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"860ef19b-820b-49d6-a774-d7a799459cd3" + +[sources] +Persefone = {rev = "5c4370740cdc407575c2870602f25625672fc599", url = "https://git.idiv.de/persefone/persefone-model.git"} diff --git a/appendix/CompareCropModels/compare-cropmodels.jl b/appendix/CompareCropModels/compare-cropmodels.jl new file mode 100644 index 0000000000000000000000000000000000000000..4e9600d5ab0e5212bd8da31470817e1a188920fa --- /dev/null +++ b/appendix/CompareCropModels/compare-cropmodels.jl @@ -0,0 +1,223 @@ +### Persefone.jl - a model of agricultural landscapes and ecosystems in Europe. +### +### Crop model comparison + +using Dates +using DataFrames +using Logging +using LoggingExtras +using Persefone +using Random +using StableRNGs +using Test + +const Ps = Persefone + +import Unitful: @u_str, cm, m, km, ha, mg, g, kg, Length, Area, Mass +const m² = m^2 +const km² = km^2 +const ton = Persefone.AquaCropWrapper.ton + +const PERSEFONE_DIR = joinpath(dirname(pathof(Persefone)), "..") + +""" + showfarmplots(model) + +Show information about all the farmplots in the simulation and their +crop state. +""" +function showfarmplots(io::IO, model::Ps.SimulationModel) + println(io, "Farmplots on $(model.date)") + for (i, fp) in enumerate(model.farmplots) + println(io, "$(fp.id): $(length(fp.pixels))px $(fp.soiltype) Farmer($(fp.farmer))") + end + return nothing +end +showfarmplots(model::Ps.SimulationModel) = showfarmplots(stdout, model) + +""" + inittestmodel(smallmap=true) + +Initialise an SimulationModel for testing purposes. + +`smallmap`: use a hypothetical small landscape rather than a real one? +""" +function inittestmodel(; xsize::Int=1, + ysize::Int=1, + start_date::Date = Date(2020, 01, 01), + end_date::Date = Date(2020, 12, 31), + weather_datapath::AbstractString=joinpath(PERSEFONE_DIR, "data/regions/jena/weather.csv"), + rng_seed::Int=42, + cropdir_almass::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/almass/"), + cropdir_aquacrop::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/aquacrop/") + ) + settings = Dict{String, Any}( + "core.startdate" => start_date, + ) + weather = Ps.initweather(weather_datapath, start_date, end_date) + + # crop types, with remapped names + allcrops = Dict{String, Ps.AbstractCropType}() + # ALMaSS crop types + crops_almass = Ps.ALMaSS.readcropparameters(cropdir_almass) + for (cropname, croptype) in crops_almass + push!(allcrops, "ALMaSS/$(cropname)" => croptype) + end + # AquaCrop crop types + crops_aquacrop = Ps.AquaCropWrapper.readcropparameters(cropdir_aquacrop) + for (cropname, croptype) in crops_aquacrop + if croptype.name != croptype.aquacrop_name + push!(allcrops, "AquaCrop/$(cropname) {$(croptype.aquacrop_name)}" => croptype) + else + push!