\")])\nb = Float64.(yaxa[bands = At(\"B04\")])\nsigma = yaxa[bands = At(\"B08\")].+yaxa[bands = At(\"B04\")] ./ 2\nkernel_dims = Dim{:Variables}([\"a\", \"b\", \"sigma\"])\n\nparams = concatenatecubes([a, b, sigma], kernel_dims)\n\nknr = compute_kernel(RBF, params)","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"We can finally compute the kNDVI:","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"kndvi = compute_index(\"kNDVI\"; kNN = knn, kNR=knr)","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"Let's plot it!","category":"page"},{"location":"tutorials/yaxarrays/","page":"YAXArrays.jl","title":"YAXArrays.jl","text":"using GLMakie\nfig = Figure(resolution = (500, 500))\nax = Axis(fig[1, 1])\nimage!(ax, kndvi.data, colormap=:haline)\nylims!(300, 0)\nfig","category":"page"},{"location":"api/datasets/#Datasets","page":"Datasets","title":"Datasets","text":"","category":"section"},{"location":"api/datasets/","page":"Datasets","title":"Datasets","text":"get_datasets\nload_dataset","category":"page"},{"location":"api/datasets/#SpectralIndices.get_datasets","page":"Datasets","title":"SpectralIndices.get_datasets","text":"get_datasets(; datasets=[\"S2_10m.json\", \"spectral.json\"], data_loc=joinpath(dirname(@__FILE__), \"..\", \"data\"))\n\nDownload predefined datasets from a specified remote location and save them to a local directory.\n\nKeyword Arguments\n\ndatasets::Array{String,1}: A list of dataset filenames to download. Defaults to [\"S2_10m.json\", \"spectral.json\"].\ndata_loc::String: The local directory path where the downloaded datasets will be saved. Defaults to a data directory located one level up from the script's directory.\n\nDescription\n\nThis function iterates over a list of dataset filenames, downloads each dataset from a predefined remote URL, and saves them into a specified local directory. The remote URL is currently hardcoded to download specifically the \"S2_10m.json\" file for any given dataset in the list. Adjust the function or its usage accordingly if different URLs are needed for different datasets.\n\nExample\n\nget_datasets() # Downloads the default datasets to the default location\n\nget_datasets(; datasets=[\"custom_dataset.json\"], data_loc=\"path/to/custom/directory\")\n\nThis is particularly useful for setting up local environments with necessary data files for further processing or analysis.\n\n\n\n\n\n","category":"function"},{"location":"api/datasets/#SpectralIndices.load_dataset","page":"Datasets","title":"SpectralIndices.load_dataset","text":"load_dataset(dataset::String) -> YAXArray\nload_dataset(dataset::String) -> DataFrame\n\nLoad a specified dataset and convert it into either a YAXArray or a DataFrame, depending on the loaded packages.\n\nArguments\n\ndataset::String: The name of the dataset to load. Currently supports \"sentinel\" and \"spectral\".\n\nReturns\n\nIf YAXArrays is loaded in the namespace, returns a YAXArray object containing the loaded dataset, with dimensions labeled as :x, :y, and :bands. The spatial dimensions (:x and :y) are assumed to have a size of 300 each, and the :bands dimension includes [\"B02\", \"B03\", \"B04\", \"B08\"] bands.\nIf DataFrames is loaded in the namespace, returns a DataFrame with the dataset loaded into it.\n\nErrors\n\nThrows an error if the dataset argument does not match one of the predefined dataset names.\n\nExample\n\n# Load dataset as YAXArray\nyax_ds = SpectralIndices.load_dataset(\"sentinel\")\n\n# Load dataset as DataFrame\ndf_ds = SpectralIndices.load_dataset(\"spectral\")\n\nThe current implementation expects the JSON files (\"S2_10m.json\" for \"sentinel\" and \"spectral.json\" for \"spectral\") to follow a specific format: a vector of vectors where each inner vector represents a band's data in a 300x300 spatial grid for the YAXArray version, or a suitable structure that can be directly converted into a DataFrame for the DataFrame version. The files are already provided for examples in the package in the folder data.\n\n\n\n\n\n","category":"function"},{"location":"api/compute/#Compute-Index","page":"Compute","title":"Compute Index","text":"","category":"section"},{"location":"api/compute/","page":"Compute","title":"Compute","text":"compute_index\ncompute_kernel","category":"page"},{"location":"api/compute/#SpectralIndices.compute_index","page":"Compute","title":"SpectralIndices.compute_index","text":"compute_index(index::String, params::Dict=Dict(), online::Bool=false; kwargs...) -> Any\n\nComputes one or more Spectral Indices from a predefined list, based on the provided index name, parameters, and optional keyword arguments.\n\nParameters\n\nindex: Name of the spectral index or a list of index names to compute.\nparams: (Optional) Dictionary of parameters used as inputs for the computation. If not provided, parameters can be passed using keyword arguments.\nonline: (Optional) Flag indicating whether to retrieve the most recent list of indices online.\nkwargs: Additional parameters used as inputs for the computation, provided as keyword pairs.\n\nReturns\n\nComputed Spectral Indices, the type of return value depends on the input parameters.\n\nExamples\n\njulia> compute_index(\"NDVI\"; N=0.643, R=0.175)\n\n\njulia> compute_index(\"NDVI\"; N=fill(0.643, (5, 5)), R=fill(0.175, (5, 5)))\n\n\njulia> compute_index(\"NDVI\"; N=fill(0.643, 5), R=fill(0.175, 5))\n\n\njulia> compute_index([\"NDVI\", \"SAVI\"]; N=fill(0.643, 5), R=fill(0.175, 5), L=fill(0.5, 5))\n\n\njulia> compute_index([\"NDVI\", \"SAVI\"]; N=0.643, R=0.175, L=0.5)\n\n\njulia> compute_index(\n [\"NDVI\", \"SAVI\"]; N=fill(0.643, (5, 5)), R=fill(0.175, (5, 5)), L=fill(0.5, (5, 5))\n )\n\n\n\n\n\n\n","category":"function"},{"location":"api/compute/#SpectralIndices.compute_kernel","page":"Compute","title":"SpectralIndices.compute_kernel","text":"compute_kernel(kernel, params=nothing; kwargs...)\n\nCompute a specified kernel using either provided parameters or keyword arguments.\n\nArguments\n\nkernel: The kernel function to use. Should be one of linear, poly, or RBF.\nparams: (Optional) A Dict, DataFrame, or YAXArray containing parameters for the kernel computation.\nkwargs...: Keyword arguments that will be converted to parameters if params is not provided.\n\nReturns\n\nThe result of the kernel computation, the type of which depends on the input type.\n\nExamples\n\nresult = compute_kernel(linear; params=Dict(\"a\" => 1, \"b\" => 2))\n\n\n\n\n\n","category":"function"},{"location":"api/compute/","page":"Compute","title":"Compute","text":"linear\npoly\nRBF","category":"page"},{"location":"api/compute/#SpectralIndices.linear","page":"Compute","title":"SpectralIndices.linear","text":"linear(a::Number, b::Number)\nlinear(a::AbstractArray, b::AbstractArray)\nlinear(params::Dict{String, T})\nlinear(params::DataFrame)\nlinear(params::YAXArray)\n\nCompute the linear kernel a * b. This function supports various input types, including numbers, arrays, dictionaries, data frames, and YAXArrays.\n\nArguments\n\na: First parameter for the linear kernel. Can be a number or an array.\nb: Second parameter for the linear kernel. Can be a number or an array.\nparams: A dictionary, data frame, or YAXArray containing the parameters \"a\" and \"b\".\n\nReturns\n\nThe result of a * b. The output type depends on the input types:\nIf a and b are numbers, the result is a number.\nIf a and b are arrays, the result is an array with element-wise multiplication.