Merge pull request #2286 from daschw/colorgradient

Update for new PlotThemes release

.github/workflows/CompatHelper.yml

@@ -0,0 +1,24 @@
+name: CompatHelper
+
+on:
+  schedule:
+    - cron: '00 * * * *'
+
+jobs:
+  CompatHelper:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        julia-version: [1.2.0]
+        julia-arch: [x86]
+        os: [ubuntu-latest]
+    steps:
+      - uses: julia-actions/setup-julia@latest
+        with:
+          version: ${{ matrix.julia-version }}
+      - name: Pkg.add("CompatHelper")
+        run: julia -e 'using Pkg; Pkg.add("CompatHelper")'
+      - name: CompatHelper.main()
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: julia -e 'using CompatHelper; CompatHelper.main()'

.travis.yml

@@ -4,12 +4,21 @@ os:
   - linux
   # - osx
 julia:
-  - 1.1
+  - 1
+  - 1.2
   - nightly
-  
+
 matrix:
   allow_failures:
-    - julia: nightly
+  - julia: nightly
+
+addons:
+  apt:
+    packages:
+      - at-spi2-core
+      - libgtk-3-dev
+      - xauth
+      - xvfb
 
 sudo: required
 before_install:
@@ -18,3 +27,8 @@ before_install:
 
 notifications:
   email: true
+
+script:
+  - if [[ -a .git/shallow ]]; then git fetch --unshallow; fi
+  - if [[ `uname` = "Linux" ]]; then TESTCMD="xvfb-run julia"; else TESTCMD="julia"; fi
+  - $TESTCMD -e 'using Pkg; Pkg.build(); Pkg.test(coverage=true)'

NEWS.md

@@ -11,6 +11,30 @@
 ---
 ## (current master)
 
+## 0.26.3
+- fix `vline` with dates
+- fix PyPlot logscale bug
+- avoid annotation clipping for PyPlot
+- allow plotting of Any vectors and 3D plotting again in convertToAnyVector
+- specify legend title font in GR and PyPlot
+- delete `pushtomaster.sh`
+- use `=== nothing`
+
+## 0.26.2
+- improve empty animation build error
+- fix GR axis flip for heatmaps and images
+- fix ribbons specified as tuples
+- add Char recipe
+- fix Plotly plots with single-element series
+- rewrite PlotlyJS backend
+
+## 0.26.1
+- handle `Char`s as input data
+- fix html saving for Plotly
+- expand ~ in paths on UNIX systems
+- convertToAnyVector clean-up
+- fix color_palette grouping issue
+
 ## 0.26.0
 - use FFMPEG.jl
 - add missing method for convertToAnyVector

Project.toml

@@ -1,7 +1,7 @@
 name = "Plots"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 author = ["Tom Breloff (@tbreloff)"]
-version = "0.26.0"
+version = "0.28.1"
 
 [deps]
 Base64 = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -31,27 +31,37 @@ StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
 UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
 
 [compat]
-FixedPointNumbers = "≥ 0.3.0"
-GR = "≥ 0.31.0"
-PlotThemes = "≥ 0.1.3"
-PlotUtils = "≥ 0.4.1"
-RecipesBase = "≥ 0.6.0"
-StatsBase = "≥ 0.14.0"
-julia = "≥ 1.0.0"
+Contour = "0.5"
+FFMPEG = "0.2"
+FixedPointNumbers = "0.3, 0.6"
+GR = "0.31, 0.44"
+GeometryTypes = "0.7"
+JSON = "0.21"
+Measures = "0.3"
+NaNMath = "0.3"
+PlotThemes = "0.2, 1"
+PlotUtils = "0.6.1"
+RecipesBase = "0.6, 0.7"
+Reexport = "0.2"
+Requires = "0.5"
+Showoff = "0.3.1"
+StatsBase = "0.14, 0.32"
+julia = "1"
 
 [extras]
 FileIO = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
+GeometryTypes = "4d00f742-c7ba-57c2-abde-4428a4b178cb"
+Gtk = "4c0ca9eb-093a-5379-98c5-f87ac0bbbf44"
 ImageMagick = "6218d12a-5da1-5696-b52f-db25d2ecc6d1"
 Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
 LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
-Pkg = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
+LibGit2 = "76f85450-5226-5b5a-8eaa-529ad045b433"
 RDatasets = "ce6b1742-4840-55fa-b093-852dadbb1d8b"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228"
 VisualRegressionTests = "34922c18-7c2a-561c-bac1-01e79b2c4c92"
-BinaryProvider = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
 
 [targets]
-test = ["BinaryProvider", "Pkg", "Test", "Random", "StatsPlots", "VisualRegressionTests", "LaTeXStrings", "Images", "ImageMagick", "RDatasets", "FileIO", "UnicodePlots"]
+test = ["FileIO", "GeometryTypes", "Gtk", "ImageMagick", "Images", "LaTeXStrings", "LibGit2", "Random", "RDatasets", "StatsPlots", "Test", "UnicodePlots", "VisualRegressionTests"]

appveyor.yml

@@ -2,6 +2,7 @@ environment:
   matrix:
   # - julia_version: 0.7
   - julia_version: 1
+  - julia_version: 1.2
   - julia_version: nightly
 
 platform:

deps/generateprecompiles.jl

@@ -0,0 +1,50 @@
+# To figure out what should be precompiled, run this script, then move
+# precompile_Plots.jl in precompiles_path (see below) to src/precompile.jl
+
+# This script works by using SnoopCompile to log compilations that take place
+# while running the examples on the GR backend. So SnoopCompile must be
+# installed, and StatsPlots, RDatasets, and FileIO are also required for
+# certain examples.
+
+# If precompilation fails with an UndefVarError for a module, probably what is
+# happening is that the module appears in the precompile statements, but is
+# only visible to one of Plots' dependencies, and not Plots itself. Adding the
+# module to the blacklist below will remove these precompile statements.
+
+# Anonymous functions may appear in precompile statements as functions with
+# hashes in their name. Those of the form "#something##kw" have to do with
+# compiling functions with keyword arguments, and are named reproducibly, so
+# can be kept. Others generally will not work. Currently, SnoopCompile includes
+# some anonymous functions that not reproducible, but SnoopCompile PR #30
+# (which looks about to be merged) will ensure that anonymous functions are
+# actually defined before attempting to precompile them. Alternatively, we can
+# keep only the keyword argument related anonymous functions by changing the
+# regex that SnoopCompile uses to detect anonymous functions to
+# r"#{1,2}[^\"#]+#{1,2}\d+" (see anonrex in SnoopCompile.jl). To exclude all
+# precompile statements involving anonymous functions, "#" can also be added to
+# the blacklist below.
+
+using SnoopCompile
+
+log_path = joinpath(tempdir(), "compiles.log")
+precompiles_path = joinpath(tempdir(), "precompile")
+
+# run examples with GR backend, logging what needs to be compiled
+SnoopCompile.@snoopc log_path begin
+    using Plots
+    Plots.test_examples(:gr, disp=true)
+end
+
+# precompile calls containing the following strings are dropped
+blacklist = [
+    # functions defined in examples
+    "PlotExampleModule",
+    # the following are not visible to Plots, only its dependencies
+    "CategoricalArrays",
+    "FixedPointNumbers",
+    "SparseArrays"
+]
+
+data = SnoopCompile.read(log_path)
+pc = SnoopCompile.parcel(reverse!(data[2]), blacklist=blacklist)
+SnoopCompile.write(precompiles_path, pc)

pushtomaster.sh

@@ -1,4 +0,0 @@
-git checkout master
-git merge --ff-only dev
-git push origin master
-git checkout dev

src/Plots.jl

@@ -1,6 +1,6 @@
 module Plots
 
-_current_plots_version = v"0.25.0"
+const _current_plots_version = VersionNumber(split(first(filter(line -> occursin("version", line), readlines(normpath(@__DIR__, "..", "Project.toml")))), "\"")[2])
 
 using Reexport
 
@@ -222,4 +222,7 @@ end
 
 const CURRENT_BACKEND = CurrentBackend(:none)
 
+include("precompile.jl")
+_precompile_()
+
 end # module

src/animation.jl

@@ -60,31 +60,39 @@ end
 
 file_extension(fn) = Base.Filesystem.splitext(fn)[2][2:end]
 
-gif(anim::Animation, fn = giffn(); kw...) = buildanimation(anim.dir, fn; kw...)
-mov(anim::Animation, fn = movfn(); kw...) = buildanimation(anim.dir, fn, false; kw...)
-mp4(anim::Animation, fn = mp4fn(); kw...) = buildanimation(anim.dir, fn, false; kw...)
+gif(anim::Animation, fn = giffn(); kw...) = buildanimation(anim, fn; kw...)
+mov(anim::Animation, fn = movfn(); kw...) = buildanimation(anim, fn, false; kw...)
+mp4(anim::Animation, fn = mp4fn(); kw...) = buildanimation(anim, fn, false; kw...)
 
+ffmpeg_framerate(fps) = "$fps"
+ffmpeg_framerate(fps::Rational) = "$(fps.num)/$(fps.den)"
 
-function buildanimation(animdir::AbstractString, fn::AbstractString,
+function buildanimation(anim::Animation, fn::AbstractString,
                         is_animated_gif::Bool=true;
-                        fps::Integer = 20, loop::Integer = 0,
+                        fps::Real = 20, loop::Integer = 0,
                         variable_palette::Bool=false,
                         show_msg::Bool=true)
-    fn = abspath(fn)
+    if length(anim.frames) == 0
+        throw(ArgumentError("Cannot build empty animations"))
+    end
+
+    fn = abspath(expanduser(fn))
+    animdir = anim.dir
+    framerate = ffmpeg_framerate(fps)
 
     if is_animated_gif
         if variable_palette
             # generate a colorpalette for each frame for highest quality, but larger filesize
             palette="palettegen=stats_mode=single[pal],[0:v][pal]paletteuse=new=1"
-            ffmpeg_exe(`-v 0 -framerate $fps -loop $loop -i $(animdir)/%06d.png -lavfi "$palette" -y $fn`)
+            ffmpeg_exe(`-v 0 -framerate $framerate -loop $loop -i $(animdir)/%06d.png -lavfi "$palette" -y $fn`)
         else
             # generate a colorpalette first so ffmpeg does not have to guess it
             ffmpeg_exe(`-v 0 -i $(animdir)/%06d.png -vf "palettegen=stats_mode=diff" -y "$(animdir)/palette.bmp"`)
             # then apply the palette to get better results
-            ffmpeg_exe(` -v 0 -framerate $fps -loop $loop -i $(animdir)/%06d.png -i "$(animdir)/palette.bmp" -lavfi "paletteuse=dither=sierra2_4a" -y $fn`)
+            ffmpeg_exe(` -v 0 -framerate $framerate -loop $loop -i $(animdir)/%06d.png -i "$(animdir)/palette.bmp" -lavfi "paletteuse=dither=sierra2_4a" -y $fn`)
         end
     else
-        ffmpeg_exe(`-v 0 -framerate $fps -loop $loop -i $(animdir)/%06d.png -pix_fmt yuv420p -y $fn`)
+        ffmpeg_exe(`-v 0 -framerate $framerate -loop $loop -i $(animdir)/%06d.png -pix_fmt yuv420p -y $fn`)
     end
 
     show_msg && @info("Saved animation to ", fn)
@@ -96,13 +104,18 @@ end
 # write out html to view the gif
 function Base.show(io::IO, ::MIME"text/html", agif::AnimatedGif)
     ext = file_extension(agif.filename)
-    write(io, if ext == "gif"
-        "<img src=\"$(relpath(agif.filename))\" />"
+    if ext == "gif"
+        html = "<img src=\"data:image/gif;base64," * base64encode(read(agif.filename)) * "\" />"
     elseif ext in ("mov", "mp4")
-        "<video controls><source src=\"$(relpath(agif.filename)) type=\"video/$ext\"></video>"
+        mimetype = ext == "mov" ? "video/quicktime" : "video/mp4"
+        html = "<video controls><source src=\"data:$mimetype;base64," *
+               base64encode(read(agif.filename)) *
+               "\" type = \"$mimetype\"></video>"
     else
         error("Cannot show animation with extension $ext: $agif")
-    end)
+    end
+
+    write(io, html)
     return nothing
 end
 

src/arg_desc.jl

@@ -42,6 +42,7 @@ const _arg_desc = KW(
 :arrow             	=> "nothing (no arrows), Bool (if true, default arrows), Arrow object, or arg(s) that could be style or head length/widths.  Defines arrowheads that should be displayed at the end of path line segments (just before a NaN and the last non-NaN point).  Used in quiverplot, streamplot, or similar.",
 :normalize         	=> "Bool or Symbol. Histogram normalization mode. Possible values are: false/:none (no normalization, default), true/:pdf (normalize to a discrete Probability Density Function, where the total area of the bins is 1), :probability (bin heights sum to 1) and :density (the area of each bin, rather than the height, is equal to the counts - useful for uneven bin sizes).",
 :weights           	=> "AbstractVector. Used in histogram types for weighted counts.",
+:show_empty_bins    => "Bool. Whether empty bins in a 2D histogram are colored as 0 (true), or transparent (the default).",
 :contours          	=> "Bool. Add contours to the side-grids of 3D plots?  Used in surface/wireframe.",
 :contour_labels         => "Bool. Show labels at the contour lines?",
 :match_dimensions  	=> "Bool. For heatmap types... should the first dimension of a matrix (rows) correspond to the first dimension of the plot (x-axis)?  The default is false, which matches the behavior of Matplotlib, Plotly, and others.  Note: when passing a function for z, the function should still map `(x,y) -> z`.",
@@ -50,7 +51,7 @@ const _arg_desc = KW(
 :primary                => "Bool.  Does this count as a 'real series'?  For example, you could have a path (primary), and a scatter (secondary) as 2 separate series, maybe with different data (see sticks recipe for an example).  The secondary series will get the same color, etc as the primary.",
 :hover 	        	=> "nothing or vector of strings. Text to display when hovering over each data point.",
 :colorbar_entry   => "Bool.  Include this series in the color bar?  Set to `false` to exclude.",
-  
+
 # plot args
 :plot_title               => "String. Title for the whole plot (not the subplots) (Note: Not currently implemented)",
 :background_color         => "Color Type.  Base color for all backgrounds.",
@@ -95,9 +96,16 @@ const _arg_desc = KW(
 :legendfontvalign         => "Symbol. Font vertical alignment of legend entries: :vcenter, :top, :bottom or :center",
 :legendfontrotation       => "Real. Font rotation of legend entries",
 :legendfontcolor          => "Color Type. Font color of legend entries",
+:legendtitlefontfamily    => "String or Symbol. Font family of the legend title.",
+:legendtitlefontsize           => "Integer. Font pointsize the legend title.",
+:legendtitlefonthalign         => "Symbol. Font horizontal alignment of the legend title: :hcenter, :left, :right or :center",
+:legendtitlefontvalign         => "Symbol. Font vertical alignment of the legend title: :vcenter, :top, :bottom or :center",
+:legendtitlefontrotation       => "Real. Font rotation of the legend title",
+:legendtitlefontcolor          => "Color Type. Font color of the legend title",
 :colorbar                 => "Bool (show the colorbar?) or Symbol (colorbar position).  Symbol values: `:none`, `:best`, `:right`, `:left`, `:top`, `:bottom`, `:legend` (matches legend value) (note: only some may be supported in each backend)",
 :clims 					  => "`:auto` or NTuple{2,Number}.  Fixes the limits of the colorbar.",
 :legendfont               => "Font. Font of legend items.",
+:legendtitlefont          => "Font. Font of the legend title.",
 :annotations              => "(x,y,text) tuple(s).  Can be a single tuple or a list of them.  Text can be String or PlotText (created with `text(args...)`)  Add one-off text annotations at the x,y coordinates.",
 :projection               => "Symbol or String.  '3d' or 'polar'",
 :aspect_ratio             => "Symbol (:equal) or Number. Plot area is resized so that 1 y-unit is the same size as `aspect_ratio` x-units.",

src/args.jl

@@ -272,6 +272,7 @@ const _series_defaults = KW(
     :arrow             => nothing,   # allows for adding arrows to line/path... call `arrow(args...)`
     :normalize         => false,     # do we want a normalized histogram?
     :weights           => nothing,   # optional weights for histograms (1D and 2D)
+    :show_empty_bins   => false,     # should empty bins in 2D histogram be colored as zero (otherwise they are transparent)
     :contours          => false,     # add contours to 3d surface and wireframe plots
     :contour_labels    => false,
     :match_dimensions  => false,     # do rows match x (true) or y (false) for heatmap/image/spy? see issue 196
@@ -336,6 +337,12 @@ const _subplot_defaults = KW(
     :legendfontvalign         => :vcenter,
     :legendfontrotation       => 0.0,
     :legendfontcolor          => :match,
+    :legendtitlefontfamily    => :match,
+    :legendtitlefontsize      => 11,
+    :legendtitlefonthalign    => :hcenter,
+    :legendtitlefontvalign    => :vcenter,
+    :legendtitlefontrotation  => 0.0,
+    :legendtitlefontcolor     => :match,
     :annotations              => [],                # annotation tuples... list of (x,y,annotation)
     :projection               => :none,             # can also be :polar or :3d
     :aspect_ratio             => :none,             # choose from :none or :equal
@@ -450,6 +457,7 @@ const _initial_axis_defaults = deepcopy(_axis_defaults)
 # to be able to reset font sizes to initial values
 const _initial_fontsizes = Dict(:titlefontsize  => _subplot_defaults[:titlefontsize],
                                 :legendfontsize => _subplot_defaults[:legendfontsize],
+                                :legendtitlefontsize => _subplot_defaults[:legendtitlefontsize],
                                 :tickfontsize   => _axis_defaults[:tickfontsize],
                                 :guidefontsize  => _axis_defaults[:guidefontsize])
 