(allcrops, "AquaCrop/$(cropname)" => croptype) + end + end + + landscape = smalltestlandscape(xsize, ysize) + + model = AgricultureModel(; + settings, + rng = StableRNG(rng_seed), + logger = global_logger(), + date = start_date, + landscape, + weather, + crops = allcrops + ) + + return model +end + +""" + smalltestlandscape([xsize], [ysize]) + +Create a `xsize` x `ysize` landscape with agriculture landcover type. +""" +function smalltestlandscape(xsize::Int=8, ysize::Int=8) + landscape = Matrix{Pixel}(undef, xsize, ysize) + for x in 1:xsize, y in 1:ysize + landscape[x,y] = Pixel(Ps.agriculture) + end + return landscape +end + +function compare_cropmodels(; crops_compare::Vector{Tuple{String,String,Ps.AnnualDate}} = [ + ("ALMaSS/maize", "AquaCrop/maize", Ps.AnnualDate(4, 15)), + ], + start_date = Date(2020, 01, 01), + end_date = Date(2020, 12, 31), + weather_datapath::AbstractString=joinpath(PERSEFONE_DIR, "data/regions/jena/weather.csv"), + rng_seed::Int=42, + cropdir_almass::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/almass/"), + cropdir_aquacrop::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/aquacrop/") + ) + allcrops = vcat(map(x -> x[1], crops_compare), map(x -> x[2], crops_compare)) + sowingdates = Dict{Ps.AnnualDate, Vector{String}}() + for (almass_name, aquacrop_name, ad) in crops_compare + if ! haskey(sowingdates, ad) + sowingdates[ad] = String[] + end + push!(sowingdates[ad], almass_name) + push!(sowingdates[ad], aquacrop_name) + end + @show sowingdates + ncrops = length(allcrops) + # Note: exclude Ps.nosoildata, Ps.nosoil + allsoiltypes = filter(x -> x != Ps.nosoildata && x!= Ps.nosoil, instances(Ps.SoilType)) + nsoiltypes = length(allsoiltypes) + model = inittestmodel(; xsize=ncrops, ysize=nsoiltypes, + start_date, end_date, weather_datapath, + rng_seed, cropdir_almass, cropdir_aquacrop) + croptype_to_cropname = Dict(ct => cn for (cn, ct) in model.crops) + @show length(model.farmplots) + # create farmplots and crop states + farmplot_id = 1 + farmer_id = 1 + for i in 1:ncrops + cropname = "ALMaSS/natural grass" + for j in 1:nsoiltypes + # soiltype + soiltype = allsoiltypes[j] + model.landscape[i, j].soiltype = soiltype + # farmplot, cropstate + croptype = model.crops[cropname] + cropstate = Ps.makecropstate(croptype, model, soiltype) + pixels = [(i, j)] + fp = FarmPlot(farmplot_id, pixels, farmer_id, soiltype, cropstate) + push!(model.farmplots, fp) + farmplot_id += 1 + farmer_id += 1 + end + end + # run simulation + df_out_almass = DataFrame(:date => Date[], :farmplot_idx => Int[], :cropname => String[], + :height => typeof(1.0cm)[], :biomass => Float64[]) + df_out_aquacrop = DataFrame(:date => Date[], :farmplot_idx => Int[], :cropname => String[], :soiltype => Ps.SoilType[], + :height => typeof(1.0cm)[], :biomass => typeof(1.0*ton/ha)[]) + has_sowed = falses(length(model.farmplots)) + for day in start_date:end_date + ad = Ps.AnnualDate(model.date) + if haskey(sowingdates, ad) + for cropname in sowingdates[ad] + i = findfirst(==(cropname), allcrops) + for j = 1:nsoiltypes + fp_idx = (i-1) * nsoiltypes + j + @info "Sowing \"$cropname\" on farmplot $fp_idx" + Ps.sow!(model.farmplots[fp_idx], model, cropname) + has_sowed[fp_idx] = true + end + end + showfarmplots(model) + end + stepsimulation!(model) + for (i, fp) in enumerate(model.farmplots) + has_sowed[i] || continue + croptype = Ps.croptype(fp) + if croptype isa Ps.ALMaSS.CropType + push!(df_out_almass, (; date=model.date, farmplot_idx=i, cropname=croptype_to_cropname[croptype], + height=fp.cropstate.veg_height, biomass=fp.cropstate.veg_biomass)) + elseif croptype isa Ps.AquaCropWrapper.CropType + height = cropheight(fp) + biomass = fp.cropstate.cropstate.dayout.Biomass |> last + push!