\nIf params is used, the result is in the same format as params (either a dictionary, DataFrame, or YAXArray).\n\nExamples\n\n# Using numbers\nresult = linear(2, 3)\n\n# Using arrays\nresult = linear([1, 2, 3], [4, 5, 6])\n\n# Using a dictionary\nresult = linear(Dict(\"a\" => 2, \"b\" => 3))\n\n# Using a DataFrame\ndf = DataFrame(; a=[1, 2, 3], b=[4, 5, 6])\nresult = linear(df)\n\n\n\n\n\n","category":"function"},{"location":"api/compute/#SpectralIndices.poly","page":"Compute","title":"SpectralIndices.poly","text":"poly(a::T, b::T, c::T, p::T) where T <: Number\npoly(a::T, b::T, c::T, p::T) where T <: AbstractArray\npoly(params::Dict{String, T})\npoly(params::DataFrame)\npoly(params::YAXArray)\n\nCompute the polynomial kernel (a * b + c) ^ p. This function supports various input types, including numbers, arrays, dictionaries, data frames, and YAXArrays.\n\nArguments\n\na: First parameter for the polynomial kernel. Can be a number or an array.\nb: Second parameter for the polynomial kernel. Can be a number or an array.\nc: Coefficient added to the product of a and b. Can be a number or an array.\np: Exponent to which the sum of the product and coefficient is raised. Can be a number or an array.\nparams: A dictionary, data frame, or YAXArray containing the parameters \"a\", \"b\", \"c\", and \"p\".\n\nReturns\n\nThe result of (a * b + c) ^ p. The output type depends on the input types:\nIf a, b, c, and p are numbers, the result is a number.\nIf a, b, c, and p are arrays, the result is an array with the operation applied element-wise.\nIf params is used, the result matches the format of params (either a dictionary, DataFrame, or YAXArray).\n\nExamples\n\n# Using numbers\nresult = poly(2, 3, 1, 2)\n\n# Using arrays\nresult = poly([1, 2, 3], [4, 5, 6], [1, 1, 1], [2, 2, 2])\n\n# Using a dictionary\nresult = poly(Dict(\"a\" => 2, \"b\" => 3, \"c\" => 1, \"p\" => 2))\n\n# Using a DataFrame\ndf = DataFrame(; a=[1, 2, 3], b=[4, 5, 6], c=[1, 1, 1], p=[2, 2, 2])\nresult = poly(df)\n\n\n\n\n\n","category":"function"},{"location":"api/compute/#SpectralIndices.RBF","page":"Compute","title":"SpectralIndices.RBF","text":"RBF(a::T, b::T, sigma::T) where T <: Number\nRBF(a::T, b::T, sigma::T) where T <: AbstractArray\nRBF(params::Dict{String, T})\nRBF(params::DataFrame)\nRBF(params::YAXArray)\n\nCompute the Radial Basis Function (RBF) kernel exp((-1.0 * (a - b) ^ 2.0) / (2.0 * sigma ^ 2.0)). This function supports various input types, including numbers, arrays, dictionaries, data frames, and YAXArrays.\n\nArguments\n\na: First parameter for the RBF kernel. Can be a number or an array.\nb: Second parameter for the RBF kernel. Can be a number or an array.\nsigma: Length-scale parameter for the RBF kernel. Can be a number or an array.\nparams: A dictionary, data frame, or YAXArray containing the parameters \"a\", \"b\", and \"sigma\".\n\nReturns\n\nThe result of the RBF kernel. The output type depends on the input types:\nIf a, b, and sigma are numbers, the result is a number.\nIf a, b, and sigma are arrays, the result is an array with the operation applied element-wise.\nIf params is used, the result matches the format of params (either a dictionary, DataFrame, or YAXArray).\n\nExamples\n\n# Using numbers\nresult = RBF(1, 2, 0.5)\n\n# Using arrays\nresult = RBF([1, 2, 3], [4, 5, 6], [0.5, 0.5, 0.5])\n\n# Using a dictionary\nresult = RBF(Dict(\"a\" => 1, \"b\" => 2, \"sigma\" => 0.5))\n\n# Using a DataFrame\ndf = DataFrame(; a=[1, 2, 3], b=[4, 5, 6], sigma=[0.5, 0.5, 0.5])\nresult = RBF(df)\n\n\n\n\n\n","category":"function"},{"location":"tutorials/dataframes/#DataFrames.jl","page":"DataFrames.jl","title":"DataFrames.jl","text":"","category":"section"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"This section of the documentation will help you understand how to work with SpectralIndices.jl using DataFrames.jl as input.","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"This tutorial relies on data stored in data. To access it we are going to use the following:","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"using SpectralIndices, DataFrames\ndf = load_dataset(\"spectral\", DataFrame)\nfirst(df, 5)","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"Each column of this dataset is the Surface Reflectance from Landsat 8 for 3 different classes. The samples were taken over Oporto. The data is taken from spyndex and this tutorial is meant to closely mirror the python version.","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"This dataset specifically contains three different classes:","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"unique(df[!, \"class\"])","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"so to reflect that we are going to calculate three different indices: NDVI for vegetation, NDWI for water and NDBI for urban.","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"NDVI","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"NDWI","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"NDBI","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"We have multiple ways to feed this data to SectralIndices.jl to generate our indices. We will try to cover most of them here.","category":"page"},{"location":"tutorials/dataframes/#From-DataFrame-to-DataFrame","page":"DataFrames.jl","title":"From DataFrame to DataFrame","text":"","category":"section"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"A straightforward way to obtain the calculation of the indices is to feed a DataFrame to compute_index. In order to do this we need first to build the new DataFrame. We can explore which bands we need by calling the bands field in the indices:","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"NDVI.bands","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"NDWI.bands","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"NDBI.bands","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"In this case we are going to need only Green, Red, NIR and SWIR1 bands. Since the compute_index expects the bands to have the same name as the have in the bands field we need to select the specific columns that we want out of the dataset and rename them. We can do this easily with select:","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"params = select(df, :SR_B3=>:G, :SR_B4=>:R, :SR_B5=>:N, :SR_B6=>:S1)\nfirst(params, 5)","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"Now our dataset is ready, and we just need to call the compute_index function","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"idx = compute_index([\"NDVI\", \"NDWI\", \"NDBI\"], params)\nfirst(idx, 5)","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"The result is a new DataFrame with the desired indices as columns.","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"Another way to obtain this is to feed single DataFrames as kwargs. First we need to define the single DataFrames:","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"\nidx = compute_index([\"NDVI\", \"NDWI\", \"NDBI\"]; \n G = select(df, :SR_B3=>:G),\n N = select(df, :SR_B5=>:N),\n R = select(df, :SR_B4=>:R),\n S1 = select(df, :SR_B6=>:S1))\nfirst(idx, 5)","category":"page"},{"location":"tutorials/dataframes/#From-DataFrame-to-Vector","page":"DataFrames.jl","title":"From DataFrame to Vector","text":"","category":"section"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"Alternatively you can define a Dict for the indices from the DataFrame, going back to an example we saw in the