@@ -574,6 +582,7 @@ add_aliases(:xerror, :xerr, :xerrorbar)
 add_aliases(:yerror, :yerr, :yerrorbar, :err, :errorbar)
 add_aliases(:quiver, :velocity, :quiver2d, :gradient, :vectorfield)
 add_aliases(:normalize, :norm, :normed, :normalized)
+add_aliases(:show_empty_bins, :showemptybins, :showempty, :show_empty)
 add_aliases(:aspect_ratio, :aspectratio, :axis_ratio, :axisratio, :ratio)
 add_aliases(:match_dimensions, :transpose, :transpose_z)
 add_aliases(:subplot, :sp, :subplt, :splt)
@@ -685,15 +694,15 @@ function processLineArg(plotattributes::KW, arg)
         plotattributes[:linestyle] = arg
 
     elseif typeof(arg) <: Stroke
-        arg.width == nothing || (plotattributes[:linewidth] = arg.width)
-        arg.color == nothing || (plotattributes[:linecolor] = arg.color == :auto ? :auto : plot_color(arg.color))
-        arg.alpha == nothing || (plotattributes[:linealpha] = arg.alpha)
-        arg.style == nothing || (plotattributes[:linestyle] = arg.style)
+        arg.width === nothing || (plotattributes[:linewidth] = arg.width)
+        arg.color === nothing || (plotattributes[:linecolor] = arg.color == :auto ? :auto : plot_color(arg.color))
+        arg.alpha === nothing || (plotattributes[:linealpha] = arg.alpha)
+        arg.style === nothing || (plotattributes[:linestyle] = arg.style)
 
     elseif typeof(arg) <: Brush
-        arg.size  == nothing || (plotattributes[:fillrange] = arg.size)
-        arg.color == nothing || (plotattributes[:fillcolor] = arg.color == :auto ? :auto : plot_color(arg.color))
-        arg.alpha == nothing || (plotattributes[:fillalpha] = arg.alpha)
+        arg.size  === nothing || (plotattributes[:fillrange] = arg.size)
+        arg.color === nothing || (plotattributes[:fillcolor] = arg.color == :auto ? :auto : plot_color(arg.color))
+        arg.alpha === nothing || (plotattributes[:fillalpha] = arg.alpha)
 
     elseif typeof(arg) <: Arrow || arg in (:arrow, :arrows)
         plotattributes[:arrow] = arg
@@ -724,15 +733,15 @@ function processMarkerArg(plotattributes::KW, arg)
         plotattributes[:markerstrokestyle] = arg
 
     elseif typeof(arg) <: Stroke
-        arg.width == nothing || (plotattributes[:markerstrokewidth] = arg.width)
-        arg.color == nothing || (plotattributes[:markerstrokecolor] = arg.color == :auto ? :auto : plot_color(arg.color))
-        arg.alpha == nothing || (plotattributes[:markerstrokealpha] = arg.alpha)
-        arg.style == nothing || (plotattributes[:markerstrokestyle] = arg.style)
+        arg.width === nothing || (plotattributes[:markerstrokewidth] = arg.width)
+        arg.color === nothing || (plotattributes[:markerstrokecolor] = arg.color == :auto ? :auto : plot_color(arg.color))
+        arg.alpha === nothing || (plotattributes[:markerstrokealpha] = arg.alpha)
+        arg.style === nothing || (plotattributes[:markerstrokestyle] = arg.style)
 
     elseif typeof(arg) <: Brush
-        arg.size  == nothing || (plotattributes[:markersize]  = arg.size)
-        arg.color == nothing || (plotattributes[:markercolor] = arg.color == :auto ? :auto : plot_color(arg.color))
-        arg.alpha == nothing || (plotattributes[:markeralpha] = arg.alpha)
+        arg.size  === nothing || (plotattributes[:markersize]  = arg.size)
+        arg.color === nothing || (plotattributes[:markercolor] = arg.color == :auto ? :auto : plot_color(arg.color))
+        arg.alpha === nothing || (plotattributes[:markeralpha] = arg.alpha)
 
     # linealpha
     elseif allAlphas(arg)
@@ -757,9 +766,9 @@ end
 function processFillArg(plotattributes::KW, arg)
     # fr = get(plotattributes, :fillrange, 0)
     if typeof(arg) <: Brush
-        arg.size  == nothing || (plotattributes[:fillrange] = arg.size)
-        arg.color == nothing || (plotattributes[:fillcolor] = arg.color == :auto ? :auto : plot_color(arg.color))
-        arg.alpha == nothing || (plotattributes[:fillalpha] = arg.alpha)
+        arg.size  === nothing || (plotattributes[:fillrange] = arg.size)
+        arg.color === nothing || (plotattributes[:fillcolor] = arg.color == :auto ? :auto : plot_color(arg.color))
+        arg.alpha === nothing || (plotattributes[:fillalpha] = arg.alpha)
 
     elseif typeof(arg) <: Bool
         plotattributes[:fillrange] = arg ? 0 : nothing
@@ -793,10 +802,10 @@ function processGridArg!(plotattributes::KW, arg, letter)
         plotattributes[Symbol(letter, :gridstyle)] = arg
 
     elseif typeof(arg) <: Stroke
-        arg.width == nothing || (plotattributes[Symbol(letter, :gridlinewidth)] = arg.width)
-        arg.color == nothing || (plotattributes[Symbol(letter, :foreground_color_grid)] = arg.color in (:auto, :match) ? :match : plot_color(arg.color))
-        arg.alpha == nothing || (plotattributes[Symbol(letter, :gridalpha)] = arg.alpha)
-        arg.style == nothing || (plotattributes[Symbol(letter, :gridstyle)] = arg.style)
+        arg.width === nothing || (plotattributes[Symbol(letter, :gridlinewidth)] = arg.width)
+        arg.color === nothing || (plotattributes[Symbol(letter, :foreground_color_grid)] = arg.color in (:auto, :match) ? :match : plot_color(arg.color))
+        arg.alpha === nothing || (plotattributes[Symbol(letter, :gridalpha)] = arg.alpha)
+        arg.style === nothing || (plotattributes[Symbol(letter, :gridstyle)] = arg.style)
 
     # linealpha
     elseif allAlphas(arg)
@@ -822,10 +831,10 @@ function processMinorGridArg!(plotattributes::KW, arg, letter)
         plotattributes[Symbol(letter, :minorgrid)] = true
 
     elseif typeof(arg) <: Stroke
-        arg.width == nothing || (plotattributes[Symbol(letter, :minorgridlinewidth)] = arg.width)
-        arg.color == nothing || (plotattributes[Symbol(letter, :foreground_color_minor_grid)] = arg.color in (:auto, :match) ? :match : plot_color(arg.color))
-        arg.alpha == nothing || (plotattributes[Symbol(letter, :minorgridalpha)] = arg.alpha)
-        arg.style == nothing || (plotattributes[Symbol(letter, :minorgridstyle)] = arg.style)
+        arg.width === nothing || (plotattributes[Symbol(letter, :minorgridlinewidth)] = arg.width)
+        arg.color === nothing || (plotattributes[Symbol(letter, :foreground_color_minor_grid)] = arg.color in (:auto, :match) ? :match : plot_color(arg.color))
+        arg.alpha === nothing || (plotattributes[Symbol(letter, :minorgridalpha)] = arg.alpha)
+        arg.style === nothing || (plotattributes[Symbol(letter, :minorgridstyle)] = arg.style)
         plotattributes[Symbol(letter, :minorgrid)] = true
 
     # linealpha
@@ -930,6 +939,15 @@ function preprocessArgs!(plotattributes::KW)
         end
     end
 
+    # vline accesses the y argument but actually maps it to the x axis.
+    # Hence, we have to swap formatters
+    if get(plotattributes, :seriestype, :path) == :vline
+        xformatter = get(plotattributes, :xformatter, :auto)
+        yformatter = get(plotattributes, :yformatter, :auto)
+        plotattributes[:xformatter] = yformatter
+        plotattributes[:yformatter] = xformatter
+    end
+
     # handle grid args common to all axes
     args = pop!(plotattributes, :grid, ())
     for arg in wraptuple(args)
@@ -961,7 +979,7 @@ function preprocessArgs!(plotattributes::KW)
         end
     end
     # fonts
-    for fontname in (:titlefont, :legendfont)
+    for fontname in (:titlefont, :legendfont, :legendtitlefont)
         args = pop!(plotattributes, fontname, ())
         for arg in wraptuple(args)
             processFontArg!(plotattributes, fontname, arg)
@@ -1121,7 +1139,7 @@ end
 
 function _filter_input_data!(plotattributes::KW)
     idxfilter = pop!(plotattributes, :idxfilter, nothing)
-    if idxfilter != nothing
+    if idxfilter !== nothing
         filter_data!(plotattributes, idxfilter)
     end
 end
@@ -1237,7 +1255,7 @@ end
 #     v = plotattributes[k]
 #     plotattributes[k] = if v == :match
 #         match_color
-#     elseif v == nothing
+#     elseif v === nothing
 #         plot_color(RGBA(0,0,0,0))
 #     else
 #         v
@@ -1246,7 +1264,7 @@ end
 
 function color_or_nothing!(plotattributes::KW, k::Symbol)
     v = plotattributes[k]
-    plotattributes[k] = if v == nothing || v == false
+    plotattributes[k] = if v === nothing || v == false
         RGBA{Float64}(0,0,0,0)
     elseif v != :match
         plot_color(v)
@@ -1271,8 +1289,10 @@ const _match_map = KW(
     :bottom_margin => :margin,
     :titlefontfamily          => :fontfamily_subplot,
     :legendfontfamily         => :fontfamily_subplot,
+    :legendtitlefontfamily    => :fontfamily_subplot,
     :titlefontcolor           => :foreground_color_subplot,
     :legendfontcolor          => :foreground_color_subplot,
+    :legendtitlefontcolor     => :foreground_color_subplot,
     :tickfontcolor            => :foreground_color_text,
     :guidefontcolor           => :foreground_color_guide,
 )
@@ -1563,11 +1583,11 @@ function _update_series_attributes!(plotattributes::KW, plt::Plot, sp::Subplot)
 
     # update alphas
     for asym in (:linealpha, :markeralpha, :fillalpha)
-        if plotattributes[asym] == nothing
+        if plotattributes[asym] === nothing
             plotattributes[asym] = plotattributes[:seriesalpha]
         end
     end
-    if plotattributes[:markerstrokealpha] == nothing
+    if plotattributes[:markerstrokealpha] === nothing
         plotattributes[:markerstrokealpha] = plotattributes[:markeralpha]
     end
 
@@ -1602,13 +1622,13 @@ function _update_series_attributes!(plotattributes::KW, plt::Plot, sp::Subplot)
     end
 
     # if marker_z, fill_z or line_z are set, ensure we have a gradient
-    if plotattributes[:marker_z] != nothing
+    if plotattributes[:marker_z] !== nothing
         ensure_gradient!(plotattributes, :markercolor, :markeralpha)
     end
-    if plotattributes[:line_z] != nothing
+    if plotattributes[:line_z] !== nothing
         ensure_gradient!(plotattributes, :linecolor, :linealpha)
     end
-    if plotattributes[:fill_z] != nothing
+    if plotattributes[:fill_z] !== nothing
         ensure_gradient!(plotattributes, :fillcolor, :fillalpha)
     end
 

src/axes.jl

@@ -67,7 +67,7 @@ function process_axis_arg!(plotattributes::KW, arg, letter = "")
     elseif T <: AVec
         plotattributes[Symbol(letter,:ticks)] = arg
 
-    elseif arg == nothing
+    elseif arg === nothing
         plotattributes[Symbol(letter,:ticks)] = []
 
     elseif T <: Bool || arg in _allShowaxisArgs
@@ -166,7 +166,7 @@ function optimal_ticks_and_labels(sp::Subplot, axis::Axis, ticks = nothing)
     # or DateTime) is chosen based on the time span between amin and amax
     # rather than on the input format
     # TODO: maybe: non-trivial scale (:ln, :log2, :log10) for date/datetime
-    if ticks == nothing && scale == :identity
+    if ticks === nothing && scale == :identity
         if axis[:formatter] == dateformatter
             # optimize_datetime_ticks returns ticks and labels(!) based on
             # integers/floats corresponding to the DateTime type. Thus, the axes
@@ -184,7 +184,7 @@ function optimal_ticks_and_labels(sp::Subplot, axis::Axis, ticks = nothing)
     end
 
     # get a list of well-laid-out ticks
-    if ticks == nothing
+    if ticks === nothing
         scaled_ticks = optimize_ticks(
             sf(amin),
             sf(amax);
@@ -218,6 +218,8 @@ function optimal_ticks_and_labels(sp::Subplot, axis::Axis, ticks = nothing)
             map(labelfunc(scale, backend()), Showoff.showoff(scaled_ticks, :plain))
         elseif formatter == :scientific
             Showoff.showoff(unscaled_ticks, :scientific)
+	elseif formatter == :latex
+	    map(x -> string("\$", replace(convert_sci_unicode(x), '×' => "\\times"), "\$"), Showoff.showoff(unscaled_ticks, :auto))
         else
             # there was an override for the formatter... use that on the unscaled ticks
             map(formatter, unscaled_ticks)
@@ -295,7 +297,7 @@ function get_minor_ticks(sp, axis, ticks)
     #Add one phantom tick either side of the ticks to ensure minor ticks extend to the axis limits
     if length(ticks) > 2
         ratio = (ticks[3] - ticks[2])/(ticks[2] - ticks[1])
-    elseif axis[:scale] == :none
+    elseif axis[:scale] in (:none, :identity)
         ratio = 1
     else
         return nothing
@@ -382,7 +384,7 @@ function expand_extrema!(sp::Subplot, plotattributes::KW)
                 data = plotattributes[letter] = Surface(Matrix{Float64}(data.surf))
             end
             expand_extrema!(axis, data)
-        elseif data != nothing
+        elseif data !== nothing
             # TODO: need more here... gotta track the discrete reference value
             #       as well as any coord offset (think of boxplot shape coords... they all
             #       correspond to the same x-value)
@@ -399,10 +401,10 @@ function expand_extrema!(sp::Subplot, plotattributes::KW)
 