(df_out_aquacrop, (; date=model.date, farmplot_idx=i, + cropname=croptype_to_cropname[croptype], soiltype=fp.cropstate.soiltype, + height, biomass)) + else + error("Unknown crop type $(croptype(fp))") + end + end + end + @info "Simulated for $(end_date - start_date + Dates.Day(1))." + return model, df_out_almass, df_out_aquacrop, sowingdates +end + + +function compare_cropmodels_summer( + ; crops_compare::Vector{Tuple{String,String,Ps.AnnualDate}} = [ + ("ALMaSS/maize", "AquaCrop/maize", Ps.AnnualDate(4, 23)), + ], + year::Int = 2020, # simulates January 1st to December 31st + weather_datapath::AbstractString=joinpath(PERSEFONE_DIR, "data/regions/jena/weather.csv"), + rng_seed::Int=42, + cropdir_almass::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/almass/"), + cropdir_aquacrop::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/aquacrop/") + ) + return compare_cropmodels(; crops_compare, start_date=Date(year, 01, 01), end_date=Date(year, 12, 31), + weather_datapath, rng_seed, cropdir_almass, cropdir_aquacrop) +end + +function compare_cropmodels_winter( + ; crops_compare::Vector{Tuple{String,String,Ps.AnnualDate}} = [ + ("ALMaSS/winter wheat", "AquaCrop/winter wheat {wheatGDD}", Ps.AnnualDate(10, 23)), + ("ALMaSS/winter rape", "AquaCrop/winter rape {rapeseed}", Ps.AnnualDate(8, 23)), + ("ALMaSS/winter barley", "AquaCrop/winter barley {barleyGDD}", Ps.AnnualDate(9, 23)), + ], + year::Int = 2020, # simulates from Date(year, 01, 01) to Date(year + 1, 12, 31) + weather_datapath::AbstractString=joinpath(PERSEFONE_DIR, "data/regions/jena/weather.csv"), + rng_seed::Int=42, + cropdir_almass::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/almass/"), + cropdir_aquacrop::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/aquacrop/") + ) + return compare_cropmodels(; crops_compare, start_date=Date(year, 01, 01), end_date=Date(year + 1, 12, 31), + weather_datapath, rng_seed, cropdir_almass, cropdir_aquacrop) +end diff --git a/appendix/CompareCropModels/run.jl b/appendix/CompareCropModels/run.jl new file mode 100644 index 0000000000000000000000000000000000000000..81e7001cfed19cbc6f550341d0a5c3eda880c70c --- /dev/null +++ b/appendix/CompareCropModels/run.jl @@ -0,0 +1,6 @@ +include("compare-cropmodels.jl") + +model, df_out_almass, df_out_aquacrop, sowingdates = compare_cropmodels_summer() +# TODO: visualise results +model, df_out_almass, df_out_aquacrop, sowingdates = compare_cropmodels_winter() +# TODO: visualise results diff --git a/appendix/height-biomass-regression.jl b/appendix/height-biomass-regression.jl new file mode 100644 index 0000000000000000000000000000000000000000..33537c50d99fccf7f4e5a8a95007501b55fa02bf --- /dev/null +++ b/appendix/height-biomass-regression.jl @@ -0,0 +1,1983 @@ +### A Pluto.jl notebook ### +# v0.20.5 + +using Markdown +using InteractiveUtils + +# ╔═╡ 9453f1ec-4b07-4ead-b2f8-fedf581f4820 +begin + using PlutoUI + using DataFrames, GLM, StatsBase, CSV, Plots, LsqFit + using Distributions, ForwardDiff, LinearAlgebra + using StatsModels: ConstantTerm, Term + TableOfContents() +end + +# ╔═╡ f3a7b218-0d98-11f0-09c5-5b1e4ccc61a7 +md""" +# Height-biomass regression for