previous page:","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"params = Dict(\"G\" => df[!, \"SR_B3\"], \"N\" => df[!, \"SR_B5\"], \"R\" => df[!, \"SR_B4\"], \"S1\" => df[!, \"SR_B6\"])","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"The computation is done in the same way:","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"ndvi, ndwi, ndbi = compute_index([\"NDVI\", \"NDWI\", \"NDBI\"], params)","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"Just be careful with the naming, SpectralIndices.jl brings into the namespace all the indices as defined in indices. The all caps version of the indices is reserved for them, as we illustrated at the beginning of this tutorial:","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"NDVI","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"The two steps can be merged by providing the values directly as kwargs:","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"ndvi, ndwi, ndbi = compute_index([\"NDVI\", \"NDWI\", \"NDBI\"]; \n G = df[!, \"SR_B3\"],\n N = df[!, \"SR_B5\"],\n R = df[!, \"SR_B4\"],\n S1 = df[!, \"SR_B6\"])","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"You are free to choose whichever method you prefer, there is no meaningful trade-off in speed","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"@time ndvi, ndwi, ndbi = compute_index([\"NDVI\", \"NDWI\", \"NDBI\"], params)","category":"page"},{"location":"tutorials/dataframes/","page":"DataFrames.jl","title":"DataFrames.jl","text":"@time ndvi, ndwi, ndbi = compute_index([\"NDVI\", \"NDWI\", \"NDBI\"]; \n G = df[!, \"SR_B3\"],\n N = df[!, \"SR_B5\"],\n R = df[!, \"SR_B4\"],\n S1 = df[!, \"SR_B6\"])","category":"page"},{"location":"#SpectralIndices.jl-Documentation","page":"SpectralIndices.jl","title":"SpectralIndices.jl Documentation","text":"","category":"section"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"Welcome to the documentation for SpectralIndices.jl, a comprehensive Julia package for calculating a wide array of spectral indices used in remote sensing and environmental monitoring.","category":"page"},{"location":"#Overview","page":"SpectralIndices.jl","title":"Overview","text":"","category":"section"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"SpectralIndices.jl simplifies the computation of spectral indices, offering support for both standard and custom indices. The package is designed for efficiency and ease of use, catering to both researchers and practitioners in the field of remote sensing.","category":"page"},{"location":"#Features","page":"SpectralIndices.jl","title":"Features","text":"","category":"section"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"Supports a broad range of predefined spectral indices.\nCustom index creation capabilities.\nFlexible input options for various data types.\nEfficient computation for large datasets.","category":"page"},{"location":"#Getting-Started","page":"SpectralIndices.jl","title":"Getting Started","text":"","category":"section"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"To get started with SpectralIndices.jl, follow these steps:","category":"page"},{"location":"#Installation","page":"SpectralIndices.jl","title":"Installation","text":"","category":"section"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"To install SpectralIndices.jl, use the following Julia command:","category":"page"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"using Pkg\nPkg.add(\"SpectralIndices\")","category":"page"},{"location":"#Basic-usage","page":"SpectralIndices.jl","title":"Basic usage","text":"","category":"section"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"Here's a simple example to compute the NDVI spectral index:","category":"page"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"using SpectralIndices\n\nNDVI_result = compute_index(\"NDVI\", N = 0.643, R = 0.175)","category":"page"},{"location":"#License","page":"SpectralIndices.jl","title":"License","text":"","category":"section"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"SpectralIndices.jl is released under the MIT License.","category":"page"},{"location":"#Citation","page":"SpectralIndices.jl","title":"Citation","text":"","category":"section"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"If you use SpectralIndices.jl in your research, please cite it as follows:","category":"page"},{"location":"","page":"SpectralIndices.jl","title":"SpectralIndices.jl","text":"@article{montero2023standardized,\n title={A standardized catalogue of spectral indices to advance the use of remote sensing in Earth system research},\n author={Montero, David and Aybar, C{\\'e}sar and Mahecha, Miguel D and Martinuzzi, Francesco and S{\\\"o}chting, Maximilian and Wieneke, Sebastian},\n journal={Scientific Data},\n volume={10},\n number={1},\n pages={197},\n year={2023},\n publisher={Nature Publishing Group UK London}\n}","category":"page"},{"location":"tutorials/basic_types/#Built-in-types","page":"Basics","title":"Built-in types","text":"","category":"section"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"This guide provides a comprehensive overview of utilizing SpectralIndices.jl with Julia's built-in types and data structures. By exploring these foundational elements, you'll gain valuable insights into the package's functionality and its application in calculating spectral indices like NDVI and SAVI.","category":"page"},{"location":"tutorials/basic_types/#Introduction-to-Indices-Calculation","page":"Basics","title":"Introduction to Indices Calculation","text":"","category":"section"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"Let's begin with an example involving two data points representing the near-infrared (NIR) and red reflectances of vegetation, stored as Int values:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"nir = 6723\nred = 1243","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"Our goal is to calculate the Normalized Difference Vegetation Index (NDVI). NDVI is a widely used spectral index for monitoring vegetation health, calculated using NIR and red reflectances. The formula for NDVI is:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"NDVI = fracNIR-RedNIR+Red","category":"page"},{"location":"tutorials/basic_types/#Direct-Calculation-with-NDVI-Struct","page":"Basics","title":"Direct Calculation with NDVI Struct","text":"","category":"section"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"SpectralIndices.jl provides a straightforward method for computing NDVI:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"using SpectralIndices\nNDVI","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"This outputs the NDVI struct, containing all necessary information. The struct can also be used as a function to compute NDVI:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"NDVI(nir, red)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"This method is direct but not the recommended approach for computing indices. When using this method, ensure the parameter order matches the bands field of the SpectralIndex:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"NDVI.bands","category":"page"},{"location":"tutorials/basic_types/#Using-the-compute-Function","page":"Basics","title":"Using the compute Function","text":"","category":"section"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"A more flexible way to calculate indices is through the compute function. This function accepts the