     # expand for fillrange
     fr = plotattributes[:fillrange]
-    if fr == nothing && plotattributes[:seriestype] == :bar
+    if fr === nothing && plotattributes[:seriestype] == :bar
         fr = 0.0
     end
-    if fr != nothing && !all3D(plotattributes)
+    if fr !== nothing && !all3D(plotattributes)
         axis = sp.attr[vert ? :yaxis : :xaxis]
         if typeof(fr) <: Tuple
             for fri in fr
@@ -419,7 +421,7 @@ function expand_extrema!(sp::Subplot, plotattributes::KW)
         data = plotattributes[dsym]
 
         bw = plotattributes[:bar_width]
-        if bw == nothing
+        if bw === nothing
             bw = plotattributes[:bar_width] = _bar_width * ignorenan_minimum(filter(x->x>0,diff(sort(data))))
         end
         axis = sp.attr[Symbol(dsym, :axis)]

src/backends.jl

@@ -77,7 +77,7 @@ text_size(lab::AbstractString, sz::Number, rot::Number = 0) = text_size(length(l
 # account for the size/length/rotation of tick labels
 function tick_padding(sp::Subplot, axis::Axis)
     ticks = get_ticks(sp, axis)
-    if ticks == nothing
+    if ticks === nothing
         0mm
     else
         vals, labs = ticks
@@ -229,7 +229,7 @@ const _base_supported_args = [
     :subplot_index,
     :discrete_values,
     :projection,
-
+    :show_empty_bins
 ]
 
 function merge_with_base_supported(v::AVec)

src/backends/gr.jl

@@ -147,7 +147,7 @@ gr_inqtext(x, y, s::Symbol) = gr_inqtext(x, y, string(s))
 function gr_inqtext(x, y, s)
     if length(s) >= 2 && s[1] == '$' && s[end] == '$'
         GR.inqmathtex(x, y, s[2:end-1])
-    elseif findfirst(isequal('\\'), s) != nothing || occursin("10^{", s)
+    elseif findfirst(isequal('\\'), s) !== nothing || occursin("10^{", s)
         GR.inqtextext(x, y, s)
     else
         GR.inqtext(x, y, s)
@@ -159,7 +159,7 @@ gr_text(x, y, s::Symbol) = gr_text(x, y, string(s))
 function gr_text(x, y, s)
     if length(s) >= 2 && s[1] == '$' && s[end] == '$'
         GR.mathtex(x, y, s[2:end-1])
-    elseif findfirst(isequal('\\'), s) != nothing || occursin("10^{", s)
+    elseif findfirst(isequal('\\'), s) !== nothing || occursin("10^{", s)
         GR.textext(x, y, s)
     else
         GR.text(x, y, s)
@@ -237,7 +237,7 @@ gr_z_axislims(sp::Subplot) = axis_limits(sp, :z)
 gr_xy_axislims(sp::Subplot) = gr_x_axislims(sp)..., gr_y_axislims(sp)...
 
 function gr_lims(sp::Subplot, axis::Axis, adjust::Bool, expand = nothing)
-    if expand != nothing
+    if expand !== nothing
         expand_extrema!(axis, expand)
     end
     lims = axis_limits(sp, axis[:letter])
@@ -260,19 +260,6 @@ function gr_fill_viewport(vp::AVec{Float64}, c)
     GR.restorestate()
 end
 
-
-normalize_zvals(args...) = nothing
-function normalize_zvals(zv::AVec, clims::NTuple{2, <:Real})
-    vmin, vmax = ignorenan_extrema(zv)
-    isfinite(clims[1]) && (vmin = clims[1])
-    isfinite(clims[2]) && (vmax = clims[2])
-    if vmin == vmax
-        zeros(length(zv))
-    else
-        clamp.((zv .- vmin) ./ (vmax .- vmin), 0, 1)
-    end
-end
-
 # ---------------------------------------------------------
 
 # draw ONE Shape
@@ -481,7 +468,7 @@ function _cbar_unique(values, propname)
     out = last(values)
     if any(x != out for x in values)
         @warn "Multiple series with different $propname share a colorbar. " *
-              "Colorbar may not refelct all series correctly."
+              "Colorbar may not reflect all series correctly."
     end
     out
 end
@@ -629,11 +616,11 @@ function gr_get_color(series::Series)
         series[:fillcolor]
     elseif st in (:contour, :wireframe)
         series[:linecolor]
-    elseif series[:marker_z] != nothing
+    elseif series[:marker_z] !== nothing
         series[:markercolor]
-    elseif series[:line_z] !=  nothing
+    elseif series[:line_z] !==  nothing
         series[:linecolor]
-    elseif series[:fill_z] != nothing
+    elseif series[:fill_z] !== nothing
         series[:fillcolor]
     end
 end
@@ -874,26 +861,21 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
     # has to be done now due to a potential adjustment to the plotarea given an outer legend.
     legendn = 0
     legendw = 0
-    legendi = 0
     if sp[:legend] != :none
         GR.savestate()
         GR.selntran(0)
         GR.setscale(0)
-        gr_set_font(legendfont(sp))
-        if sp[:legendtitle] != nothing
+        if sp[:legendtitle] !== nothing
+            gr_set_font(legendtitlefont(sp))
             tbx, tby = gr_inqtext(0, 0, string(sp[:legendtitle]))
             legendw = tbx[3] - tbx[1]
             legendn += 1
         end
+        gr_set_font(legendfont(sp))
         for series in series_list(sp)
             should_add_to_legend(series) || continue
             legendn += 1
-            if typeof(series[:label]) <: Array
-                legendi += 1
-                lab = series[:label][legendi]
-            else
-                lab = series[:label]
-            end
+            lab = series[:label]
             tbx, tby = gr_inqtext(0, 0, string(lab))
             legendw = max(legendw, tbx[3] - tbx[1])
         end
@@ -925,8 +907,6 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
     # reduced from before... set some flags based on the series in this subplot
     # TODO: can these be generic flags?
     outside_ticks = false
-    # calculate the colorbar limits once for a subplot
-    clims = get_clims(sp)
     cbar = GRColorbar()
 
     draw_axes = sp[:framestyle] != :none
@@ -940,11 +920,8 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
             outside_ticks = true
             for ax in (sp[:xaxis], sp[:yaxis])
                 v = series[ax[:letter]]
-                if length(v) > 1 && diff(collect(extrema(diff(v))))[1] > 1e-6*std(v)
-                    @warn("GR: heatmap only supported with equally spaced data.")
-                end
             end
-            x, y = heatmap_edges(series[:x], sp[:xaxis][:scale]), heatmap_edges(series[:y], sp[:yaxis][:scale])
+            x, y = heatmap_edges(series[:x], sp[:xaxis][:scale], series[:y], sp[:yaxis][:scale], size(series[:z]))
             xy_lims = x[1], x[end], y[1], y[end]
             expand_extrema!(sp[:xaxis], x)
             expand_extrema!(sp[:yaxis], y)
@@ -1239,6 +1216,8 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
         x, y, z = series[:x], series[:y], series[:z]
         frng = series[:fillrange]
 
+        clims = get_clims(sp, series)
+
         # add custom frame shapes to markershape?
         series_annotations_shapes!(series)
         # -------------------------------------------------------
@@ -1247,7 +1226,7 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
         if typeof(z) <: Surface
             z = vec(transpose_z(series, z.surf, false))
         elseif ispolar(sp)
-            if frng != nothing
+            if frng !== nothing
                 _, frng = convert_to_polar(x, frng, (rmin, rmax))
             end
             x, y = convert_to_polar(x, y, (rmin, rmax))
@@ -1258,11 +1237,11 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
         end
 
         if st in (:path, :scatter, :straightline)
-            if x != nothing && length(x) > 1
+            if x !== nothing && length(x) > 1
                 lz = series[:line_z]
                 segments = iter_segments(series)
                 # do area fill
-                if frng != nothing
+                if frng !== nothing
                     GR.setfillintstyle(GR.INTSTYLE_SOLID)
                     fr_from, fr_to = (is_2tuple(frng) ? frng : (y, frng))
                     for (i, rng) in enumerate(segments)
@@ -1301,7 +1280,7 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
                 plot_color(series[:linecolor]) in (black,[black])
             end
             h = gr_contour_levels(series, clims)
-            if series[:fillrange] != nothing
+            if series[:fillrange] !== nothing
                 if series[:fillcolor] != series[:linecolor] && !is_lc_black
                     @warn("GR: filled contour only supported with black contour lines")
                 end
@@ -1335,26 +1314,31 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
         elseif st == :heatmap
             zmin, zmax = clims
             if !ispolar(sp)
-                xmin, xmax, ymin, ymax = xy_lims
-                m, n = length(x), length(y)
-                xinds = sort(1:m, rev = xaxis[:flip])
-                yinds = sort(1:n, rev = yaxis[:flip])
-                z = reshape(reshape(z, m, n)[xinds, yinds], m*n)
                 GR.setspace(zmin, zmax, 0, 90)
-                grad = isa(series[:fillcolor], ColorGradient) ? series[:fillcolor] : cgrad()
-                colors = [plot_color(grad[clamp((zi-zmin) / (zmax-zmin), 0, 1)], series[:fillalpha]) for zi=z]
-                rgba = map(c -> UInt32( round(UInt, alpha(c) * 255) << 24 +
-                                        round(UInt,  blue(c) * 255) << 16 +
-                                        round(UInt, green(c) * 255) << 8  +
-                                        round(UInt,   red(c) * 255) ), colors)
-                w, h = length(x), length(y)
-                GR.drawimage(xmin, xmax, ymax, ymin, w, h, rgba)
+                x, y = heatmap_edges(series[:x], sp[:xaxis][:scale], series[:y], sp[:yaxis][:scale], size(series[:z]))
+                w, h = length(x) - 1, length(y) - 1
+                z_normalized = map(x -> GR.jlgr.normalize_color(x, zmin, zmax), z)
+                z_normalized = map(x -> isnan(x) ? 256/255 : x, z_normalized) # results in color index = 1256 -> transparent
+                colors = Int32[round(Int32, 1000 + _i * 255) for _i in z_normalized]
+                GR.nonuniformcellarray(x, y, w, h, colors)
             else
-                h, w = length(x), length(y)
-                z = reshape(z, h, w)
-                colors = Int32[round(Int32, 1000 + _i * 255) for _i in z']
-                GR.setwindow(-1, 1, -1, 1)
-                GR.polarcellarray(0, 0, 0, 360, 0, 1, w, h, colors)
+                phimin, phimax = 0.0, 360.0 # nonuniform polar array is not yet supported in GR.jl
+                nx, ny = length(series[:x]), length(series[:y])
+                z_normalized = map(x -> GR.jlgr.normalize_color(x, zmin, zmax), z)
+                colors = Int32[round(Int32, 1000 + _i * 255) for _i in z_normalized]
+                xmin, xmax, ymin, ymax = xy_lims
+                rmax = data_lims[4]
+                GR.setwindow(-rmax, rmax, -rmax, rmax)
+                if ymin > 0
+                    @warn "'ymin[1] > 0' (rmin) is not yet supported."
+                end
+                if series[:y][end] != ny
+                    @warn "Right now only the maximum value of y (r) is taken into account."
+                end
+                # GR.polarcellarray(0, 0, phimin, phimax, ymin, ymax, nx, ny, colors)
+                GR.polarcellarray(0, 0, phimin, phimax, 0, ymax, nx, ny, colors)
+                # Right now only the maximum value of y (r) is taken into account.
+                # This is certainly not perfect but nonuniform polar array is not yet supported in GR.jl
             end
 
         elseif st in (:path3d, :scatter3d)
@@ -1454,9 +1438,6 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
         elseif st == :image
             z = transpose_z(series, series[:z].surf, true)'
             w, h = size(z)
-            xinds = sort(1:w, rev = xaxis[:flip])
-            yinds = sort(1:h, rev = yaxis[:flip])
-            z = z[xinds, yinds]
             xmin, xmax = ignorenan_extrema(series[:x]); ymin, ymax = ignorenan_extrema(series[:y])
             if eltype(z) <: Colors.AbstractGray
                 grey = round.(UInt8, clamp.(float(z) * 255, 0, 255))
@@ -1481,7 +1462,7 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
     end
 
     # draw the colorbar
-    hascolorbar(sp) && gr_draw_colorbar(cbar, sp, clims)
+    hascolorbar(sp) && gr_draw_colorbar(cbar, sp, get_clims(sp))
 
     # add the legend
     if sp[:legend] != :none
@@ -1490,7 +1471,6 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
         GR.setscale(0)
         gr_set_font(legendfont(sp))
         w = legendw
-        i = legendi
         n = legendn
         if w > 0
             dy = _gr_point_mult[1] * sp[:legendfontsize] * 1.75
@@ -1502,20 +1482,21 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
             gr_set_line(1, :solid, sp[:foreground_color_legend])
             GR.drawrect(xpos - 0.08, xpos + w + 0.02, ypos + dy, ypos - dy * n)
             i = 0
-            if sp[:legendtitle] != nothing
+            if sp[:legendtitle] !== nothing
                 GR.settextalign(GR.TEXT_HALIGN_CENTER, GR.TEXT_VALIGN_HALF)
-                gr_set_textcolor(sp[:legendfontcolor])
-                gr_set_transparency(sp[:legendfontcolor])
+                gr_set_font(legendtitlefont(sp))
                 gr_text(xpos - 0.03 + 0.5*w, ypos, string(sp[:legendtitle]))
                 ypos -= dy
+                gr_set_font(legendfont(sp))
             end
             for series in series_list(sp)
+                clims = get_clims(sp, series)
                 should_add_to_legend(series) || continue
                 st = series[:seriestype]
                 lc = get_linecolor(series, clims)
                 gr_set_line(get_linewidth(series), get_linestyle(series), lc) #, series[:linealpha])
 
-                if (st == :shape || series[:fillrange] != nothing) && series[:ribbon] == nothing
+                if (st == :shape || series[:fillrange] !== nothing) && series[:ribbon] === nothing
                     fc = get_fillcolor(series, clims)
                     gr_set_fill(fc) #, series[:fillalpha])
                     l, r = xpos-0.07, xpos-0.01
@@ -1532,7 +1513,7 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
 
                 if st in (:path, :straightline)
                     gr_set_transparency(lc, get_linealpha(series))
-                    if series[:fillrange] == nothing || series[:ribbon] != nothing
+                    if series[:fillrange] === nothing || series[:ribbon] !== nothing
                         GR.polyline([xpos - 0.07, xpos - 0.01], [ypos, ypos])
                     else
                         GR.polyline([xpos - 0.07, xpos - 0.01], [ypos+0.4dy, ypos+0.4dy])
@@ -1543,14 +1524,9 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
                     gr_draw_markers(series, xpos - .035, ypos, clims, 6)
                 end
 
-                if typeof(series[:label]) <: Array
-                    i += 1
-                    lab = series[:label][i]
-                else
-                    lab = series[:label]
-                end
+                lab = series[:label]
                 GR.settextalign(GR.TEXT_HALIGN_LEFT, GR.TEXT_VALIGN_HALF)
-                gr_set_textcolor(sp[:legendfontcolor])
+                gr_set_textcolor(plot_color(sp[:legendfontcolor]))
                 gr_text(xpos, ypos, string(lab))
                 ypos -= dy
             end

src/backends/inspectdr.jl

@@ -121,9 +121,9 @@ function _create_backend_figure(plt::Plot{InspectDRBackend})
     gplot = _inspectdr_getgui(plt.o)
 
     #:overwrite_figure: want to reuse current figure
-    if plt[:overwrite_figure] && mplot != nothing
+    if plt[:overwrite_figure] && mplot !== nothing
         mplot.subplots = [] #Reset
-        if gplot != nothing #Ensure still references current plot
+        if gplot !== nothing #Ensure still references current plot
             gplot.src = mplot
         end
     else #want new one:

src/backends/pgfplots.jl

@@ -96,7 +96,7 @@ pgf_thickness_scaling(series) = pgf_thickness_scaling(series[:subplot])
 function pgf_fillstyle(plotattributes, i = 1)
     cstr,a = pgf_color(get_fillcolor(plotattributes, i))
     fa = get_fillalpha(plotattributes, i)
-    if fa != nothing
+    if fa !== nothing
         a = fa
     end
     "fill = $cstr, fill opacity=$a"
@@ -128,16 +128,18 @@ function pgf_marker(plotattributes, i = 1)
     shape = _cycle(plotattributes[:markershape], i)
     cstr, a = pgf_color(plot_color(get_markercolor(plotattributes, i), get_markeralpha(plotattributes, i)))
     cstr_stroke, a_stroke = pgf_color(plot_color(get_markerstrokecolor(plotattributes, i), get_markerstrokealpha(plotattributes, i)))
-    """
-    mark = $(get(_pgfplots_markers, shape, "*")),
-    mark size = $(pgf_thickness_scaling(plotattributes) * 0.5 * _cycle(plotattributes[:markersize], i)),
-    mark options = {
-        color = $cstr_stroke, draw opacity = $a_stroke,
-        fill = $cstr, fill opacity = $a,
-        line width = $(pgf_thickness_scaling(plotattributes) * _cycle(plotattributes[:markerstrokewidth], i)),
-        rotate = $(shape == :dtriangle ? 180 : 0),
-        $(get(_pgfplots_linestyles, _cycle(plotattributes[:markerstrokestyle], i), "solid"))
-    }"""
+    return string(
+        "mark = $(get(_pgfplots_markers, shape, "*")),\n",
+        "mark size = $(pgf_thickness_scaling(plotattributes) * 0.5 * _cycle(plotattributes[:markersize], i)),\n",
+        plotattributes[:seriestype] == :scatter ? "only marks,\n" : "",
+        "mark options = {
+            color = $cstr_stroke, draw opacity = $a_stroke,
+            fill = $cstr, fill opacity = $a,
+            line width = $(pgf_thickness_scaling(plotattributes) * _cycle(plotattributes[:markerstrokewidth], i)),
+            rotate = $(shape == :dtriangle ? 180 : 0),
+            $(get(_pgfplots_linestyles, _cycle(plotattributes[:markerstrokestyle], i), "solid"))
+        }"
+        )
 end
 
 function pgf_add_annotation!(o, x, y, val, thickness_scaling = 1)
@@ -216,12 +218,12 @@ function pgf_series(sp::Subplot, series::Series)
 