AquaCrop + +Estimate crop height from biomass for use in AquaCrop, as AquaCrop does not calculate plant height. + +Performs the following regressions: +- linear: $y = a x$ +- affine: $y = a x + b$ +- power law: $y = a x^b$ +- rational: $y = (a x^b) / (c + x^b)$ + +where $y$ is plant height and $x$ is biomass. We perform regressions for both fresh and dry biomass. + +Uses data from: + [Reichenau et al. (2020) A comprehensive dataset of vegetationstates, fluxes + of matter and energy, weather, agricultural management, and soil properties + from intensively monitored crop sites in western Germany](https://essd.copernicus.org/articles/12/2333/2020/) +""" + +# ╔═╡ 4da59ad6-5b8d-45f3-a691-1892b854365b +md""" +## Results + +For comparison the regressions against fresh and dry biomass are shown. +""" + +# ╔═╡ 2d309586-facf-475f-aa8c-d0730ec2ada7 +fmt = :svg + +# ╔═╡ 62e747df-13b7-43d1-a788-f3745967cfd0 +md"### Maize" + +# ╔═╡ a05ff243-c467-4042-a553-0b88267a4b18 +md"### Winter wheat" + +# ╔═╡ 4ff1a0db-47ca-4714-b09d-405d940730ea +md"### Winter barley" + +# ╔═╡ 66792290-5fb6-4641-8293-2d1f467ffb5f +md"### Rapeseed" + +# ╔═╡ 20f1dd4b-6d3e-4608-b0d7-7addfe9319e0 +md"## Constants" + +# ╔═╡ d712dbef-f388-4696-a634-37023d5022c2 +const CSV_FILEPATHS = [ + "./essd-data/huertgenwald/vegetation_HW.csv", + "./essd-data/merken/vegetation_MK.csv", + "./essd-data/selhausen/vegetation_SE.csv", + "./essd-data/merzenhausen/vegetation_ME.csv", +] + +# ╔═╡ 767ff0bd-a520-4d8e-85a3-7f3b5cfe486e +const COLS_BIOMASS_DRY = [:DW_green_leaves, :DW_brown_leaves, + :DW_green_stems, :DW_brown_stems, + :DW_fruit] + +# ╔═╡ a9d97894-5f58-436f-84a8-90f6f1b5ae32 +const COLS_BIOMASS_FRESH = [:FW_green_leaves, :FW_brown_leaves, + :FW_green_stems, :FW_brown_stems, + :FW_fruit] + +# ╔═╡ fba24771-e365-4ebf-a72c-6c483ac32dc7 +# TODO: note from which figure in paper this is +const CROPS = Dict( + "MA" => "maize", + "WW" => "winter wheat", + "WB" => "winter barley", + "RA" => "rapeseed", +) + +# ╔═╡ 1df29f78-9c77-4097-b67e-37c41433e025 +md"## Methods" + +# ╔═╡ 79e25ba8-eb08-444e-b8a6-f559257f2eb8 +md"### Read data" + +# ╔═╡ 399228e3-6e1f-40d7-ab31-e3d19cc1e281 +md"### Regression for height from fresh biomass" + +# ╔═╡ 73b3e0a6-99f3-44e0-9782-88cdbbe5bf3b +md"### Regression for height from dry biomass" + +# ╔═╡ 07d5eff8-03a8-4258-8b3e-4440965d9b71 +md"## Code" + +# ╔═╡ 622f5fba-f510-4d25-b1cc-d31535c6ecaa +count_nomissing(cols...) = count(r -> all(!ismissing, r), zip(cols...)) + +# ╔═╡ dbf16004-b7a6-41c0-b4e7-8a6128317215 +function read_dataset(csv_filepath::AbstractString) + #println("\nDataset = ", csv_filepath) + df = CSV.read(csv_filepath, DataFrame; + delim=';', header=1, skipto=3, missingstring="NA") + #println("Columns containing 'height' = ", + # filter(x->occursin("height", x), names(df))) + #println("Columns starting with 'DW_' = ", + # filter(x -> startswith(x, "DW_"), names(df))) + return df +end + +# ╔═╡ 5fc7de9f-c800-4a1e-b403-e083b465b350 +df = vcat([read_dataset(csv) for csv in CSV_FILEPATHS]...); + +# ╔═╡ 850d7e06-86c9-4fd6-ae0c-72e494041294 +names(df) + +# ╔═╡ 6ebfadca-534c-4604-8876-21c9c82b745b +# Number of datasets +length(unique(df.dataset)) + +# ╔═╡ 23c5f02b-a24a-486c-a6fd-655d275a68bc +# datasets +String.