SpectralIndex struct and parameters as either a dictionary or keyword arguments:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"params = Dict(\n \"N\" => nir,\n \"R\" => red\n)\nndvi = compute(NDVI, params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"!!! warn Please ensure dictionary keys match the band names specified in the bands field.","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"Additionally you can pass the values as kwargs as follows:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"ndvi = compute(NDVI; N=nir, R=red)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"Order of keyword arguments does not affect the outcome:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"ndvi1 = compute(NDVI; N=nir, R=red)\nndvi2 = compute(NDVI; R=red, N=nir)\nndvi1 == ndvi2","category":"page"},{"location":"tutorials/basic_types/#Using-compute_index","page":"Basics","title":"Using compute_index","text":"","category":"section"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"Lastly, you can use compute_index to compute it. The precedure is identical to what has been shown so far for compute, but the specification of the index is done by passing its name in a String:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"params = Dict(\n \"N\" => nir,\n \"R\" => red\n)\nndvi = compute_index(\"NDVI\", params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"Or, using the kwargs:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"ndvi = compute_index(\"NDVI\"; N=nir, R=red)","category":"page"},{"location":"tutorials/basic_types/#Handling-Floats","page":"Basics","title":"Handling Floats","text":"","category":"section"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"For Floats the procedure is similar. We will illustrate the example with the SAVI index","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"SAVI","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"This index needs the following bands:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"SAVI.bands","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"The L parameter is new in this example. Thankfully, SpectralIndices.jl provides a list of constant values handy that we can leverage in this situation:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"constants[\"L\"]","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"So now that we know what L is or does, we can use it in our calculation of the SAVI index. But first we are going to redefine the values to be Floats since we want to showcase some properties of SpectralIndices.jl with that data type. Additionally, SAVI needs imput values to be between -1 and 1:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"nir /= 10000\nred /= 10000","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"Now we can proceed as before. Either using a Dict to built our parameters:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"params = Dict(\n \"N\" => nir,\n \"R\" => red,\n \"L\" => 0.5\n)\nsavi = compute(SAVI, params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"or by passing them as kwargs:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"savi = compute(SAVI; N=nir, R=red, L=0.5)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"And the same holds true for compute_index as well:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"params = Dict(\n \"N\" => nir,\n \"R\" => red,\n \"L\" => 0.5\n)\nsavi = compute_index(\"SAVI\", params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"savi = compute_index(\"SAVI\"; N=nir, R=red, L=0.5)","category":"page"},{"location":"tutorials/basic_types/#Computing-Multiple-Indices","page":"Basics","title":"Computing Multiple Indices","text":"","category":"section"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"Now that we have added more indices we can explore how to compute multiple indices at the same time. All is needed is to pass a Vector of Strings to the compute_index function with the chosen spectral indices inside, as well as the chosen parameters of course:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"params = Dict(\n \"N\" => nir,\n \"R\" => red,\n \"L\" => 0.5\n)\nndvi, savi = compute_index([\"NDVI\", \"SAVI\"], params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"Alternatively, using kwargs:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"ndvi, savi = compute_index([\"NDVI\", \"SAVI\"]; N=nir, R=red, L=0.5)","category":"page"},{"location":"tutorials/basic_types/#Extension-to-Vectors","page":"Basics","title":"Extension to Vectors","text":"","category":"section"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"The extension to Vectors is relatively straightforward. We follow the same procedure as before, defining our parameters, only this time they are arrays:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"params = Dict(\n \"N\" => fill(nir, 10),\n \"R\" => fill(red, 10),\n \"L\" => fill(0.5, 10)\n)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"After that we can compute either one, or both indices:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"ndvi, savi = compute_index([\"NDVI\", \"SAVI\"], params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"We can use the same params to calculate single indices. The additional bands are just going to be ignored:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"ndvi = compute_index(\"NDVI\", params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"savi = compute_index(\"SAVI\", params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"And as always, we can also pass them as kwargs:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"ndvi, savi = compute_index([\"NDVI\", \"SAVI\"];\n N=fill(nir, 10),\n R=fill(red, 10),\n L=fill(0.5, 10))","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"ndvi = compute_index(\"NDVI\";\n N=fill(nir, 10),\n R=fill(red, 10),\n L=fill(0.5, 10))","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"savi = compute_index(\"SAVI\";\n N=fill(nir, 10),\n R=fill(red, 10),\n L=fill(0.5, 10))","category":"page"},{"location":"tutorials/basic_types/#Extension-to-NamedTuples","page":"Basics","title":"Extension to NamedTuples","text":"","category":"section"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"SpectralIndices.jl allows you to also create indices from NamedTuples:","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"params = (N=fill(0.2, 10), R=fill(0.1, 10), L=fill(0.5, 10))\ncompute_index(\"NDVI\", params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"compute_index([\"NDVI\", \"SAVI\"], params)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"You can also pass the NamedTuple as kwargs splatting them, but the output will not be a NamedTuple","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"compute_index(\"NDVI\"; params...)","category":"page"},{"location":"tutorials/basic_types/","page":"Basics","title":"Basics","text":"compute_index([\"NDVI\", \"SAVI\"]; params...)","category":"page"}] +} diff --git a/previews/PR38/siteinfo.js b/previews/PR38/siteinfo.js new file mode 100644 index 0000000..1263177 --- /dev/null +++ b/previews/PR38/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "previews/PR38"; diff --git a/previews/PR38/tutorials/basic_types/index.html b/previews/PR38/tutorials/basic_types/index.html new file mode 100644 index 0000000..1587be9 --- /dev/null +++ b/previews/PR38/tutorials/basic_types/index.html @@ -0,0 +1,127 @@ + +Basics · SpectralIndices.jl
GitHub