             # add to legend?
             if i == 1 && sp[:legend] != :none && should_add_to_legend(series)
-                if plotattributes[:fillrange] != nothing
+                if plotattributes[:fillrange] !== nothing
                     push!(style, "forget plot")
                     push!(series_collection, pgf_fill_legend_hack(plotattributes, args))
                 else
                     kw[:legendentry] = plotattributes[:label]
-                    if st == :shape # || plotattributes[:fillrange] != nothing
+                    if st == :shape # || plotattributes[:fillrange] !== nothing
                         push!(style, "area legend")
                     end
                 end
@@ -238,7 +240,7 @@ function pgf_series(sp::Subplot, series::Series)
             kw[:style] = join(style, ',')
 
             # add fillrange
-            if series[:fillrange] != nothing && st != :shape
+            if series[:fillrange] !== nothing && st != :shape
                 push!(series_collection, pgf_fillrange_series(series, i, _cycle(series[:fillrange], rng), seg_args...))
             end
 
@@ -476,8 +478,18 @@ function _update_plot_object(plt::Plot{PGFPlotsBackend})
         if haskey(_pgfplots_legend_pos, legpos)
             kw[:legendPos] = _pgfplots_legend_pos[legpos]
         end
-        cstr, a = pgf_color(plot_color(sp[:background_color_legend]))
-        push!(style, string("legend style = {", pgf_linestyle(pgf_thickness_scaling(sp), sp[:foreground_color_legend], 1.0, "solid"), ",", "fill = $cstr,", "font = ", pgf_font(sp[:legendfontsize], pgf_thickness_scaling(sp)), "}"))
+        cstr, bg_alpha = pgf_color(plot_color(sp[:background_color_legend]))
+        fg_alpha = alpha(plot_color(sp[:foreground_color_legend]))
+
+        push!(style, string(
+            "legend style = {", 
+                pgf_linestyle(pgf_thickness_scaling(sp), sp[:foreground_color_legend], fg_alpha, "solid", ), ",", 
+                "fill = $cstr,", 
+                "fill opacity = $bg_alpha,", 
+                "text opacity = $(alpha(plot_color(sp[:legendfontcolor]))),", 
+                "font = ", pgf_font(sp[:legendfontsize], pgf_thickness_scaling(sp)), 
+            "}",
+        ))
 
         if any(s[:seriestype] == :contour for s in series_list(sp))
             kw[:view] = "{0}{90}"

src/backends/plotly.jl

@@ -347,7 +347,7 @@ function plotly_layout(plt::Plot)
 end
 
 function plotly_layout_json(plt::Plot)
-    JSON.json(plotly_layout(plt))
+    JSON.json(plotly_layout(plt), 4)
 end
 
 
@@ -403,7 +403,7 @@ end
 function plotly_data(series::Series, letter::Symbol, data)
     axis = series[:subplot][Symbol(letter, :axis)]
 
-    data = if axis[:ticks] == :native && data != nothing
+    data = if axis[:ticks] == :native && data !== nothing
         plotly_native_data(axis, data)
     else
        data
@@ -415,7 +415,7 @@ function plotly_data(series::Series, letter::Symbol, data)
         plotly_data(data)
     end
 end
-plotly_data(v) = v != nothing ? collect(v) : v
+plotly_data(v) = v !== nothing ? collect(v) : v
 plotly_data(surf::Surface) = surf.surf
 plotly_data(v::AbstractArray{R}) where {R<:Rational} = float(v)
 
@@ -454,7 +454,7 @@ function plotly_series(plt::Plot, series::Series)
     st = series[:seriestype]
 
     sp = series[:subplot]
-    clims = get_clims(sp)
+    clims = get_clims(sp, series)
 
     if st == :shape
         return plotly_series_shapes(plt, series, clims)
@@ -469,7 +469,7 @@ function plotly_series(plt::Plot, series::Series)
     plotattributes_out[:showlegend] = should_add_to_legend(series)
 
     if st == :straightline
-        x, y = straightline_data(series)
+        x, y = straightline_data(series, 100)
         z = series[:z]
     else
         x, y, z  = series[:x], series[:y], series[:z]
@@ -529,7 +529,7 @@ function plotly_series(plt::Plot, series::Series)
         else
             plotattributes_out[:colorscale] = plotly_colorscale(series[:fillcolor], series[:fillalpha])
             plotattributes_out[:opacity] = series[:fillalpha]
-            if series[:fill_z] != nothing
+            if series[:fill_z] !== nothing
                 plotattributes_out[:surfacecolor] = plotly_surface_data(series, series[:fill_z])
             end
             plotattributes_out[:showscale] = hascolorbar(sp)
@@ -584,7 +584,7 @@ function plotly_series_shapes(plt::Plot, series::Series, clims)
     )
 
     x, y = (plotly_data(series, letter, data)
-        for (letter, data) in zip((:x, :y), shape_data(series))
+        for (letter, data) in zip((:x, :y), shape_data(series, 100))
     )
 
     for (i,rng) in enumerate(segments)
@@ -611,11 +611,11 @@ function plotly_series_shapes(plt::Plot, series::Series, clims)
         plotly_hover!(plotattributes_out, _cycle(series[:hover], i))
         plotattributes_outs[i] = plotattributes_out
     end
-    if series[:fill_z] != nothing
+    if series[:fill_z] !== nothing
         push!(plotattributes_outs, plotly_colorbar_hack(series, plotattributes_base, :fill))
-    elseif series[:line_z] != nothing
+    elseif series[:line_z] !== nothing
         push!(plotattributes_outs, plotly_colorbar_hack(series, plotattributes_base, :line))
-    elseif series[:marker_z] != nothing
+    elseif series[:marker_z] !== nothing
         push!(plotattributes_outs, plotly_colorbar_hack(series, plotattributes_base, :marker))
     end
     plotattributes_outs
@@ -631,11 +631,9 @@ function plotly_series_segments(series::Series, plotattributes_base::KW, x, y, z
         (isa(series[:fillrange], AbstractVector) || isa(series[:fillrange], Tuple))
 
     segments = iter_segments(series)
-    plotattributes_outs = Vector{KW}(undef, (hasfillrange ? 2 : 1 ) * length(segments))
+    plotattributes_outs = fill(KW(), (hasfillrange ? 2 : 1 ) * length(segments))
 
     for (i,rng) in enumerate(segments)
-        !isscatter && length(rng) < 2 && continue
-
         plotattributes_out = deepcopy(plotattributes_base)
         plotattributes_out[:showlegend] = i==1 ? should_add_to_legend(series) : false
         plotattributes_out[:legendgroup] = series[:label]
@@ -735,11 +733,11 @@ function plotly_series_segments(series::Series, plotattributes_base::KW, x, y, z
         end
     end
 
-    if series[:line_z] != nothing
+    if series[:line_z] !== nothing
         push!(plotattributes_outs, plotly_colorbar_hack(series, plotattributes_base, :line))
-    elseif series[:fill_z] != nothing
+    elseif series[:fill_z] !== nothing
         push!(plotattributes_outs, plotly_colorbar_hack(series, plotattributes_base, :fill))
-    elseif series[:marker_z] != nothing
+    elseif series[:marker_z] !== nothing
         push!(plotattributes_outs, plotly_colorbar_hack(series, plotattributes_base, :marker))
     end
 
@@ -784,7 +782,7 @@ function plotly_hover!(plotattributes_out::KW, hover)
     # hover text
     if hover in (:none, false)
         plotattributes_out[:hoverinfo] = "none"
-    elseif hover != nothing
+    elseif hover !== nothing
         plotattributes_out[:hoverinfo] = "text"
         plotattributes_out[:text] = hover
     end
@@ -800,13 +798,16 @@ function plotly_series(plt::Plot)
 end
 
 # get json string for a list of dictionaries, each representing the series params
-plotly_series_json(plt::Plot) = JSON.json(plotly_series(plt))
+plotly_series_json(plt::Plot) = JSON.json(plotly_series(plt), 4)
 
 # ----------------------------------------------------------------
 
+html_head(plt::Plot{PlotlyBackend}) = plotly_html_head(plt)
+html_body(plt::Plot{PlotlyBackend}) = plotly_html_body(plt)
+
 const ijulia_initialized = Ref(false)
 
-function html_head(plt::Plot{PlotlyBackend})
+function plotly_html_head(plt::Plot)
     local_file = ("file://" * plotly_local_file_path)
     plotly = use_local_dependencies[] ? local_file : plotly_remote_file_path
     if isijulia() && !ijulia_initialized[]
@@ -822,13 +823,11 @@ function html_head(plt::Plot{PlotlyBackend})
         """)
         ijulia_initialized[] = true
     end
-    # IJulia just needs one initialization
-    isijulia() && return ""
     return "<script src=$(repr(plotly))></script>"
 end
 
-function html_body(plt::Plot{PlotlyBackend}, style = nothing)
-    if style == nothing
+function plotly_html_body(plt, style = nothing)
+    if style === nothing
         w, h = plt[:size]
         style = "width:$(w)px;height:$(h)px;"
     end
@@ -843,17 +842,14 @@ function html_body(plt::Plot{PlotlyBackend}, style = nothing)
     html
 end
 
-function js_body(plt::Plot{PlotlyBackend}, uuid)
+function js_body(plt::Plot, uuid)
     js = """
         PLOT = document.getElementById('$(uuid)');
         Plotly.plot(PLOT, $(plotly_series_json(plt)), $(plotly_layout_json(plt)));
     """
 end
 
-
-# ----------------------------------------------------------------
-
-function _show(io::IO, ::MIME"application/vnd.plotly.v1+json", plot::Plot{PlotlyBackend})
+function plotly_show_js(io::IO, plot::Plot)
     data = []
     for series in plot.series_list
         append!(data, plotly_series(plot, series))
@@ -862,6 +858,17 @@ function _show(io::IO, ::MIME"application/vnd.plotly.v1+json", plot::Plot{Plotly
     JSON.print(io, Dict(:data => data, :layout => layout))
 end
 
+# ----------------------------------------------------------------
+
+function _show(io::IO, ::MIME"application/vnd.plotly.v1+json", plot::Plot{PlotlyBackend})
+    plotly_show_js(io, plot)
+end
+
+
+function _show(io::IO, ::MIME"text/html", plt::Plot{PlotlyBackend})
+    write(io, standalone_html(plt))
+end
+
 
 function _display(plt::Plot{PlotlyBackend})
     standalone_html_window(plt)

src/backends/plotlyjs.jl

@@ -1,78 +1,44 @@
 # https://github.com/sglyon/PlotlyJS.jl
 
-# --------------------------------------------------------------------------------------
+# ------------------------------------------------------------------------------
 
-
-function _create_backend_figure(plt::Plot{PlotlyJSBackend})
-    if !isplotnull() && plt[:overwrite_figure] && isa(current().o, PlotlyJS.SyncPlot)
-        PlotlyJS.SyncPlot(PlotlyJS.Plot(), options = current().o.options)
-    else
-        PlotlyJS.plot()
+function plotlyjs_syncplot(plt::Plot{PlotlyJSBackend})
+    plt[:overwrite_figure] && closeall()
+    plt.o = PlotlyJS.plot()
+    traces = PlotlyJS.GenericTrace[]
+    for series_dict in plotly_series(plt)
+        plotly_type = pop!(series_dict, :type)
+        push!(traces, PlotlyJS.GenericTrace(plotly_type; series_dict...))
     end
+    PlotlyJS.addtraces!(plt.o, traces...)
+    layout = plotly_layout(plt)
+    w, h = plt[:size]
+    PlotlyJS.relayout!(plt.o, layout, width = w, height = h)
+    return plt.o
 end
 
+# ------------------------------------------------------------------------------
 
-function _series_added(plt::Plot{PlotlyJSBackend}, series::Series)
-    syncplot = plt.o
-    pdicts = plotly_series(plt, series)
-    for pdict in pdicts
-        typ = pop!(pdict, :type)
-        gt = PlotlyJS.GenericTrace(typ; pdict...)
-        PlotlyJS.addtraces!(syncplot, gt)
-    end
+const _plotlyjs_mimeformats = Dict(
+    "application/pdf" => "pdf",
+    "image/png"       => "png",
+    "image/svg+xml"   => "svg",
+    "image/eps"       => "eps",
+)
+
+for (mime, fmt) in _plotlyjs_mimeformats
+    @eval _show(io::IO, ::MIME{Symbol($mime)}, plt::Plot{PlotlyJSBackend}) = PlotlyJS.savefig(io, plotlyjs_syncplot(plt), format = $fmt)
 end
 
-function _series_updated(plt::Plot{PlotlyJSBackend}, series::Series)
-    xsym, ysym = (ispolar(series) ? (:t,:r) : (:x,:y))
-    kw = KW(xsym => (series.plotattributes[:x],), ysym => (series.plotattributes[:y],))
-    z = series[:z]
-    if z != nothing
-        kw[:z] = (isa(z,Surface) ? transpose_z(series, series[:z].surf, false) : z,)
-    end
-    PlotlyJS.restyle!(
-        plt.o,
-        findfirst(isequal(series), plt.series_list),
-        kw
-    )
-end
+# Use the Plotly implementation for json and html:
+_show(io::IO, mime::MIME"application/vnd.plotly.v1+json", plt::Plot{PlotlyJSBackend}) = plotly_show_js(io, plt)
 
+html_head(plt::Plot{PlotlyJSBackend}) = plotly_html_head(plt)
+html_body(plt::Plot{PlotlyJSBackend}) = plotly_html_body(plt)
 
-# ----------------------------------------------------------------
+_show(io::IO, ::MIME"text/html", plt::Plot{PlotlyJSBackend}) = write(io, standalone_html(plt))
 
-function _update_plot_object(plt::Plot{PlotlyJSBackend})
-    pdict = plotly_layout(plt)
-    syncplot = plt.o
-    w,h = plt[:size]
-    PlotlyJS.relayout!(syncplot, pdict, width = w, height = h)
-end
-
-
-# ----------------------------------------------------------------
-
-_show(io::IO, ::MIME"text/html", plt::Plot{PlotlyJSBackend}) = show(io, MIME("text/html"), plt.o)
-_show(io::IO, ::MIME"image/svg+xml", plt::Plot{PlotlyJSBackend}) = PlotlyJS.savefig(io, plt.o, format="svg")
-_show(io::IO, ::MIME"image/png", plt::Plot{PlotlyJSBackend}) = PlotlyJS.savefig(io, plt.o, format="png")
-_show(io::IO, ::MIME"application/pdf", plt::Plot{PlotlyJSBackend}) = PlotlyJS.savefig(io, plt.o, format="pdf")
-_show(io::IO, ::MIME"image/eps", plt::Plot{PlotlyJSBackend}) = PlotlyJS.savefig(io, plt.o, format="eps")
-
-function _show(io::IO, m::MIME"application/vnd.plotly.v1+json", plt::Plot{PlotlyJSBackend})
-    show(io, m, plt.o)
-end
-
-
-function write_temp_html(plt::Plot{PlotlyJSBackend})
-    filename = string(tempname(), ".html")
-    savefig(plt, filename)
-    filename
-end
-
-function _display(plt::Plot{PlotlyJSBackend})
-    if get(ENV, "PLOTS_USE_ATOM_PLOTPANE", true) in (true, 1, "1", "true", "yes")
-        display(plt.o)
-    else
-        standalone_html_window(plt)
-    end
-end
+_display(plt::Plot{PlotlyJSBackend}) = display(plotlyjs_syncplot(plt))
 