(unique(df.dataset)) + +# ╔═╡ bbdab08f-f6c2-4ebc-9895-b4e2bae8ae19 +function dataset_stats(df; biomass_cols::Vector{Symbol}=COLS_BIOMASS_FRESH) + gdf = groupby(filter(r -> haskey(CROPS, r.land_use), df), :dataset) + # println("Num. datasets = $(length(unique(df.dataset)))") + # println("Datasets = $(String.(unique(df.dataset)))") + df_dataset_stats = combine(gdf, + nrow => :ndates, + :canopy_height => (col -> sum(!ismissing, col)) => :height, + #:DW_biomass_undiff => (col -> sum(!ismissing, col)) => :DW_undiff, + #[:canopy_height, :DW_biomass_undiff] => count_nomissing => :height_DW_undiff, + [biomass_cols...] => count_nomissing => :biomass, + [:canopy_height, biomass_cols...] => count_nomissing => :height_and_biomass, + :land_use, + ) + #println("Datasets stats: ", df_dataset_stats) + sort!(df_dataset_stats, :height_and_biomass; rev=true) + return groupby(df_dataset_stats, :land_use) + #return df_dataset_stats +end + +# ╔═╡ f0b56ffb-9ffb-450e-987d-e4a08eb7d09f +df_stats_fresh = dataset_stats(df; biomass_cols=COLS_BIOMASS_FRESH); + +# ╔═╡ 3c92964a-98c6-4e8f-bff7-4b7d0dbbd462 +df_stats_dry = dataset_stats(df; biomass_cols=COLS_BIOMASS_DRY); + +# ╔═╡ 3bdc0e72-343a-47da-9e58-93afe888d644 +function make_regressions( + df::DataFrame; + crop::Pair{String,String}="MA"=>"maize", + xcol::Union{Symbol,Vector{Symbol}}=COLS_BIOMASS_FRESH, + ycol::Symbol=:canopy_height, + xlabel::AbstractString="Fresh biomass (g/plant)", + ylabel::AbstractString="Height (cm)", +) + for col in (xcol..., ycol) + if String(col) ∉ names(df) + error("Column $col not found in dataframe, dataframe columns are $(names(df))") + end + end + if crop ∉ CROPS + error("Unknown crop $crop, known are $CROPS") + end + crop_id, crop_name = crop + + # add xval column for regression + df.xval = if xcol isa Symbol + df[:, xcol] + else + sum(eachcol(df[:, xcol])) + end + + # divide by num_plants_m2 to get x values per plant and not per m^2 + df.xval ./= df.num_plants_m2 + + df = filter(r -> r.land_use == crop_id + && !ismissing(r.xval) && !isnan(r.xval) && !isinf(r.xval) + && !ismissing(r[ycol]), + df) + if nrow(df) == 0 + error("No rows") + end + + check_col_nan_inf(col) = if any(isnan.(col)) || any(isinf.(col)) + error("NaN or Inf values in matrix") + end + check_col_nan_inf(df[:, ycol]) + check_col_nan_inf(df.xval) + + # affine fit: y = a*x + b + #lm_affine = lm(@formula(canopy_height ~ DW_total), df) + lm_affine = lm(Term(ycol) ~ Term(:xval), df) + r2_affine = r2(lm_affine) + coef_affine = round.(coef(lm_affine), digits=3) + + # linear fit: y = a*x + #lm_linear = lm(@formula(canopy_height ~ 0 + DW_total), df) + lm_linear = lm(Term(ycol) ~ ConstantTerm(0) + Term(:xval), df) + #lm_linear = lm(FormulaTerm(Term(ycol), Term(:xval); intercept=false), df) + r2_linear = r2(lm_linear) + coef_linear = round.(coef(lm_linear), digits=3) + + # power law fit: y = a*x^b + model_power(x, p) = p[1] * x.^p[2] + initial_params = [1.0, 1.0] + fit_power = curve_fit(model_power, df.xval, df[:, ycol], initial_params) + coef_power = round.(fit_power.param, digits=3) + # calculate R^2 for power law fit + ss_tot = sum((df[:, ycol] .- mean(df[:, ycol])).^2) + ss_res = sum((df[:, ycol] .- model_power(df.xval, fit_power.param)).