Built-in types

This guide provides a comprehensive overview of utilizing SpectralIndices.jl with Julia's built-in types and data structures. By exploring these foundational elements, you'll gain valuable insights into the package's functionality and its application in calculating spectral indices like NDVI and SAVI.

Introduction to Indices Calculation

Let's begin with an example involving two data points representing the near-infrared (NIR) and red reflectances of vegetation, stored as Int values:

nir = 6723
+red = 1243
1243

Our goal is to calculate the Normalized Difference Vegetation Index (NDVI). NDVI is a widely used spectral index for monitoring vegetation health, calculated using NIR and red reflectances. The formula for NDVI is:

\[NDVI = \frac{NIR-Red}{NIR+Red}\]

Direct Calculation with NDVI Struct

SpectralIndices.jl provides a straightforward method for computing NDVI:

using SpectralIndices
+NDVI
NDVI: Normalized Difference Vegetation Index
+* Application Domain: vegetation
+* Bands/Parameters: Any["N", "R"]
+* Formula: (N-R)/(N+R)
+* Reference: https://ntrs.nasa.gov/citations/19740022614
+

This outputs the NDVI struct, containing all necessary information. The struct can also be used as a function to compute NDVI:

NDVI(nir, red)
0.6879236756213909

This method is direct but not the recommended approach for computing indices. When using this method, ensure the parameter order matches the bands field of the SpectralIndex:

NDVI.bands
2-element Vector{Any}:
+ "N"
+ "R"

Using the compute Function

A more flexible way to calculate indices is through the compute function. This function accepts the SpectralIndex struct and parameters as either a dictionary or keyword arguments:

params = Dict(
+    "N" => nir,
+    "R" => red
+)
+ndvi = compute(NDVI, params)
0.6879236756213909

!!! warn Please ensure dictionary keys match the band names specified in the bands field.

Additionally you can pass the values as kwargs as follows:

ndvi = compute(NDVI; N=nir, R=red)
0.6879236756213909

Order of keyword arguments does not affect the outcome:

ndvi1 = compute(NDVI; N=nir, R=red)
+ndvi2 = compute(NDVI; R=red, N=nir)
+ndvi1 == ndvi2
true

Using compute_index

Lastly, you can use compute_index to compute it. The precedure is identical to what has been shown so far for compute, but the specification of the index is done by passing its name in a String:

params = Dict(
+    "N" => nir,
+    "R" => red
+)
+ndvi = compute_index("NDVI", params)
0.6879236756213909

Or, using the kwargs:

ndvi = compute_index("NDVI"; N=nir, R=red)
0.6879236756213909

Handling Floats

For Floats the procedure is similar. We will illustrate the example with the SAVI index

SAVI
SAVI: Soil-Adjusted Vegetation Index
+* Application Domain: vegetation
+* Bands/Parameters: Any["L", "N", "R"]
+* Formula: (1.0+L)*(N-R)/(N+R+L)
+* Reference: https://doi.org/10.1016/0034-4257(88)90106-X
+

This index needs the following bands:

SAVI.bands
3-element Vector{Any}:
+ "L"
+ "N"
+ "R"

The L parameter is new in this example. Thankfully, SpectralIndices.jl provides a list of constant values handy that we can leverage in this situation:

constants["L"]
L: Canopy background adjustment
+* Description: Canopy background adjustment
+* Standard: L
+* Default value: 1.0
+* Current value: 1.0
+

So now that we know what L is or does, we can use it in our calculation of the SAVI index. But first we are going to redefine the values to be Floats since we want to showcase some properties of SpectralIndices.jl with that data type. Additionally, SAVI needs imput values to be between -1 and 1:

nir /= 10000
+red /= 10000
0.1243

Now we can proceed as before. Either using a Dict to built our parameters:

params = Dict(
+    "N" => nir,
+    "R" => red,
+    "L" => 0.5
+)
+savi = compute(SAVI, params)
0.6339657565941694

or by passing them as kwargs:

savi = compute(SAVI; N=nir, R=red, L=0.5)
0.6339657565941694

And the same holds true for compute_index as well:

params = Dict(
+    "N" => nir,
+    "R" => red,
+    "L" => 0.5
+)
+savi = compute_index("SAVI", params)
0.6339657565941694
savi = compute_index("SAVI"; N=nir, R=red, L=0.5)
0.6339657565941694

Computing Multiple Indices

Now that we have added more indices we can explore how to compute multiple indices at the same time. All is needed is to pass a Vector of Strings to the compute_index function with the chosen spectral indices inside, as well as the chosen parameters of course:

params = Dict(
+    "N" => nir,
+    "R" => red,
+    "L" => 0.5
+)
+ndvi, savi = compute_index(["NDVI", "SAVI"], params)
2-element Vector{Any}:
+ 0.687923675621391
+ 0.6339657565941694

Alternatively, using kwargs:

ndvi, savi = compute_index(["NDVI", "SAVI"]; N=nir, R=red, L=0.5)
2-element Vector{Any}:
+ 0.687923675621391
+ 0.6339657565941694

Extension to Vectors

The extension to Vectors is relatively straightforward. We follow the same procedure as before, defining our parameters, only this time they are arrays:

params = Dict(
+    "N" => fill(nir, 10),
+    "R" => fill(red, 10),
+    "L" => fill(0.5, 10)
+)
Dict{String, Vector{Float64}} with 3 entries:
+  "N" => [0.6723, 0.6723, 0.6723, 0.6723, 0.6723, 0.6723, 0.6723, 0.6723, 0.672…
+  "L" => [0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5]
+  "R" => [0.1243, 0.1243, 0.1243, 0.1243, 0.1243, 0.1243, 0.1243, 0.1243, 0.124…

After that we can compute either one, or both indices:

ndvi, savi = compute_index(["NDVI", "SAVI"], params)
2-element Vector{Any}:
+ [0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391]
+ [0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694]

We can use the same params to calculate single indices. The additional bands are just going to be ignored:

ndvi = compute_index("NDVI", params)
10-element Vector{Float64}:
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
savi = compute_index("SAVI", params)
10-element Vector{Float64}:
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694

And as always, we can also pass them as kwargs:

ndvi, savi = compute_index(["NDVI", "SAVI"];
+    N=fill(nir, 10),
+    R=fill(red, 10),
+    L=fill(0.5, 10))
2-element Vector{Any}:
+ [0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391, 0.687923675621391]
+ [0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694, 0.6339657565941694]
ndvi = compute_index("NDVI";
+    N=fill(nir, 10),
+    R=fill(red, 10),
+    L=fill(0.5, 10))
10-element Vector{Float64}:
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
+ 0.687923675621391
savi = compute_index("SAVI";
+    N=fill(nir, 10),
+    R=fill(red, 10),
+    L=fill(0.5, 10))
10-element Vector{Float64}:
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694
+ 0.6339657565941694

Extension to NamedTuples

SpectralIndices.jl allows you to also create indices from NamedTuples:

params = (N=fill(0.2, 10), R=fill(0.1, 10), L=fill(0.5, 10))
+compute_index("NDVI", params)
(NDVI = [0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333],)
compute_index(["NDVI", "SAVI"], params)
(NDVI = [0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333], SAVI = [0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003])