 @require WebIO = "0f1e0344-ec1d-5b48-a673-e5cf874b6c29" begin
     function WebIO.render(plt::Plot{PlotlyJSBackend})

src/backends/pyplot.jl

@@ -216,7 +216,7 @@ end
 # ---------------------------------------------------------------------------
 
 function fix_xy_lengths!(plt::Plot{PyPlotBackend}, series::Series)
-    if series[:x] != nothing
+    if series[:x] !== nothing
         x, y = series[:x], series[:y]
         nx, ny = length(x), length(y)
         if !isa(get(series.plotattributes, :z, nothing), Surface) && nx != ny
@@ -399,7 +399,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
 
     # handle zcolor and get c/cmap
     needs_colorbar = hascolorbar(sp)
-    vmin, vmax = clims = get_clims(sp)
+    vmin, vmax = clims = get_clims(sp, series)
 
     # Dict to store extra kwargs
     if st == :wireframe
@@ -434,7 +434,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
         if maximum(series[:linewidth]) > 0
             segments = iter_segments(series)
             # TODO: check LineCollection alternative for speed
-            # if length(segments) > 1 && (any(typeof(series[attr]) <: AbstractVector for attr in (:fillcolor, :fillalpha)) || series[:fill_z] != nothing) && !(typeof(series[:linestyle]) <: AbstractVector)
+            # if length(segments) > 1 && (any(typeof(series[attr]) <: AbstractVector for attr in (:fillcolor, :fillalpha)) || series[:fill_z] !== nothing) && !(typeof(series[:linestyle]) <: AbstractVector)
             #     # multicolored line segments
             #     n = length(segments)
             #     # segments = Array(Any,n)
@@ -478,7 +478,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
             # end
 
             a = series[:arrow]
-            if a != nothing && !is3d(st)  # TODO: handle 3d later
+            if a !== nothing && !is3d(st)  # TODO: handle 3d later
                 if typeof(a) != Arrow
                     @warn("Unexpected type for arrow: $(typeof(a))")
                 else
@@ -508,7 +508,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
     if series[:markershape] != :none && st in (:path, :scatter, :path3d,
                                           :scatter3d, :steppre, :steppost,
                                           :bar)
-        markercolor = if any(typeof(series[arg]) <: AVec for arg in (:markercolor, :markeralpha)) || series[:marker_z] != nothing
+        markercolor = if any(typeof(series[arg]) <: AVec for arg in (:markercolor, :markeralpha)) || series[:marker_z] !== nothing
             # py_color(plot_color.(get_markercolor.(series, clims, eachindex(x)), get_markeralpha.(series, eachindex(x))))
             [py_color(plot_color(get_markercolor(series, clims, i), get_markeralpha(series, i))) for i in eachindex(x)]
         else
@@ -672,7 +672,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
         push!(handles, handle)
 
         # contour fills
-        if series[:fillrange] != nothing
+        if series[:fillrange] !== nothing
             handle = ax."contourf"(x, y, z, levelargs...;
                 label = series[:label],
                 zorder = series[:series_plotindex] + 0.5,
@@ -691,7 +691,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
             end
             z = transpose_z(series, z)
             if st == :surface
-                if series[:fill_z] != nothing
+                if series[:fill_z] !== nothing
                     # the surface colors are different than z-value
                     extrakw[:facecolors] = py_shading(series[:fillcolor], transpose_z(series, series[:fill_z].surf))
                     extrakw[:shade] = false
@@ -756,7 +756,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
             cmap = py_colormap(cgrad([:black, :white])),
             vmin = 0.0,
             vmax = 1.0,
-            extent = (xmin, xmax, ymax, ymin)
+            extent = (xmin-0.5, xmax+0.5, ymax+0.5, ymin-0.5)
         )
         push!(handles, handle)
 
@@ -830,7 +830,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
 
     # handle area filling
     fillrange = series[:fillrange]
-    if fillrange != nothing && st != :contour
+    if fillrange !== nothing && st != :contour
         for (i, rng) in enumerate(iter_segments(series))
             f, dim1, dim2 = if isvertical(series)
                 :fill_between, x[rng], y[rng]
@@ -871,7 +871,7 @@ end
 function py_set_ticks(ax, ticks, letter)
     ticks == :auto && return
     axis = getproperty(ax, Symbol(letter,"axis"))
-    if ticks == :none || ticks == nothing || ticks == false
+    if ticks == :none || ticks === nothing || ticks == false
         kw = KW()
         for dir in (:top,:bottom,:left,:right)
             kw[dir] = kw[Symbol(:label,dir)] = false
@@ -927,7 +927,7 @@ function py_set_scale(ax, sp::Subplot, axis::Axis)
         elseif scale == :log10
             10
         end
-        kw[Symbol(:linthresh,letter)] = NaNMath.min(1e-16, py_compute_axis_minval(sp, axis))
+        kw[Symbol(:linthresh,letter)] = NaNMath.max(1e-16, py_compute_axis_minval(sp, axis))
         "symlog"
     end
     func(arg; kw...)
@@ -978,7 +978,7 @@ function _before_layout_calcs(plt::Plot{PyPlotBackend})
     # update subplots
     for sp in plt.subplots
         ax = sp.o
-        if ax == nothing
+        if ax === nothing
             continue
         end
 
@@ -1018,12 +1018,12 @@ function _before_layout_calcs(plt::Plot{PyPlotBackend})
                 kw[:ticks] = locator
                 kw[:format] = formatter
                 kw[:boundaries] = vcat(0, kw[:values] + 0.5)
-            elseif any(colorbar_series[attr] != nothing for attr in (:line_z, :fill_z, :marker_z))
+            elseif any(colorbar_series[attr] !== nothing for attr in (:line_z, :fill_z, :marker_z))
                 cmin, cmax = get_clims(sp)
                 norm = pycolors."Normalize"(vmin = cmin, vmax = cmax)
-                f = if colorbar_series[:line_z] != nothing
+                f = if colorbar_series[:line_z] !== nothing
                     py_linecolormap
-                elseif colorbar_series[:fill_z] != nothing
+                elseif colorbar_series[:fill_z] !== nothing
                     py_fillcolormap
                 else
                     py_markercolormap
@@ -1186,7 +1186,7 @@ end
 # to fit ticks, tick labels, guides, colorbars, etc.
 function _update_min_padding!(sp::Subplot{PyPlotBackend})
     ax = sp.o
-    ax == nothing && return sp.minpad
+    ax === nothing && return sp.minpad
     plotbb = py_bbox(ax)
 
     # TODO: this should initialize to the margin from sp.attr
@@ -1228,7 +1228,7 @@ end
 
 function py_add_annotations(sp::Subplot{PyPlotBackend}, x, y, val)
     ax = sp.o
-    ax."annotate"(val, xy = (x,y), zorder = 999)
+    ax."annotate"(val, xy = (x,y), zorder = 999, annotation_clip = false)
 end
 
 
@@ -1242,7 +1242,8 @@ function py_add_annotations(sp::Subplot{PyPlotBackend}, x, y, val::PlotText)
         verticalalignment = val.font.valign == :vcenter ? "center" : string(val.font.valign),
         rotation = val.font.rotation,
         size = py_thickness_scale(sp.plt, val.font.pointsize),
-        zorder = 999
+        zorder = 999,
+        annotation_clip = false
     )
 end
 
@@ -1289,15 +1290,15 @@ py_legend_bbox(pos) = pos
 
 function py_add_legend(plt::Plot, sp::Subplot, ax)
     leg = sp[:legend]
-    clims = get_clims(sp)
     if leg != :none
         # gotta do this to ensure both axes are included
         labels = []
         handles = []
         for series in series_list(sp)
             if should_add_to_legend(series)
+                clims = get_clims(sp, series)
                 # add a line/marker and a label
-                push!(handles, if series[:seriestype] == :shape || series[:fillrange] != nothing
+                push!(handles, if series[:seriestype] == :shape || series[:fillrange] !== nothing
                     pypatches."Patch"(
                         edgecolor = py_color(single_color(get_linecolor(series, clims)), get_linealpha(series)),
                         facecolor = py_color(single_color(get_fillcolor(series, clims)), get_fillalpha(series)),
@@ -1335,10 +1336,13 @@ function py_add_legend(plt::Plot, sp::Subplot, ax)
             frame = leg."get_frame"()
             frame."set_linewidth"(py_thickness_scale(plt, 1))
             leg."set_zorder"(1000)
-            sp[:legendtitle] != nothing && leg."set_title"(sp[:legendtitle])
+            if sp[:legendtitle] !== nothing
+                leg."set_title"(sp[:legendtitle])
+                PyPlot.plt."setp"(leg."get_title"(), color = py_color(sp[:legendtitlefontcolor]), family = sp[:legendtitlefontfamily], fontsize = py_thickness_scale(plt, sp[:legendtitlefontsize]))
+            end
 
             for txt in leg."get_texts"()
-                PyPlot.plt."setp"(txt, color = py_color(sp[:legendfontcolor]), family = sp[:legendfontfamily])
+                PyPlot.plt."setp"(txt, color = py_color(sp[:legendfontcolor]), family = sp[:legendfontfamily], fontsize = py_thickness_scale(plt, sp[:legendfontsize]))
             end
         end
     end
@@ -1352,7 +1356,7 @@ end
 function _update_plot_object(plt::Plot{PyPlotBackend})
     for sp in plt.subplots
         ax = sp.o
-        ax == nothing && return
+        ax === nothing && return
         figw, figh = sp.plt[:size]
         figw, figh = figw*px, figh*px
         pcts = bbox_to_pcts(sp.plotarea, figw, figh)

src/components.jl

@@ -529,7 +529,7 @@ function series_annotations_shapes!(series::Series, scaletype::Symbol = :pixels)
     # end
 
     # @show msw msh
-    if anns != nothing && anns.baseshape != nothing
+    if anns !== nothing && anns.baseshape !== nothing
         # we use baseshape to overwrite the markershape attribute
         # with a list of custom shapes for each
         msw,msh = anns.scalefactor
@@ -568,7 +568,7 @@ mutable struct EachAnn
 end
 
 function Base.iterate(ea::EachAnn, i = 1)
-    if ea.anns == nothing || isempty(ea.anns.strs) || i > length(ea.y)
+    if ea.anns === nothing || isempty(ea.anns.strs) || i > length(ea.y)
         return nothing
     end
 
@@ -794,7 +794,7 @@ end
 
 @deprecate curve_points coords
 
-coords(curve::BezierCurve, n::Integer = 30; range = [0,1]) = map(curve, range(range..., stop=n, length=50))
+coords(curve::BezierCurve, n::Integer = 30; range = [0,1]) = map(curve, Base.range(range..., length=n))
 
 # build a BezierCurve which leaves point p vertically upwards and arrives point q vertically upwards.
 # may create a loop if necessary.  Assumes the view is [0,1]

src/examples.jl

@@ -165,7 +165,7 @@ PlotExample("Marker types",
 ),
 
 PlotExample("Bar",
-    "x is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)",
+    "`x` is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)",
     [:(begin
         bar(randn(99))
     end)]
@@ -238,12 +238,12 @@ build with the method `text(string, attr...)`, which wraps font and color attrib
 """,
     [:(begin
 y = rand(10)
-plot(y, annotations = (3,y[3],text("this is #3",:left)), leg=false)
-annotate!([(5, y[5], text("this is #5",16,:red,:center)),
-          (10, y[10], text("this is #10",:right,20,"courier"))])
+plot(y, annotations = (3,y[3], Plots.text("this is #3",:left)), leg=false)
+annotate!([(5, y[5], Plots.text("this is #5",16,:red,:center)),
+          (10, y[10], Plots.text("this is #10",:right,20,"courier"))])
 scatter!(range(2, stop=8, length=6), rand(6), marker=(50,0.2,:orange),
          series_annotations = ["series","annotations","map","to","series",
-                               text("data",:green)])
+                               Plots.text("data",:green)])
     end)]
 ),
 
@@ -305,7 +305,8 @@ PlotExample("3D",
 
 PlotExample("DataFrames",
     "Plot using DataFrame column symbols.",
-    [:(begin
+    [:(using StatsPlots), # can't be inside begin block because @df gets expanded first
+     :(begin
         import RDatasets
         iris = RDatasets.dataset("datasets", "iris")
         @df iris scatter(:SepalLength, :SepalWidth, group=:Species,
@@ -354,7 +355,8 @@ PlotExample("Layouts, margins, label rotation, title location",
 
 PlotExample("Boxplot and Violin series recipes",
     "",
-    [:(begin
+    [:(using StatsPlots), # can't be inside begin block because @df gets expanded first
+     :(begin
         import RDatasets
         singers = RDatasets.dataset("lattice", "singer")
         @df singers violin(:VoicePart, :Height, line = 0, fill = (0.2, :blue))
@@ -454,6 +456,49 @@ see: http://stackoverflow.com/a/37732384/5075246
     end)]
 ),
 
+PlotExample("Ribbons",
+    """
+    Ribbons can be added to lines via the `ribbon` keyword;
+    you can pass a tuple of arrays (upper and lower bounds),
+    a single Array (for symmetric ribbons), a Function, or a number.
+    """,
+    [:(begin
+        plot(
+            plot(0:10; ribbon = (LinRange(0, 2, 10), LinRange(0, 1, 10))),
+            plot(0:10; ribbon = 0:0.5:5),
+            plot(0:10; ribbon = sqrt),
+            plot(0:10; ribbon = 1),
+        )
+    end)]
+),
+
+PlotExample("Histogram2D (complex values)",
+    "",
+    [:(begin
+        n = 10_000
+        x = exp.(0.1randn(n) .+ randn(n).*(im))
+        histogram2d(x, nbins=(20,40), show_empty_bins=true,
+                    normed=true, aspect_ratio=1)
+    end)]
+),
+
+PlotExample("Unconnected lines using `missing` or `NaN`",
+"""
+Missing values and non-finite values, including `NaN`, are not plotted.
+Instead, lines are separated into segments at these values.
+""",
+    [:(begin
+        x,y = [1,2,2,1,1], [1,2,1,2,1]
+        plot(
+              plot([rand(5); NaN; rand(5); NaN; rand(5)]),
+              plot([1,missing,2,3], marker=true),
+              plot([x; NaN; x.+2], [y; NaN; y.+1], arrow=2),
+              plot([1, 2+3im, Inf, 4im, 3, -Inf*im, 0, 3+3im], marker=true),
+              legend=false
+        )
+    end)]
+),
+
 ]
 
 # Some constants for PlotDocs and PlotReferenceImages
@@ -461,7 +506,7 @@ _animation_examples = [2, 30]
 _backend_skips = Dict(
     :gr => [25, 30],
     :pyplot => [25, 30],
-    :plotlyjs => [2, 21, 25, 30, 31],
+    :plotlyjs => [2, 21, 24, 25, 30, 31],
     :pgfplots => [2, 5, 6, 10, 16, 20, 22, 23, 25, 28, 30],
 )
 