^2) + r2_power = round(1 - ss_res/ss_tot, digits=3) + + # rational function fit: y = (a*x^b) / (c + x^b) + @. model_rational(x, p) = (p[1] * x^p[2]) / (p[3] + x^p[2]) + initial_params = [100.0, 2.0, 4.0] + fit_rational = curve_fit(model_rational, df.xval, df[:, ycol], + initial_params) + coef_rational = round.(fit_rational.param, digits=3) + # Calculate R² for rational fn fit + ss_tot = sum((df[:, ycol] .- mean(df[:, ycol])).^2) + ss_res = sum((df[:, ycol] .- model_rational(df.xval, fit_rational.param)).^2) + r2_rational = round(1 - ss_res/ss_tot, digits=3) + + # plot data points + plt = scatter(df.xval, df[:, ycol]; + xlabel, ylabel, + title=uppercasefirst(last(crop)), + label="Data points", fmt = :svg, + ) + + # plot affine fit + plot!(plt, df.xval, predict(lm_affine), lw=2, linestyle=:dash, + seriestype=:line, + label="y=$(coef_affine[2])x + $(coef_affine[1]) R²=$(round(r2_affine,digits=3)))") + + # plot linear fit + plot!(plt, df.xval, predict(lm_linear), lw=2, linestyle=:dash, + seriestype=:line, + label="y=$(coef_linear[1])x (R²=$(round(r2_linear,digits=3)))") + + # plot power law fit + x_fit = range(minimum(df.xval), stop=maximum(df.xval), length=200) + y_fit = model_power(x_fit, fit_power.param) + plot!(plt, x_fit, y_fit, lw=2, linestyle=:dot, seriestype=:line, + label="y=$(coef_power[1])x^$(coef_power[2]) (R²=$(r2_power))") + + # plot rational fn fit + x_fit = range(minimum(df.xval), stop=maximum(df.xval), length=200) + y_fit = model_rational(x_fit, fit_rational.param) + plot!(plt, x_fit, y_fit, lw=2, linestyle=:dot, seriestype=:line, + label="y=($(coef_rational[1])x^$(coef_rational[2]))/($(coef_rational[3]) + x^$(coef_rational[2])) (R²=$(r2_rational))") + + return (; + lm_linear, + lm_affine, + fit_power, + fit_rational, + plt + ) +end + +# ╔═╡ 3e8cb2c0-fc0a-45b6-9d68-80bfa3df7718 +res_fresh = Dict( + last(crop) => make_regressions(df; crop, xcol=COLS_BIOMASS_FRESH, + ycol=:canopy_height, + xlabel="Fresh biomass (g/plant)") + for crop in CROPS +) + +# ╔═╡ 3f843686-829a-4fab-834c-7039694ba06c +res_dry = Dict( + last(crop) => make_regressions(df; crop, xcol=COLS_BIOMASS_DRY, + ycol=:canopy_height, + xlabel="Dry biomass (g/plant)") + for crop in CROPS +) + +# ╔═╡ ca617e02-5dae-41ea-b164-ea33842f062f +plot(res_fresh["maize"].plt, + res_dry["maize"].plt; + layout=(2,1), size=(800,800), fmt=fmt) + +# ╔═╡ 08200759-f9ec-4bde-ab43-48e7aefbb394 +plot(res_fresh["winter wheat"].plt, + res_dry["winter wheat"].plt; + layout=(2,1), size=(800,800), fmt=fmt) + +# ╔═╡ d34a96b9-bb51-4a21-b09e-f1e68e123563 +plot(res_fresh["winter barley"].plt, + res_dry["winter barley"].plt; + layout=(2,1), size=(800,800), fmt=fmt) + +# ╔═╡ 7baa1b25-2712-4bb1-9ffb-998af5d71740 +plot(res_fresh["rapeseed"].plt, + res_dry["rapeseed"].plt; + layout=(2,1), size=(800,800), fmt=fmt) + +# ╔═╡ ed7accaf-6ff5-41be-860a-0fb8073359cc +md"## Testing area" + +# ╔═╡ e24a80de-4cd8-4b79-941b-374d48a8caed +# test plot for a single site +let + df = read_dataset("./essd-data/huertgenwald/vegetation_HW.csv") + df_stats = dataset_stats(df) + res = make_regressions(df) + @info df_stats + res.plt +end + +# ╔═╡ 2f12e4a9-b89a-4723-963f-c07295163017 + + +# ╔═╡ 00000000-0000-0000-0000-000000000001 +PLUTO_PROJECT_TOML_CONTENTS = """ +[deps] +CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" +DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" +Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f" +ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210" +GLM = "38e38edf-8417-5370-95a0-9cbb8c7f171a" +LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" +LsqFit = "2fda8390-95c7-5789-9bda-21331edee243" +Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" +PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8" +StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" +StatsModels = "3eaba693-59b7-5ba5-a881-562e759f1c8d" + +[compat] +CSV = "~0.10.15" +DataFrames = 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"814e154bdb7be91d78b6802843f76b6ece642f11" +uuid = "009596ad-96f7-51b1-9f1b-5ce2d5e8a71e" +version = "1.1.6+0" + +[[deps.nghttp2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" +version = "1.59.0+0" + +[[deps.p7zip_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" +version = "17.4.0+2" + +[[deps.x264_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2" +uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a" +version = "2021.5.5+0" + +[[deps.x265_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9" +uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76" +version = "3.5.0+0" + +[[deps.xkbcommon_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"] +git-tree-sha1 = "63406453ed9b33a0df95d570816d5366c92b7809" +uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd" +version = "1.4.1+2" +""" + +# ╔═╡ Cell order: +# ╟─f3a7b218-0d98-11f0-09c5-5b1e4ccc61a7 +# ╟─4da59ad6-5b8d-45f3-a691-1892b854365b +# ╠═2d309586-facf-475f-aa8c-d0730ec2ada7 +# ╟─62e747df-13b7-43d1-a788-f3745967cfd0 +# ╠═ca617e02-5dae-41ea-b164-ea33842f062f +# ╟─a05ff243-c467-4042-a553-0b88267a4b18 +# ╠═08200759-f9ec-4bde-ab43-48e7aefbb394 +# ╟─4ff1a0db-47ca-4714-b09d-405d940730ea +# ╠═d34a96b9-bb51-4a21-b09e-f1e68e123563 +# ╟─66792290-5fb6-4641-8293-2d1f467ffb5f +# ╠═7baa1b25-2712-4bb1-9ffb-998af5d71740 +# ╟─20f1dd4b-6d3e-4608-b0d7-7addfe9319e0 +# ╠═d712dbef-f388-4696-a634-37023d5022c2 +# ╠═767ff0bd-a520-4d8e-85a3-7f3b5cfe486e +# ╠═a9d97894-5f58-436f-84a8-90f6f1b5ae32 +# ╠═fba24771-e365-4ebf-a72c-6c483ac32dc7 +# ╟─1df29f78-9c77-4097-b67e-37c41433e025 +# ╟─79e25ba8-eb08-444e-b8a6-f559257f2eb8 +# ╠═5fc7de9f-c800-4a1e-b403-e083b465b350 +# ╠═850d7e06-86c9-4fd6-ae0c-72e494041294 +# ╠═6ebfadca-534c-4604-8876-21c9c82b745b +# ╠═23c5f02b-a24a-486c-a6fd-655d275a68bc +# ╠═f0b56ffb-9ffb-450e-987d-e4a08eb7d09f +# ╠═3c92964a-98c6-4e8f-bff7-4b7d0dbbd462 +# ╟─399228e3-6e1f-40d7-ab31-e3d19cc1e281 +# ╠═3e8cb2c0-fc0a-45b6-9d68-80bfa3df7718 +# ╟─73b3e0a6-99f3-44e0-9782-88cdbbe5bf3b +# ╠═3f843686-829a-4fab-834c-7039694ba06c +# ╟─07d5eff8-03a8-4258-8b3e-4440965d9b71 +# ╠═9453f1ec-4b07-4ead-b2f8-fedf581f4820 +# ╠═622f5fba-f510-4d25-b1cc-d31535c6ecaa +# ╠═dbf16004-b7a6-41c0-b4e7-8a6128317215 +# ╠═bbdab08f-f6c2-4ebc-9895-b4e2bae8ae19 +# ╠═3bdc0e72-343a-47da-9e58-93afe888d644 +# ╟─ed7accaf-6ff5-41be-860a-0fb8073359cc +# ╠═e24a80de-4cd8-4b79-941b-374d48a8caed +# ╠═2f12e4a9-b89a-4723-963f-c07295163017 +# ╟─00000000-0000-0000-0000-000000000001 +# ╟─00000000-0000-0000-0000-000000000002