You can also pass the NamedTuple as kwargs splatting them, but the output will not be a NamedTuple

compute_index("NDVI"; params...)
10-element Vector{Float64}:
+ 0.3333333333333333
+ 0.3333333333333333
+ 0.3333333333333333
+ 0.3333333333333333
+ 0.3333333333333333
+ 0.3333333333333333
+ 0.3333333333333333
+ 0.3333333333333333
+ 0.3333333333333333
+ 0.3333333333333333
compute_index(["NDVI", "SAVI"]; params...)
2-element Vector{Any}:
+ [0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333, 0.3333333333333333]
+ [0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003, 0.18750000000000003]
diff --git a/previews/PR38/tutorials/dataframes/index.html b/previews/PR38/tutorials/dataframes/index.html new file mode 100644 index 0000000..229d19a --- /dev/null +++ b/previews/PR38/tutorials/dataframes/index.html @@ -0,0 +1,64 @@ + +DataFrames.jl · SpectralIndices.jl
GitHub

DataFrames.jl

This section of the documentation will help you understand how to work with SpectralIndices.jl using DataFrames.jl as input.

This tutorial relies on data stored in data. To access it we are going to use the following:

using SpectralIndices, DataFrames
+df = load_dataset("spectral", DataFrame)
+first(df, 5)
5×9 DataFrame
RowSR_B5ST_B10SR_B2SR_B6classSR_B4SR_B7SR_B3SR_B1
AnyAnyAnyAnyAnyAnyAnyAnyAny
10.269054297.3280.1007950.306206Urban0.1657640.2519490.1322270.08985
20.281264297.1080.086990.267596Urban0.1609790.2179170.1244040.0738588
30.28422297.4360.08602750.258384Urban0.1402030.2000980.1209940.0729375
40.254479297.2040.1039160.25958Urban0.1639760.2167350.1359810.0877325
50.269535297.0980.1093060.273234Urban0.181260.2195540.150350.0905925

Each column of this dataset is the Surface Reflectance from Landsat 8 for 3 different classes. The samples were taken over Oporto. The data is taken from spyndex and this tutorial is meant to closely mirror the python version.

This dataset specifically contains three different classes:

unique(df[!, "class"])
3-element Vector{Any}:
+ "Urban"
+ "Water"
+ "Vegetation"

so to reflect that we are going to calculate three different indices: NDVI for vegetation, NDWI for water and NDBI for urban.

NDVI
NDVI: Normalized Difference Vegetation Index
+* Application Domain: vegetation
+* Bands/Parameters: Any["N", "R"]
+* Formula: (N-R)/(N+R)
+* Reference: https://ntrs.nasa.gov/citations/19740022614
+
NDWI
NDWI: Normalized Difference Water Index
+* Application Domain: water
+* Bands/Parameters: Any["G", "N"]
+* Formula: (G-N)/(G+N)
+* Reference: https://doi.org/10.1080/01431169608948714
+
NDBI
NDBI: Normalized Difference Built-Up Index
+* Application Domain: urban
+* Bands/Parameters: Any["S1", "N"]
+* Formula: (S1-N)/(S1+N)
+* Reference: http://dx.doi.org/10.1080/01431160304987
+

We have multiple ways to feed this data to SectralIndices.jl to generate our indices. We will try to cover most of them here.

From DataFrame to DataFrame

A straightforward way to obtain the calculation of the indices is to feed a DataFrame to compute_index. In order to do this we need first to build the new DataFrame. We can explore which bands we need by calling the bands field in the indices:

NDVI.bands
2-element Vector{Any}:
+ "N"
+ "R"
NDWI.bands
2-element Vector{Any}:
+ "G"
+ "N"
NDBI.bands
2-element Vector{Any}:
+ "S1"
+ "N"

In this case we are going to need only Green, Red, NIR and SWIR1 bands. Since the compute_index expects the bands to have the same name as the have in the bands field we need to select the specific columns that we want out of the dataset and rename them. We can do this easily with select:

params = select(df, :SR_B3=>:G, :SR_B4=>:R, :SR_B5=>:N, :SR_B6=>:S1)
+first(params, 5)
5×4 DataFrame
RowGRNS1
AnyAnyAnyAny
10.1322270.1657640.2690540.306206
20.1244040.1609790.2812640.267596
30.1209940.1402030.284220.258384
40.1359810.1639760.2544790.25958
50.150350.181260.2695350.273234

Now our dataset is ready, and we just need to call the compute_index function

idx = compute_index(["NDVI", "NDWI", "NDBI"], params)
+first(idx, 5)
5×3 DataFrame
RowNDVINDWINDBI
Float64Float64Float64
10.237548-0.3409730.0645838
20.271989-0.386671-0.0249016
30.339326-0.402815-0.0476153
40.216278-0.3034820.00992348
50.195821-0.2838520.0068146

The result is a new DataFrame with the desired indices as columns.

Another way to obtain this is to feed single DataFrames as kwargs. First we need to define the single DataFrames:

idx = compute_index(["NDVI", "NDWI", "NDBI"];
+    G = select(df, :SR_B3=>:G),
+    N = select(df, :SR_B5=>:N),
+    R = select(df, :SR_B4=>:R),
+    S1 = select(df, :SR_B6=>:S1))
+first(idx, 5)
5×3 DataFrame
RowNDVINDWINDBI
Float64Float64Float64
10.237548-0.3409730.0645838
20.271989-0.386671-0.0249016
30.339326-0.402815-0.0476153
40.216278-0.3034820.00992348
50.195821-0.2838520.0068146

From DataFrame to Vector

Alternatively you can define a Dict for the indices from the DataFrame, going back to an example we saw in the previous page:

params = Dict("G" => df[!, "SR_B3"], "N" => df[!, "SR_B5"], "R" => df[!, "SR_B4"], "S1" => df[!, "SR_B6"])
Dict{String, Vector{Any}} with 4 entries:
+  "S1" => [0.306206, 0.267596, 0.258384, 0.25958, 0.273234, 0.32954, 0.271721, …
+  "N"  => [0.269054, 0.281264, 0.28422, 0.254479, 0.269535, 0.277153, 0.26563, …
+  "G"  => [0.132227, 0.124404, 0.120994, 0.135981, 0.15035, 0.152303, 0.135885,…
+  "R"  => [0.165764, 0.160979, 0.140203, 0.163976, 0.18126, 0.19754, 0.170026, …