@@ -475,7 +520,12 @@ function test_examples(pkgname::Symbol, idx::Int; debug = false, disp = true)
   @info("Testing plot: $pkgname:$idx:$(_examples[idx].header)")
   backend(pkgname)
   backend()
-  map(eval, _examples[idx].exprs)
+
+  # prevent leaking variables (esp. functions) directly into Plots namespace
+  m = Module(:PlotExampleModule)
+  Base.eval(m, :(using Plots))
+  map(exprs -> Base.eval(m, exprs), _examples[idx].exprs)
+
   plt = current()
   if disp
     gui(plt)
@@ -496,7 +546,7 @@ function test_examples(pkgname::Symbol; debug = false, disp = true, sleep = noth
   Plots._debugMode.on = debug
   plts = Dict()
   for i in 1:length(_examples)
-    only != nothing && !(i in only) && continue
+    only !== nothing && !(i in only) && continue
     i in skip && continue
     try
       plt = test_examples(pkgname, i, debug=debug, disp=disp)
@@ -505,7 +555,7 @@ function test_examples(pkgname::Symbol; debug = false, disp = true, sleep = noth
       # TODO: put error info into markdown?
       @warn("Example $pkgname:$i:$(_examples[i].header) failed with: $ex")
     end
-    if sleep != nothing
+    if sleep !== nothing
         Base.sleep(sleep)
     end
   end

src/ijulia.jl

@@ -20,7 +20,10 @@ frontends like jupyterlab and nteract.
 _ijulia__extra_mime_info!(plt::Plot, out::Dict) = out
 
 function _ijulia__extra_mime_info!(plt::Plot{PlotlyJSBackend}, out::Dict)
-    out["application/vnd.plotly.v1+json"] = JSON.lower(plt.o)
+    out["application/vnd.plotly.v1+json"] = Dict(
+        :data => plotly_series(plt),
+        :layout => plotly_layout(plt)
+    )
     out
 end
 

src/init.jl

@@ -28,12 +28,41 @@ function __init__()
         insert!(Base.Multimedia.displays, findlast(x -> x isa REPL.REPLDisplay, Base.Multimedia.displays) + 1, PlotsDisplay())
     end)
 
-    @require HDF5 = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" include(joinpath(@__DIR__, "backends", "hdf5.jl"))
-    @require InspectDR = "d0351b0e-4b05-5898-87b3-e2a8edfddd1d" include(joinpath(@__DIR__, "backends", "inspectdr.jl"))
-    @require PGFPlots = "3b7a836e-365b-5785-a47d-02c71176b4aa" include(joinpath(@__DIR__, "backends", "pgfplots.jl"))
-    @require PlotlyJS = "f0f68f2c-4968-5e81-91da-67840de0976a" include(joinpath(@__DIR__, "backends", "plotlyjs.jl"))
-    @require PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee" include(joinpath(@__DIR__, "backends", "pyplot.jl"))
-    @require UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228" include(joinpath(@__DIR__, "backends", "unicodeplots.jl"))
+    @require HDF5 = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" begin
+        fn = joinpath(@__DIR__, "backends", "hdf5.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require InspectDR = "d0351b0e-4b05-5898-87b3-e2a8edfddd1d" begin
+        fn = joinpath(@__DIR__, "backends", "inspectdr.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require PGFPlots = "3b7a836e-365b-5785-a47d-02c71176b4aa" begin
+        fn = joinpath(@__DIR__, "backends", "pgfplots.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require PlotlyJS = "f0f68f2c-4968-5e81-91da-67840de0976a" begin
+        fn = joinpath(@__DIR__, "backends", "plotlyjs.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee" begin
+        fn = joinpath(@__DIR__, "backends", "pyplot.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228" begin
+        fn = joinpath(@__DIR__, "backends", "unicodeplots.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
 
     @require IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a" begin
         if IJulia.inited

src/layouts.jl

@@ -107,7 +107,6 @@ function resolve_mixed(mix::MixedMeasures, sp::Subplot, letter::Symbol)
     if mix.len != 0mm
         f = (letter == :x ? width : height)
         totlen = f(plotarea(sp))
-        @show totlen
         pct += mix.len / totlen
     end
     if pct != 0
@@ -218,6 +217,7 @@ bottompad(layout::AbstractLayout) = 0mm
 # this is the parent of the top-level layout
 struct RootLayout <: AbstractLayout end
 
+Base.show(io::IO, layout::RootLayout) = Base.show_default(io, layout)
 Base.parent(::RootLayout) = nothing
 parent_bbox(::RootLayout) = defaultbox
 bbox(::RootLayout) = defaultbox

src/output.jl

@@ -72,6 +72,7 @@ const _savemap = Dict(
     "eps" => eps,
     "tex" => tex,
     "html" => html,
+    "tikz" => tex,
   )
 
 function getExtension(fn::AbstractString)
@@ -103,7 +104,7 @@ type is inferred from the file extension. All backends support png and pdf
 file types, some also support svg, ps, eps, html and tex.
 """
 function savefig(plt::Plot, fn::AbstractString)
-
+  fn = abspath(expanduser(fn))
   # get the extension
   local ext
   try
@@ -201,6 +202,8 @@ for mime in ("text/plain", "text/html", "image/png", "image/eps", "image/svg+xml
     end
 end
 
+Base.show(io::IO, m::MIME"application/prs.juno.plotpane+html", plt::Plot) = showjuno(io, MIME("text/html"), plt)
+
 # default text/plain for all backends
 _show(io::IO, ::MIME{Symbol("text/plain")}, plt::Plot) = show(io, plt)
 
@@ -229,15 +232,16 @@ closeall() = closeall(backend())
 # Atom PlotPane
 # ---------------------------------------------------------
 function showjuno(io::IO, m, plt)
-    sz = plt[:size]
+    sz = collect(plt[:size])
     dpi = plt[:dpi]
     thickness_scaling = plt[:thickness_scaling]
 
     jsize = get(io, :juno_plotsize, [400, 500])
+    jratio = get(io, :juno_dpi_ratio, 1)
 
     scale = minimum(jsize[i] / sz[i] for i in 1:2)
-    plt[:size] = (s * scale for s in sz)
-    plt[:dpi] = Plots.DPI
+    plt[:size] = [s * scale for s in sz]
+    plt[:dpi] = jratio*Plots.DPI
     plt[:thickness_scaling] *= scale
 
     prepare_output(plt)
@@ -258,4 +262,6 @@ function _showjuno(io::IO, m::MIME"image/svg+xml", plt)
   end
 end
 
+Base.showable(::MIME"application/prs.juno.plotpane+html", plt::Plot) = showable(MIME"text/html"(), plt)
+
 _showjuno(io::IO, m, plt) = _show(io, m, plt)

src/pipeline.jl

@@ -126,7 +126,7 @@ function _preprocess_userrecipe(kw::KW)
     end
 
     # convert a ribbon into a fillrange
-    if get(kw, :ribbon, nothing) != nothing
+    if get(kw, :ribbon, nothing) !== nothing
         make_fillrange_from_ribbon(kw)
     end
     return
@@ -136,7 +136,7 @@ function _add_errorbar_kw(kw_list::Vector{KW}, kw::KW)
     # handle error bars by creating new recipedata data... these will have
     # the same recipedata index as the recipedata they are copied from
     for esym in (:xerror, :yerror)
-        if get(kw, esym, nothing) != nothing
+        if get(kw, esym, nothing) !== nothing
             # we make a copy of the KW and apply an errorbar recipe
             errkw = copy(kw)
             errkw[:seriestype] = esym
@@ -227,7 +227,7 @@ function _plot_setup(plt::Plot, plotattributes::KW, kw_list::Vector{KW})
 
     # handle inset subplots
     insets = plt[:inset_subplots]
-    if insets != nothing
+    if insets !== nothing
         if !(typeof(insets) <: AVec)
             insets = [insets]
         end

src/plot.jl

@@ -4,7 +4,7 @@ mutable struct CurrentPlot
 end
 const CURRENT_PLOT = CurrentPlot(nothing)
 
-isplotnull() = CURRENT_PLOT.nullableplot == nothing
+isplotnull() = CURRENT_PLOT.nullableplot === nothing
 
 """
     current()

src/precompile.jl

@@ -1,3 +1,878 @@
 function _precompile_()
     ccall(:jl_generating_output, Cint, ()) == 1 || return nothing
+    precompile(Tuple{typeof(Plots.legendtitlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.preprocessArgs!), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_display), Plots.Subplot{Plots.GRBackend}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.legendtitlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.shape_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.gr_display), Plots.Subplot{Plots.GRBackend}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.pie_labels), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots.axis_drawing_info), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.preprocessArgs!), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Float64, Float64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.iscontour), Plots.Series})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.iscontour), Plots.Series})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{Any, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.replaceAlias!), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Plots.OHLC{T} where T<:Real, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Series})
+    precompile(Tuple{typeof(Plots.axis_drawing_info), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._backend_instance), Symbol})
+    precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._heatmap_edges), Array{Float64, 1}, Bool})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._plots_defaults)})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._backend_instance), Symbol})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64, Array{Plots.Plot{T} where T<:RecipesBase.AbstractBackend, 1}})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64, Array{Plots.Plot{T} where T<:RecipesBase.AbstractBackend, 1}})
+    precompile(Tuple{typeof(Plots.hasgrid), Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Symbol, 1}, String})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Series})
+    precompile(Tuple{typeof(Plots.__init__)})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.make_fillrange_side), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy}})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_args), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.gr_xaxis_height), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.gr_legend_pos), Plots.Subplot{Plots.GRBackend}, Float64, Float64})
+    precompile(Tuple{typeof(Plots.default_should_widen), Plots.Axis})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.gr_text), Float64, Float64, String})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{String, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
+    precompile(Tuple{typeof(Plots.nanappend!), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{String, 2}, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, 1}, String})
+    precompile(Tuple{typeof(Plots.gr_set_linecolor), PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots.default), Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_viewport_cmap), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.gr_get_color), Plots.Series})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Int64, 1}, String})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.color_or_nothing!), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.getxy), Plots.Plot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Axis, Plots.Axis})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.contour_levels), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.gr_xaxis_height), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.is_attr_supported), Symbol})
+    precompile(Tuple{typeof(Plots.gr_viewport_from_bbox), Plots.Subplot{Plots.GRBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.ispolar), Plots.Series})
+    precompile(Tuple{typeof(Plots.default_should_widen), Plots.Axis})
+    precompile(Tuple{typeof(Plots.shape_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Float64})
+    precompile(Tuple{typeof(Plots.gr_polaraxes), Int64, Float64, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._add_markershape), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Char})
+    precompile(Tuple{typeof(Plots.has_attribute_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots._preprocess_barlike), Base.Dict{Symbol, Any}, Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._bin_centers), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.add_layout_pct!), Base.Dict{Symbol, Any}, Expr, Int64, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots._preprocess_barlike), Base.Dict{Symbol, Any}, Array{Int64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_colorbar), Plots.GRColorbar, Plots.Subplot{Plots.GRBackend}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.gr_set_line), Int64, Symbol, ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Float64})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.make_steps), Base.UnitRange{Int64}, Symbol})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Union{Base.Missing, Int64}, 1}})
+    precompile(Tuple{typeof(Plots._series_index), Base.Dict{Symbol, Any}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol, Bool, Bool})
+    precompile(Tuple{typeof(Plots.process_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText, Plots.Font})
+    precompile(Tuple{typeof(Plots.get_markercolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.gr_get_color), Plots.Series})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Int64, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.gr_set_line), Float64, Symbol, ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.fix_colorgradient!), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Nothing, 1}, String})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
+    precompile(Tuple{typeof(Plots.series_annotations_shapes!), Plots.Series, Symbol})
+    precompile(Tuple{typeof(Plots.titlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.convert_sci_unicode), String})
+    precompile(Tuple{typeof(Plots.create_grid_curly), Expr})
+    precompile(Tuple{typeof(Plots.showaxis), Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._update_series_attributes!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Union{Base.Missing, Int64}, 1}}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.gr_text), Float64, Float64, String})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_args), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots.get_markerstrokecolor), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Plots.OHLC{T} where T<:Real, 1}}})
+    precompile(Tuple{typeof(Plots.get_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots.link_subplots), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.gr_display), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Function, 1}, Int64}})
+    precompile(Tuple{typeof(Plots.gr_fill_viewport), Array{Float64, 1}, ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.gr_viewport_from_bbox), Plots.Subplot{Plots.GRBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol, Bool, Bool})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.isvertical), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.xlims), Int64})
+    precompile(Tuple{typeof(Plots.reset_extrema!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Function, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Array{T, 1} where T, 1}}})
+    precompile(Tuple{typeof(Plots._plot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._process_seriesrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_scales), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Float64, Plots.Shape})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots._update_series_attributes!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._process_seriesrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._pick_default_backend)})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Int64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._replace_linewidth), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Tuple{Int64, Int64}, Symbol})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Plots.Spy}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Array{Float64, 1}, 1}})
+    precompile(Tuple{typeof(Plots._plot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.png), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Base.StepRange{Int64, Int64}, Symbol})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.aliasesAndAutopick), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}, Array{Symbol, 1}, Int64})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.recompute_lengths), Array{Measures.Measure, 1}})
+    precompile(Tuple{typeof(Plots.make_steps), Array{Int64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots.recompute_lengths), Array{Measures.Measure, 1}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{Any, 1}}, Int64})
+    precompile(Tuple{typeof(Plots._process_seriesrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.is_scale_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.isvertical), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
+    precompile(Tuple{typeof(Plots.add_layout_pct!), Base.Dict{Symbol, Any}, Expr, Int64, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._update_subplot_periphery), Plots.Subplot{Plots.GRBackend}, Array{Any, 1}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Plots.OHLC{T} where T<:Real, 1}}})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Int64})
+    precompile(Tuple{typeof(Plots._add_defaults!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Base.Missing})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.should_add_to_legend), Plots.Series})
+    precompile(Tuple{typeof(Plots.gr_set_fillcolor), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.make_steps), Array{Float64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.setxy!), Plots.Plot{Plots.GRBackend}, Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.colorbar_style), Plots.Series})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Float64, Float64, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.is3d), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.convert_to_polar), Array{Float64, 1}, Array{Float64, 1}, Tuple{Int64, Float64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots._replace_linewidth), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Tuple{Int64, Int64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.compute_gridsize), Int64, Int64, Int64})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Int64, Symbol})
+    precompile(Tuple{typeof(Plots._add_defaults!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots.like_histogram), Symbol})
+    precompile(Tuple{typeof(Plots.make_fillrange_side), Array{Float64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.gr_inqtext), Int64, Int64, String})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots._add_markershape), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_smooth_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.backend), Symbol})
+    precompile(Tuple{typeof(Plots.get_fillalpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._process_plotrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, String})
+    precompile(Tuple{typeof(Plots.wraptuple), Int64})
+    precompile(Tuple{typeof(Plots.colorbar_style), Plots.Series})
+    precompile(Tuple{typeof(Plots.reset_extrema!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._update_subplot_periphery), Plots.Subplot{Plots.GRBackend}, Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.filter_data), Base.UnitRange{Int64}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.straightline_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.fg_color), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.get_markercolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.get_linealpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_scales), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.supported_markers)})
+    precompile(Tuple{typeof(Plots.get_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis})
+    precompile(Tuple{typeof(Plots.gr_set_line), Int64, Symbol, PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, String, Symbol})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Measures.Length{:mm, Float64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Function, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Plots.Spy}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_binlike), Base.Dict{Symbol, Any}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_userrecipe), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Bool})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.xlims), Int64})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Array{Any, 1}, Int64, Bool})
+    precompile(Tuple{typeof(Plots._filter_input_data!), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Plots.Shape})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, typeof(identity), Nothing})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Function, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_yaxis_width), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Int64, Int64, Bool})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Array{T, 1} where T, 1}})
+    precompile(Tuple{typeof(Plots.should_add_to_legend), Plots.Series})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Symbol})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.is3d), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_set_viewport_polar)})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Array{ColorTypes.RGBA{Float64}, 1}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.all3D), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Tuple{Int64, Int64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.supported_styles)})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Nothing, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Array{ColorTypes.RGBA{Float64}, 1}, Int64, Bool})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{PlotUtils.ColorGradient, 1}, String})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Plots.Stroke})
+    precompile(Tuple{typeof(Plots.gr_lims), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Bool, Nothing})
+    precompile(Tuple{typeof(Plots.create_grid_curly), Expr})
+    precompile(Tuple{typeof(Plots._cycle), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int64})
+    precompile(Tuple{typeof(Plots.is_style_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Symbol, Int64, Bool})
+    precompile(Tuple{typeof(Plots.gr_set_textcolor), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots._pick_default_backend)})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, String, Int64, Bool})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Float64, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Bool, Int64, Bool})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.gr_set_fill), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._add_errorbar_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Symbol})
+    precompile(Tuple{typeof(Plots.fg_color), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.convertLegendValue), Symbol})
+    precompile(Tuple{typeof(Plots.gr_inqtext), Int64, Int64, String})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Array{Float64, 2}})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots._update_series_attributes!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_yaxis_width), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._process_plotrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Symbol, Int64, Bool})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._add_errorbar_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.frame), Plots.Animation})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Array{Any, 1}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.tickfont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.fakedata), Int64, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, String, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Measures.Length{:mm, Float64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.is3d), Symbol})
+    precompile(Tuple{typeof(Plots.get_xy), Plots.OHLC{Float64}, Int64, Float64})
+    precompile(Tuple{typeof(Plots.wraptuple), Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Nothing, Int64, Bool})
+    precompile(Tuple{typeof(Plots.straightline_data), Tuple{Int64, Int64}, Tuple{Float64, Float64}, Array{Float64, 1}, Array{Float64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Float64, Int64, Bool})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.filter_data), Array{Float64, 1}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.inline), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Array{String, 1}, Int64})
+    precompile(Tuple{typeof(Plots.extendSeriesData), Array{Float64, 1}, Float64})
+    precompile(Tuple{typeof(Plots.trueOrAllTrue), typeof(Plots.is3d), Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_yticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.color_or_nothing!), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.convert_sci_unicode), String})
+    precompile(Tuple{typeof(Plots.like_surface), Symbol})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.gr_set_markercolor), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.tickfont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.backend)})
+    precompile(Tuple{typeof(Plots._prepare_annotations), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Int64, Int64, Bool})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.backend), Symbol})
+    precompile(Tuple{typeof(Plots.wand_edges), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.calc_num_subplots), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Bool, Int64, Bool})
+    precompile(Tuple{typeof(Plots.iter_segments), Base.UnitRange{Int64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.isijulia)})
+    precompile(Tuple{typeof(Plots._update_axis_colors), Plots.Axis})
+    precompile(Tuple{typeof(Plots.create_grid), Symbol})
+    precompile(Tuple{typeof(Plots.get_linewidth), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.series_annotations), Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.has_attribute_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{String, 1}}, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.straightline_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.arrow), Int64})
+    precompile(Tuple{typeof(Plots._cycle), Base.StepRange{Int64, Int64}, Int64})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Axis, Plots.Axis})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.get_xy), Array{Plots.OHLC{T} where T<:Real, 1}, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.gr_set_yticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_text_size), String})
+    precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    isdefined(Plots, Symbol("#kw##gr_polyline")) && precompile(Tuple{getfield(Plots, Symbol("#kw##gr_polyline")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Nothing, Nothing, Nothing})
+    precompile(Tuple{typeof(Plots._update_clims), Float64, Float64, Float64, Float64})
+    precompile(Tuple{typeof(Plots.frame), Plots.Animation, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._subplot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots._cycle), Array{String, 1}, Int64})
+    precompile(Tuple{typeof(Plots._subplot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots._update_clims), Float64, Float64, Int64, Int64})
+    precompile(Tuple{typeof(Plots._update_subplot_args), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.ignorenan_maximum), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.command_idx), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Float64, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.annotate!), Array{Tuple{Int64, Float64, Plots.PlotText}, 1}})
+    precompile(Tuple{typeof(Plots.autopick), Array{ColorTypes.RGBA{Float64}, 1}, Int64})
+    precompile(Tuple{typeof(Plots.iter_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.GridLayout, Symbol})
+    precompile(Tuple{typeof(Plots._override_seriestype_check), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Base.UnitRange{Int64}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.convertLegendValue), Bool})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_userrecipe), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Array{Symbol, 2}, Int64})
+    precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots.iter_segments), Array{Float64, 1}, Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._update_axis_links), Plots.Plot{Plots.GRBackend}, Plots.Axis, Symbol})
+    precompile(Tuple{typeof(Plots._cycle), Array{Plots.Subplot{T} where T<:RecipesBase.AbstractBackend, 1}, Int64})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{String, 1}}, Int64})
+    precompile(Tuple{typeof(Plots._update_axis_links), Plots.Plot{Plots.GRBackend}, Plots.Axis, Symbol})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Int64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}, Float64})
+    precompile(Tuple{typeof(Plots.iter_segments), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{String, 1}}})
+    isdefined(Plots, Symbol("#kw##gr_set_font")) && precompile(Tuple{getfield(Plots, Symbol("#kw##gr_set_font")), NamedTuple{(:halign, :valign, :rotation), Tuple{Symbol, Symbol, Int64}}, typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots._binbarlike_baseline), Float64, Symbol})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Array{Int64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.get_series_color), Int64, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.filter_data!), Base.Dict{Symbol, Any}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots.iter_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Function, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Any, 1}, Int64})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.addExtension), String, String})
+    precompile(Tuple{typeof(Plots.series_annotations_shapes!), Plots.Series, Symbol})
+    precompile(Tuple{typeof(Plots.wrap_surfaces), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_subplot_args), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.legendfont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots._update_subplot_args), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.gr_set_xticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.rowsize), Expr})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots.gr_update_colorbar!), Plots.GRColorbar, Plots.Series})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Float64, Plots.Stroke}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}})
+    precompile(Tuple{typeof(Plots.default), Symbol, Array{ColorTypes.RGBA{Float64}, 1}})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Bool})
+    precompile(Tuple{typeof(Plots._add_the_series), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots._display), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.compute_xyz), Nothing, Array{Union{Base.Missing, Float64}, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.layout_args), Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
+    precompile(Tuple{typeof(Plots.get_linestyle), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Base.UnitRange{Int64}, Array{Float64, 1}, Tuple{Float64, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.ylims), Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Base.UnitRange{Int64}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Array{Float64, 1}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), PlotUtils.ColorGradient, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots._add_smooth_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._update_axis_colors), Plots.Axis})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Plots.OHLC{T} where T<:Real, 1}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.transpose_z), Plots.Series, Array{Float64, 2}, Bool})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.get_series_color), PlotUtils.ColorGradient, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
+    isdefined(Plots, Symbol("#kw##scatter!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##scatter!")), NamedTuple{(:zcolor, :m, :ms, :lab), Tuple{Array{Float64, 1}, Tuple{Symbol, Float64, Plots.Stroke}, Array{Float64, 1}, String}}, typeof(Plots.scatter!), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.slice_arg), Tuple{Int64, Int64}, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots.guidefont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.allStyles), Symbol})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}})
+    precompile(Tuple{typeof(Plots.gr_set_xticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.ignorenan_minimum), Base.UnitRange{Int64}})
+    isdefined(Plots, Symbol("#kw##gr_set_font")) && precompile(Tuple{getfield(Plots, Symbol("#kw##gr_set_font")), NamedTuple{(:halign, :valign, :rotation), Tuple{Symbol, Symbol, Int64}}, typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.iter_segments), Array{Int64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._add_the_series), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.plotarea!), Plots.Subplot{Plots.GRBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.get_markeralpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg), Base.ReshapedArray{Int64, 2, Base.UnitRange{Int64}, Tuple{}}, Int64})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{String, 1}, Array{String, 1}, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.legendfont), Plots.Subplot{Plots.GRBackend}})
+    isdefined(Plots, Symbol("#kw##scatter")) && precompile(Tuple{getfield(Plots, Symbol("#kw##scatter")), NamedTuple{(:m, :lab, :bg, :xlim, :ylim), Tuple{Tuple{Int64, Symbol}, Array{String, 2}, Symbol, Tuple{Int64, Int64}, Tuple{Int64, Int64}}}, typeof(Plots.scatter), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.process_ribbon), Int64, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg), Base.StepRange{Int64, Int64}, Int64})
+    precompile(Tuple{typeof(Plots._hist_edge), Tuple{Array{Float64, 1}}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.process_fillrange), Int64, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, Array{Float64, 1}, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.gr_colorbar_colors), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Bool, Symbol})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.Subplot{Plots.GRBackend}, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Plots.Shape})
+    precompile(Tuple{typeof(Plots.compute_xyz), Nothing, Array{Float64, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.attr), Plots.EmptyLayout, Symbol})
+    isdefined(Plots, Symbol("#kw##hline!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##hline!")), NamedTuple{(:line,), Tuple{Tuple{Int64, Symbol, Float64, Array{Symbol, 2}}}}, typeof(Plots.hline!), Array{Float64, 2}})
+    precompile(Tuple{typeof(Plots.gr_text_size), String, Int64})
+    precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._cycle), ColorTypes.RGBA{Float64}, Int64})
+    precompile(Tuple{typeof(Plots.ignorenan_maximum), Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Bool})
+    precompile(Tuple{typeof(Plots.process_ribbon), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, typeof(identity), Nothing})
+    isdefined(Plots, Symbol("#kw##scatter!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##scatter!")), NamedTuple{(:markersize, :c), Tuple{Int64, Symbol}}, typeof(Plots.scatter!), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.process_ribbon), Nothing, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.ispolar), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.build_layout), Base.Dict{Symbol, Any}})
+    isdefined(Plots, Symbol("#kw##portfoliocomposition")) && precompile(Tuple{getfield(Plots, Symbol("#kw##portfoliocomposition")), NamedTuple{(:labels,), Tuple{Array{String, 2}}}, typeof(Plots.portfoliocomposition), Array{Float64, 2}, Int})
+    precompile(Tuple{typeof(Plots._cycle), Int64, Int64})
+    precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}, Nothing})
+    precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.plotarea!), Plots.GridLayout, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Bool})
+    isdefined(Plots, Symbol("#kw##histogram2d")) && precompile(Tuple{getfield(Plots, Symbol("#kw##histogram2d")), NamedTuple{(:nbins,), Tuple{Int64}}, typeof(Plots.histogram2d), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.titlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.yaxis!), String, Symbol})
+    precompile(Tuple{typeof(Plots.aliasesAndAutopick), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}, Array{Symbol, 1}, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, typeof(identity)})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, Array{Float64, 1}, Array{Float64, 1}})
+    isdefined(Plots, Symbol("#kw##scatter!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##scatter!")), NamedTuple{(:marker, :series_annotations), Tuple{Tuple{Int64, Float64, Symbol}, Array{Any, 1}}}, typeof(Plots.scatter!), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    precompile(Tuple{typeof(Plots.bbox!), Plots.Subplot{Plots.GRBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots.gr_lims), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Bool, Nothing})
+    precompile(Tuple{typeof(Plots.guidefont), Plots.Axis})
+    precompile(Tuple{typeof(Plots._preprocess_barlike), Base.Dict{Symbol, Any}, Base.UnitRange{Int64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.get_markerstrokealpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._transform_ticks), Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), Plots.Series})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Float64})
+    isdefined(Plots, Symbol("#kw##heatmap")) && precompile(Tuple{getfield(Plots, Symbol("#kw##heatmap")), NamedTuple{(:aspect_ratio,), Tuple{Int64}}, typeof(Plots.heatmap), Array{String, 1}, Int})
+    precompile(Tuple{typeof(Plots.process_fillrange), Nothing, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_contour_levels), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots._display), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.is_2tuple), Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots._prepare_annotations), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.bottom), Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.trueOrAllTrue), typeof(identity), Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.labelfunc), Symbol, Plots.GRBackend})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.right), Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, ColorTypes.RGBA{Float64}, Symbol})
+    precompile(Tuple{typeof(Plots._cycle), Int64, Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Plots.Shape, Symbol})
+    precompile(Tuple{typeof(Plots.bbox!), Plots.GridLayout, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    isdefined(Plots, Symbol("#kw##scatter")) && precompile(Tuple{getfield(Plots, Symbol("#kw##scatter")), NamedTuple{(:framestyle, :title, :color, :layout, :label, :markerstrokewidth, :ticks), Tuple{Array{Symbol, 2}, Array{String, 2}, Base.ReshapedArray{Int64, 2, Base.UnitRange{Int64}, Tuple{}}, Int64, String, Int64, Base.UnitRange{Int64}}}, typeof(Plots.scatter), Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}})
+    precompile(Tuple{typeof(Plots._transform_ticks), Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.process_ribbon), typeof(identity), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    isdefined(Plots, Symbol("#kw##contour")) && precompile(Tuple{getfield(Plots, Symbol("#kw##contour")), NamedTuple{(:fill,), Tuple{Bool}}, typeof(Plots.contour), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Plots.OHLC{T} where T<:Real, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, Array{Float64, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.vline!), Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.attr), Plots.EmptyLayout, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.GridLayout, Symbol})
+    isdefined(Plots, Symbol("#kw##pie")) && precompile(Tuple{getfield(Plots, Symbol("#kw##pie")), NamedTuple{(:title, :l), Tuple{String, Float64}}, typeof(Plots.pie), Array{String, 1}, Int})
+    precompile(Tuple{typeof(Plots._expand_subplot_extrema), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{String, 1}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{String, 1}, Array{Float64, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Plots.Stroke})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Array{T, 1} where T, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.tovec), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg), Base.UnitRange{Int64}, Int64})
+    precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}}, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg), ColorTypes.RGBA{Float64}, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{String, 1}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.gr_text_size), String, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._show), Base.IOStream, Base.Multimedia.MIME{Symbol("image/png")}, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.allAlphas), Int64})
+    precompile(Tuple{typeof(Plots.text), String, Symbol})
+    precompile(Tuple{typeof(Plots.filter_data), Nothing, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.title!), String})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:lims, :flip, :ticks, :guide), Tuple{Tuple{Int64, Int64}, Bool, Base.StepRange{Int64, Int64}, String}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.is_attr_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.bar), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.nobigs), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Float64, Float64, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.text), String, Int64, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRange{Int64, Int64}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.allStyles), Int64})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Int64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Union{Base.Missing, Number}, 1}})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots.is_2tuple), Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.gr_polyline), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._create_backend_figure), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Symbol})
+    precompile(Tuple{typeof(Plots.text), String, Symbol, Int64, Int})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.extractGroupArgs), Array{String, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg), Tuple{Int64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.ylims), Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.xgrid!), Plots.Plot{Plots.GRBackend}, Symbol, Int})
+    precompile(Tuple{typeof(Plots.widen), Float64, Float64, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg), Float64, Int64})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Union{Base.Missing, Number}, 1}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Symbol, Symbol, Int64, Float64}})
+    precompile(Tuple{typeof(Plots.locate_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText})
+    precompile(Tuple{typeof(Plots.layout_args), Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.autopick_ignore_none_auto), Array{Symbol, 1}, Int64})
+    precompile(Tuple{typeof(Plots.gr_update_colorbar!), Plots.GRColorbar, Plots.Series})
+    precompile(Tuple{typeof(Plots._scale_adjusted_values), Type{Float64}, Array{Float64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.toppad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots._cycle), Nothing, Int64})
+    precompile(Tuple{typeof(Plots.is_2tuple), Int64})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:foreground_color_grid, :grid, :gridalpha, :gridstyle, :gridlinewidth), Tuple{ColorTypes.RGBA{Float64}, Bool, Float64, Symbol, Int64}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.contour), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:ticks,), Tuple{Nothing}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.create_grid_vcat), Expr})
+    precompile(Tuple{typeof(Plots.wraptuple), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.leftpad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.make_fillrange_from_ribbon), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.wraptuple), Nothing})
+    precompile(Tuple{typeof(Plots.gr_polyline), Array{Float64, 1}, Array{Float64, 1}, typeof(identity)})
+    precompile(Tuple{typeof(Plots._cycle), Symbol, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Float64})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{ColorTypes.RGBA{Float64}, 2}, Int64})
+    precompile(Tuple{typeof(Plots.font), String, Int})
+    precompile(Tuple{typeof(Plots.create_grid_vcat), Expr})
+    precompile(Tuple{typeof(Plots.fakedata), Int64, Int64})
+    precompile(Tuple{typeof(Plots.font), String, Int})
+    precompile(Tuple{typeof(Plots.stroke), Int64, Int})
+    precompile(Tuple{typeof(Plots.supported_styles), Plots.GRBackend})
+    precompile(Tuple{typeof(Plots.xlims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), Plots.Series})
+    precompile(Tuple{typeof(Plots.bottompad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.slice_arg), Symbol, Int64})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.rightpad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._transform_ticks), Nothing})
+    precompile(Tuple{typeof(Plots.slice_arg), String, Int64})
+    precompile(Tuple{typeof(Plots.supported_markers), Plots.GRBackend})
+    precompile(Tuple{typeof(Plots._expand_subplot_extrema), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.calc_num_subplots), Plots.EmptyLayout})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:grid, :lims, :flip), Tuple{Bool, Tuple{Int64, Int64}, Bool}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.slice_arg), Nothing, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{String, Tuple{Int64, Int64}, Base.StepRange{Int64, Int64}, Symbol}})
+    precompile(Tuple{typeof(Plots.ylims), Plots.Subplot{Plots.GRBackend}})
+    isdefined(Plots, Symbol("#@layout")) && precompile(Tuple{getfield(Plots, Symbol("#@layout")), LineNumberNode, Module, Expr})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, ColorTypes.RGB{Float64}, Int64})
+    precompile(Tuple{typeof(Plots.rowsize), Symbol})
+    precompile(Tuple{typeof(Plots.wraptuple), Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.create_grid), Expr})
+    precompile(Tuple{typeof(Plots.slice_arg), Int64, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, String, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg), Bool, Int64})
+    isdefined(Plots, Symbol("#kw##gr_polyline")) && precompile(Tuple{getfield(Plots, Symbol("#kw##gr_polyline")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Base.UnitRange{Int64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{String, 1}})
+    precompile(Tuple{typeof(Plots.unzip), Array{Tuple{Float64, Float64, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.gui), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.font), Symbol, Int})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Float64, Symbol}})
+    precompile(Tuple{typeof(Plots._cycle), Float64, Int64})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Base.LinRange{Float64}})
+    precompile(Tuple{typeof(Plots.is_2tuple), Tuple{Int64, Float64}})
+    precompile(Tuple{typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.get_linewidth), Plots.Series})
+    precompile(Tuple{typeof(Plots.gr_display), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots.wraptuple), Plots.SeriesAnnotations})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{Measures.Length{:mm, Float64}, 2}, Int64})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Symbol, Symbol}})
+    precompile(Tuple{typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots._cycle), Plots.Shape, Int64})
+    precompile(Tuple{typeof(Plots.font), Int64, Int})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{Union{Base.Missing, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{Symbol, 2}, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Symbol, 2}, Int64, Float64, Plots.Stroke}})
+    precompile(Tuple{typeof(Plots.get_fillalpha), Plots.Series})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.replaceAliases!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Symbol}})
+    precompile(Tuple{typeof(Plots.get_linealpha), Plots.Series})
+    precompile(Tuple{typeof(Plots.is_2tuple), Symbol})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.create_grid), Expr})
+    precompile(Tuple{typeof(Plots.get_linestyle), Plots.Series})
+    precompile(Tuple{typeof(Plots.get_subplot), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Symbol, Int64, Symbol, Float64}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{}})
+    precompile(Tuple{typeof(Plots.make_steps), Nothing, Symbol})
+    precompile(Tuple{typeof(Plots._replace_markershape), Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Float64, Symbol, Plots.Stroke}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Symbol}})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Array{Symbol, 2}}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Float64, Symbol}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Int64}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Symbol, Float64, Array{Symbol, 2}}})
+    precompile(Tuple{typeof(Plots.annotations), Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots._replace_markershape), Plots.Shape})
+    precompile(Tuple{typeof(Plots._show), Base.IOStream, Base.Multimedia.MIME{Symbol("image/png")}, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Plots.Shape, Int64, ColorTypes.RGBA{Float64}}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{String, Symbol}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Float64, Array{Symbol, 2}, Int64}})
+    precompile(Tuple{typeof(Plots._transform_ticks), Symbol})
+    precompile(Tuple{typeof(Plots.link_axes!), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Symbol, 2}, Int64}})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Float64}}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#kw##histogram2d")) && precompile(Tuple{getfield(Plots, Symbol("#kw##histogram2d")), NamedTuple{(:nbins, :show_empty_bins, :normed, :aspect_ratio), Tuple{Tuple{Int64, Int64}, Bool, Bool, Int64}}, typeof(Plots.histogram2d), Array{Base.Complex{Float64}, 1}})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Union{Base.Missing, Int64}, 1}})
+    precompile(Tuple{typeof(Plots.series_annotations), Plots.SeriesAnnotations})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.ohlc), Array{Plots.OHLC{T} where T<:Real, 1}})
+    isdefined(Plots, Symbol("#kw##histogram")) && precompile(Tuple{getfield(Plots, Symbol("#kw##histogram")), NamedTuple{(:bins, :weights), Tuple{Symbol, Array{Int64, 1}}}, typeof(Plots.histogram), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.get_axis), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Array{Float64, 1}, Symbol, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots._process_userrecipe), Plots.Plot{Plots.GRBackend}, Array{Base.Dict{Symbol, Any}, 1}, RecipesBase.RecipeData})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.link_axes!), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:scale, :guide), Tuple{Symbol, String}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:grid, :lims), Tuple{Bool, Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:ticks,), Tuple{Base.UnitRange{Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:grid,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Float64, 2}, Base.Dict{Symbol, Any}})
+    isdefined(Plots, Symbol("#kw##test_examples")) && precompile(Tuple{getfield(Plots, Symbol("#kw##test_examples")), NamedTuple{(:disp,), Tuple{Bool}}, typeof(Plots.test_examples), Symbol})
+    isdefined(Plots, Symbol("#kw##default")) && precompile(Tuple{getfield(Plots, Symbol("#kw##default")), NamedTuple{(:palette,), Tuple{Array{ColorTypes.RGBA{Float64}, 1}}}, typeof(Plots.default)})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Int64, 1}})
+    isdefined(Plots, Symbol("#kw##_make_hist")) && precompile(Tuple{getfield(Plots, Symbol("#kw##_make_hist")), NamedTuple{(:normed, :weights), Tuple{Bool, Nothing}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Tuple{Int64, Int64}})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:guide,), Tuple{String}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Plots.Plot{Plots.GRBackend}, Int64})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:flip,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Base.StepRange{Int64, Int64}})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:rotation,), Tuple{Int64}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.ignorenan_minimum), Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Float64, Symbol})
+    isdefined(Plots, Symbol("#kw##_make_hist")) && precompile(Tuple{getfield(Plots, Symbol("#kw##_make_hist")), NamedTuple{(:normed, :weights), Tuple{Bool, Array{Int64, 1}}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}}, Symbol})
+    precompile(Tuple{typeof(Plots.series_annotations), Nothing})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:grid, :ticks), Tuple{Bool, Nothing}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.process_ribbon), Tuple{Base.LinRange{Float64}, Base.LinRange{Float64}}, Base.Dict{Symbol, Any}})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#kw##gr_polyline")) && precompile(Tuple{getfield(Plots, Symbol("#kw##gr_polyline")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Array{Int64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Int64, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Int32, 1}})
+    isdefined(Plots, Symbol("#kw##_make_hist")) && precompile(Tuple{getfield(Plots, Symbol("#kw##_make_hist")), NamedTuple{(:normed, :weights), Tuple{Bool, Nothing}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:grid,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Int64, Int64})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    isdefined(Plots, Symbol("#kw##attr!")) && precompile(Tuple{getfield(Plots, Symbol("#kw##attr!")), NamedTuple{(:formatter,), Tuple{Symbol}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Float64, 2}})
+    isdefined(Plots, Symbol("#kw##_make_hist")) && precompile(Tuple{getfield(Plots, Symbol("#kw##_make_hist")), NamedTuple{(:normed, :weights), Tuple{Bool, Nothing}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}}, Symbol})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    precompile(Tuple{typeof(Plots.process_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Symbol, Int64})
+    precompile(Tuple{typeof(Plots._cycle), Base.UnitRange{Int64}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Float64, Int64})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots.build_layout), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.hascolorbar), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._process_userrecipe), Plots.Plot{Plots.GRBackend}, Array{Base.Dict{Symbol, Any}, 1}, RecipesBase.RecipeData})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.hascolorbar), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    precompile(Tuple{typeof(Plots.get_axis), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Plots.Axis})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Plots.Axis})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol})
+    precompile(Tuple{typeof(Plots.backend), Plots.GRBackend})
+    precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol})
+    precompile(Tuple{typeof(Plots.backend)})
+    precompile(Tuple{typeof(Plots.layout_args), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol})
 end