The computation is done in the same way:

ndvi, ndwi, ndbi = compute_index(["NDVI", "NDWI", "NDBI"], params)
3-element Vector{Any}:
+ [0.23754793677807357, 0.2719887844338796, 0.33932578974960087, 0.21627773595727137, 0.19582071673377036, 0.16771383579896465, 0.21944767233340506, 0.2251996432295527, 0.1655330261746833, 0.2675545906704802  …  0.810365666144593, 0.8104049969776344, 0.7616768543153676, 0.8027222040013119, 0.7929365431300779, 0.7862750574070626, 0.8080303042462863, 0.8025822103946664, 0.7135886988619672, 0.7672440264304153]
+ [-0.3409734444357916, -0.38667135030536093, -0.4028151808767594, -0.3034817907083952, -0.28385153077628394, -0.29071730449057526, -0.32313861250513676, -0.3563320964589312, -0.24060392753715099, -0.34356689100134846  …  -0.7698492602846995, -0.7547124120206541, -0.7128263753013682, -0.7716516398212895, -0.7491201313937117, -0.7510114068441064, -0.7257608604061496, -0.7401234567901236, -0.6752241340558899, -0.7074355283543386]
+ [0.06458384035045028, -0.02490161425500128, -0.04761531780788457, 0.009923476645422341, 0.006814596455672831, 0.08634934501415456, 0.01133569522728392, 0.03875665342611921, 0.006910176170362171, -0.0322322650047355  …  -0.47115094032591764, -0.46672499804111056, -0.40825671490715415, -0.5414949557901297, -0.43083696212857336, -0.43525525151156264, -0.4700842430846934, -0.4585879184008887, -0.4050436713235448, -0.44864683453438614]

Just be careful with the naming, SpectralIndices.jl brings into the namespace all the indices as defined in indices. The all caps version of the indices is reserved for them, as we illustrated at the beginning of this tutorial:

NDVI
NDVI: Normalized Difference Vegetation Index
+* Application Domain: vegetation
+* Bands/Parameters: Any["N", "R"]
+* Formula: (N-R)/(N+R)
+* Reference: https://ntrs.nasa.gov/citations/19740022614
+

The two steps can be merged by providing the values directly as kwargs:

ndvi, ndwi, ndbi = compute_index(["NDVI", "NDWI", "NDBI"];
+    G = df[!, "SR_B3"],
+    N = df[!, "SR_B5"],
+    R = df[!, "SR_B4"],
+    S1 = df[!, "SR_B6"])
3-element Vector{Any}:
+ [0.23754793677807357, 0.2719887844338796, 0.33932578974960087, 0.21627773595727137, 0.19582071673377036, 0.16771383579896465, 0.21944767233340506, 0.2251996432295527, 0.1655330261746833, 0.2675545906704802  …  0.810365666144593, 0.8104049969776344, 0.7616768543153676, 0.8027222040013119, 0.7929365431300779, 0.7862750574070626, 0.8080303042462863, 0.8025822103946664, 0.7135886988619672, 0.7672440264304153]
+ [-0.3409734444357916, -0.38667135030536093, -0.4028151808767594, -0.3034817907083952, -0.28385153077628394, -0.29071730449057526, -0.32313861250513676, -0.3563320964589312, -0.24060392753715099, -0.34356689100134846  …  -0.7698492602846995, -0.7547124120206541, -0.7128263753013682, -0.7716516398212895, -0.7491201313937117, -0.7510114068441064, -0.7257608604061496, -0.7401234567901236, -0.6752241340558899, -0.7074355283543386]
+ [0.06458384035045028, -0.02490161425500128, -0.04761531780788457, 0.009923476645422341, 0.006814596455672831, 0.08634934501415456, 0.01133569522728392, 0.03875665342611921, 0.006910176170362171, -0.0322322650047355  …  -0.47115094032591764, -0.46672499804111056, -0.40825671490715415, -0.5414949557901297, -0.43083696212857336, -0.43525525151156264, -0.4700842430846934, -0.4585879184008887, -0.4050436713235448, -0.44864683453438614]

You are free to choose whichever method you prefer, there is no meaningful trade-off in speed

@time ndvi, ndwi, ndbi = compute_index(["NDVI", "NDWI", "NDBI"], params)
3-element Vector{Any}:
+ [0.23754793677807357, 0.2719887844338796, 0.33932578974960087, 0.21627773595727137, 0.19582071673377036, 0.16771383579896465, 0.21944767233340506, 0.2251996432295527, 0.1655330261746833, 0.2675545906704802  …  0.810365666144593, 0.8104049969776344, 0.7616768543153676, 0.8027222040013119, 0.7929365431300779, 0.7862750574070626, 0.8080303042462863, 0.8025822103946664, 0.7135886988619672, 0.7672440264304153]
+ [-0.3409734444357916, -0.38667135030536093, -0.4028151808767594, -0.3034817907083952, -0.28385153077628394, -0.29071730449057526, -0.32313861250513676, -0.3563320964589312, -0.24060392753715099, -0.34356689100134846  …  -0.7698492602846995, -0.7547124120206541, -0.7128263753013682, -0.7716516398212895, -0.7491201313937117, -0.7510114068441064, -0.7257608604061496, -0.7401234567901236, -0.6752241340558899, -0.7074355283543386]
+ [0.06458384035045028, -0.02490161425500128, -0.04761531780788457, 0.009923476645422341, 0.006814596455672831, 0.08634934501415456, 0.01133569522728392, 0.03875665342611921, 0.006910176170362171, -0.0322322650047355  …  -0.47115094032591764, -0.46672499804111056, -0.40825671490715415, -0.5414949557901297, -0.43083696212857336, -0.43525525151156264, -0.4700842430846934, -0.4585879184008887, -0.4050436713235448, -0.44864683453438614]
@time ndvi, ndwi, ndbi = compute_index(["NDVI", "NDWI", "NDBI"];
+           G = df[!, "SR_B3"],
+           N = df[!, "SR_B5"],
+           R = df[!, "SR_B4"],
+           S1 = df[!, "SR_B6"])
3-element Vector{Any}:
+ [0.23754793677807357, 0.2719887844338796, 0.33932578974960087, 0.21627773595727137, 0.19582071673377036, 0.16771383579896465, 0.21944767233340506, 0.2251996432295527, 0.1655330261746833, 0.2675545906704802  …  0.810365666144593, 0.8104049969776344, 0.7616768543153676, 0.8027222040013119, 0.7929365431300779, 0.7862750574070626, 0.8080303042462863, 0.8025822103946664, 0.7135886988619672, 0.7672440264304153]
+ [-0.3409734444357916, -0.38667135030536093, -0.4028151808767594, -0.3034817907083952, -0.28385153077628394, -0.29071730449057526, -0.32313861250513676, -0.3563320964589312, -0.24060392753715099, -0.34356689100134846  …  -0.7698492602846995, -0.7547124120206541, -0.7128263753013682, -0.7716516398212895, -0.7491201313937117, -0.7510114068441064, -0.7257608604061496, -0.7401234567901236, -0.6752241340558899, -0.7074355283543386]
+ [0.06458384035045028, -0.02490161425500128, -0.04761531780788457, 0.009923476645422341, 0.006814596455672831, 0.08634934501415456, 0.01133569522728392, 0.03875665342611921, 0.006910176170362171, -0.0322322650047355  …  -0.47115094032591764, -0.46672499804111056, -0.40825671490715415, -0.5414949557901297, -0.43083696212857336, -0.43525525151156264, -0.4700842430846934, -0.4585879184008887, -0.4050436713235448, -0.44864683453438614]
diff --git a/previews/PR38/tutorials/yaxarrays/3424b4df.png b/previews/PR38/tutorials/yaxarrays/3424b4df.png new file mode 100644 index 0000000..205f5ec Binary files /dev/null and b/previews/PR38/tutorials/yaxarrays/3424b4df.png differ diff --git a/previews/PR38/tutorials/yaxarrays/index.html b/previews/PR38/tutorials/yaxarrays/index.html new file mode 100644 index 0000000..e59c1fd --- /dev/null +++ b/previews/PR38/tutorials/yaxarrays/index.html @@ -0,0 +1,71 @@ + +YAXArrays.jl · SpectralIndices.jl
GitHub

YAXArrays.jl

This tutorial will illustrate how to use SpectralIndices.jl using YAXArrays.jl as input data.

First we need to download the data, like in the previous tutorial. Only this time the data is going to be higher dimensional and slightly more complex, hence the need for YAXArrays.jl. In order to do so we are going to use the load_dataset function:

using YAXArrays, DimensionalData
+using SpectralIndices
+yaxa = load_dataset("sentinel", YAXArray)
300×300×4 YAXArray{Int64,3} with dimensions: 
+  Dim{:x} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:y} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:bands} Categorical{String} String["B02", "B03", "B04", "B08"] ForwardOrdered
+Total size: 2.75 MB
+

As it is possible to observe we have a YAXArray object with three dimensions: bands, x and y. Each band is one of the 10 m spectral bands of a Sentinel-2 image.

The data is stored as Int64, so let us convert it to Float and rescale it:

yaxa = yaxa./10000
300×300×4 YAXArray{Float64,3} with dimensions: 
+  Dim{:x} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:y} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:bands} Categorical{String} String["B02", "B03", "B04", "B08"] ForwardOrdered
+Total size: 2.75 MB
+

Now let's compute the NDVI for this dataset!

ndvi = compute_index("NDVI";
+    N=yaxa[bands = At("B08")],
+    R=yaxa[bands = At("B04")])
300×300 YAXArray{Float64,2} with dimensions: 
+  Dim{:x} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:y} Sampled{Int64} 1:300 ForwardOrdered Regular Points
+Total size: 703.12 KB
+

As usual we can also just feed a properly constructed YAXArray to the compute_index function. Let's built the array:

index_R = findfirst(yaxa.bands.val .== "B04")
+index_N = findfirst(yaxa.bands.val .== "B08")
+new_bands_dim = Dim{:Variables}(["R", "N"])
+
+nr_data = cat(yaxa[:, :, index_R], yaxa[:, :, index_N], dims=3)
+new_yaxa = YAXArray((yaxa.x, yaxa.y, new_bands_dim), nr_data)
300×300×2 YAXArray{Float64,3} with dimensions: 
+  Dim{:x} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:y} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:Variables} Categorical{String} String["R", "N"] ReverseOrdered
+Total size: 1.37 MB
+

!!!warn Please notice how the Dim is called Variables. This is needed for the internal computation to work properly.

Now that we have our YAXArray with the correctly names Dims we can use it direcly into compute_index:

ndvi = compute_index(
+    "NDVI", new_yaxa
+)
300×300 YAXArray{Float64,2} with dimensions: 
+  Dim{:x} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:y} Sampled{Int64} 1:300 ForwardOrdered Regular Points
+Total size: 703.12 KB
+

Computing Kernels for kNDVI

We want to compute the kNDVI for a YAXArray. 

kNDVI
kNDVI: Kernel Normalized Difference Vegetation Index
+* Application Domain: kernel
+* Bands/Parameters: Any["kNN", "kNR"]
+* Formula: (kNN-kNR)/(kNN+kNR)
+* Reference: https://doi.org/10.1126/sciadv.abc7447
+

As we see from bands we need the kNN and kNR. In order to compute these values SpectralIndices.jl provides a compute_kernel function. If you are curious about the kNDVI remember that you always have the source of the index in the reference field:

kNDVI.reference
"https://doi.org/10.1126/sciadv.abc7447"

Onto the calculations:

knn = YAXArray((yaxa.x, yaxa.y), fill(1.0, 300, 300))
+knr = compute_kernel(
+    RBF;
+    a = Float64.(yaxa[bands = At("B08")]),
+    b = Float64.(yaxa[bands = At("B04")]),
+    sigma = yaxa[bands = At("B08")].+yaxa[bands = At("B04")] ./ 2
+)
300×300 YAXArray{Float64,2} with dimensions: 
+  Dim{:x} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:y} Sampled{Int64} 1:300 ForwardOrdered Regular Points
+Total size: 703.12 KB
+

As always, you can decide to build an YAXArray and feed that to the compute_kernel function if you prefer:

a = Float64.(yaxa[bands = At("B08")])
+b = Float64.(yaxa[bands = At("B04")])
+sigma = yaxa[bands = At("B08")].+yaxa[bands = At("B04")] ./ 2
+kernel_dims = Dim{:Variables}(["a", "b", "sigma"])
+
+params = concatenatecubes([a, b, sigma], kernel_dims)
+
+knr = compute_kernel(RBF, params)
300×300 YAXArray{Float64,2} with dimensions: 
+  Dim{:x} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:y} Sampled{Int64} 1:300 ForwardOrdered Regular Points
+Total size: 703.12 KB
+

We can finally compute the kNDVI:

kndvi = compute_index("kNDVI"; kNN = knn, kNR=knr)
300×300 YAXArray{Float64,2} with dimensions: 
+  Dim{:x} Sampled{Int64} 1:300 ForwardOrdered Regular Points,
+  Dim{:y} Sampled{Int64} 1:300 ForwardOrdered Regular Points
+Total size: 703.12 KB
+

Let's plot it!

using GLMakie
+fig = Figure(resolution = (500, 500))
+ax = Axis(fig[1, 1])
+image!(ax, kndvi.data, colormap=:haline)
+ylims!(300, 0)
+fig
Example block output