src/recipes.jl

@@ -239,7 +239,7 @@ end
 @recipe function f(::Type{Val{:sticks}}, x, y, z)
     n = length(x)
     fr = plotattributes[:fillrange]
-    if fr == nothing
+    if fr === nothing
         sp = plotattributes[:subplot]
         yaxis = sp[:yaxis]
         fr = if yaxis[:scale] == :identity
@@ -291,13 +291,13 @@ end
 
 # create segmented bezier curves in place of line segments
 @recipe function f(::Type{Val{:curves}}, x, y, z; npoints = 30)
-    args = z != nothing ? (x,y,z) : (x,y)
+    args = z !== nothing ? (x,y,z) : (x,y)
     newx, newy = zeros(0), zeros(0)
     fr = plotattributes[:fillrange]
-    newfr = fr != nothing ? zeros(0) : nothing
-    newz = z != nothing ? zeros(0) : nothing
+    newfr = fr !== nothing ? zeros(0) : nothing
+    newz = z !== nothing ? zeros(0) : nothing
     # lz = plotattributes[:line_z]
-    # newlz = lz != nothing ? zeros(0) : nothing
+    # newlz = lz !== nothing ? zeros(0) : nothing
 
     # for each line segment (point series with no NaNs), convert it into a bezier curve
     # where the points are the control points of the curve
@@ -306,13 +306,13 @@ end
         ts = range(0, stop = 1, length = npoints)
         nanappend!(newx, map(t -> bezier_value(_cycle(x,rng), t), ts))
         nanappend!(newy, map(t -> bezier_value(_cycle(y,rng), t), ts))
-        if z != nothing
+        if z !== nothing
             nanappend!(newz, map(t -> bezier_value(_cycle(z,rng), t), ts))
         end
-        if fr != nothing
+        if fr !== nothing
             nanappend!(newfr, map(t -> bezier_value(_cycle(fr,rng), t), ts))
         end
-        # if lz != nothing
+        # if lz !== nothing
         #     lzrng = _cycle(lz, rng) # the line_z's for this segment
         #     push!(newlz, 0.0)
         #     append!(newlz, map(t -> lzrng[1+floor(Int, t * (length(rng)-1))], ts))
@@ -321,16 +321,16 @@ end
 
     x := newx
     y := newy
-    if z == nothing
+    if z === nothing
         seriestype := :path
     else
         seriestype := :path3d
         z := newz
     end
-    if fr != nothing
+    if fr !== nothing
         fillrange := newfr
     end
-    # if lz != nothing
+    # if lz !== nothing
     #     # line_z := newlz
     #     linecolor := (isa(plotattributes[:linecolor], ColorGradient) ? plotattributes[:linecolor] : cgrad())
     # end
@@ -357,7 +357,7 @@ end
 
     # compute half-width of bars
     bw = plotattributes[:bar_width]
-    hw = if bw == nothing
+    hw = if bw === nothing
         if nx > 1
             0.5*_bar_width*ignorenan_minimum(filter(x->x>0, diff(procx)))
         else
@@ -369,7 +369,7 @@ end
 
     # make fillto a vector... default fills to 0
     fillto = plotattributes[:fillrange]
-    if fillto == nothing
+    if fillto === nothing
         fillto = 0
     end
     if (yscale in _logScales) && !all(_is_positive, fillto)
@@ -491,7 +491,7 @@ end
 
 @recipe function f(::Type{Val{:barbins}}, x, y, z)
     edge, weights, xscale, yscale, baseline = _preprocess_binlike(plotattributes, x, y)
-    if (plotattributes[:bar_width] == nothing)
+    if (plotattributes[:bar_width] === nothing)
         bar_width := diff(edge)
     end
     x := _bin_centers(edge)
@@ -533,7 +533,7 @@ function _stepbins_path(edge, weights, baseline::Real, xscale::Symbol, yscale::S
 
     last_w = eltype(weights)(NaN)
 
-    while it_tuple_e != nothing && it_tuple_w != nothing
+    while it_tuple_e !== nothing && it_tuple_w !== nothing
         b, it_state_e = it_tuple_e
         w, it_state_w = it_tuple_w
 
@@ -667,7 +667,7 @@ end
 function _make_hist(vs::NTuple{N,AbstractVector}, binning; normed = false, weights = nothing) where N
     localvs = _filternans(vs)
     edges = _hist_edges(localvs, binning)
-    h = float( weights == nothing ?
+    h = float( weights === nothing ?
         StatsBase.fit(StatsBase.Histogram, localvs, edges, closed = :left) :
         StatsBase.fit(StatsBase.Histogram, localvs, StatsBase.Weights(weights), edges, closed = :left)
     )
@@ -746,12 +746,14 @@ end
     edge_x, edge_y, weights = x, y, z.surf
 
     float_weights = float(weights)
-    if float_weights === weights
-        float_weights = deepcopy(float_weights)
-    end
-    for (i, c) in enumerate(float_weights)
-        if c == 0
-            float_weights[i] = NaN
+    if !plotattributes[:show_empty_bins]
+        if float_weights === weights
+            float_weights = deepcopy(float_weights)
+        end
+        for (i, c) in enumerate(float_weights)
+            if c == 0
+                float_weights[i] = NaN
+            end
         end
     end
 
@@ -1099,6 +1101,12 @@ timeformatter(t) = string(Dates.Time(Dates.Nanosecond(t)))
 @recipe f(::Type{Date}, dt::Date) = (dt -> Dates.value(dt), dateformatter)
 @recipe f(::Type{DateTime}, dt::DateTime) = (dt -> Dates.value(dt), datetimeformatter)
 @recipe f(::Type{Dates.Time}, t::Dates.Time) = (t -> Dates.value(t), timeformatter)
+@recipe f(::Type{P}, t::P) where P <: Dates.Period = (t -> Dates.value(t), t -> string(P(t)))
+
+# -------------------------------------------------
+# Characters
+
+@recipe f(::Type{<:AbstractChar}, ::AbstractChar) = (string, string)
 
 # -------------------------------------------------
 # Complex Numbers

src/series.jl

@@ -7,68 +7,64 @@
 # note: returns meta information... mainly for use with automatic labeling from DataFrames for now
 
 const FuncOrFuncs{F} = Union{F, Vector{F}, Matrix{F}}
+const MaybeNumber = Union{Number, Missing}
+const MaybeString = Union{AbstractString, Missing}
+const DataPoint = Union{MaybeNumber, MaybeString}
 
-all3D(plotattributes::KW) = trueOrAllTrue(st -> st in (:contour, :contourf, :heatmap, :surface, :wireframe, :contour3d, :image, :plots_heatmap), get(plotattributes, :seriestype, :none))
+prepareSeriesData(x) = error("Cannot convert $(typeof(x)) to series data for plotting")
+prepareSeriesData(::Nothing) = nothing
+prepareSeriesData(f::Function) = f
+prepareSeriesData(a::AbstractArray{<:MaybeNumber}) = replace!(
+                                    x -> ismissing(x) || isinf(x) ? NaN : x,
+                                    map(float,a))
+prepareSeriesData(a::AbstractArray{<:MaybeString}) = replace(x -> ismissing(x) ? "" : x, a)
+prepareSeriesData(s::Surface{<:AMat{<:MaybeNumber}}) = Surface(prepareSeriesData(s.surf))
+prepareSeriesData(s::Surface) = s  # non-numeric Surface, such as an image
+prepareSeriesData(v::Volume) = Volume(prepareSeriesData(v.v), v.x_extents, v.y_extents, v.z_extents)
 
-# unknown
-convertToAnyVector(x, plotattributes::KW) = error("No user recipe defined for $(typeof(x))")
-
-# missing
-convertToAnyVector(v::Nothing, plotattributes::KW) = Any[nothing], nothing
+# default: assume x represents a single series
+convertToAnyVector(x, plotattributes) = Any[prepareSeriesData(x)]
 
 # fixed number of blank series
-convertToAnyVector(n::Integer, plotattributes::KW) = Any[zeros(0) for i in 1:n], nothing
+convertToAnyVector(n::Integer, plotattributes) = Any[zeros(0) for i in 1:n]
 
-# numeric/string vector
-convertToAnyVector(v::AVec{T}, plotattributes::KW) where {T<:Union{Number,AbstractString,Missing}} = Any[handlemissings(v)], nothing
-
-function convertToAnyVector(v::AMat, plotattributes::KW)
-    v = handlemissings(v)
-    if all3D(plotattributes)
-        Any[Surface(v)]
-    else
-        Any[v[:,i] for i in 1:size(v,2)]
-    end, nothing
-end
-
-handlemissings(v) = v
-handlemissings(v::AbstractArray{Union{T,Missing}}) where T <: Number = replace(v, missing => NaN)
-handlemissings(v::AbstractArray{Union{T,Missing}}) where T <: AbstractString = replace(v, missing => "")
-
-# function
-convertToAnyVector(f::Function, plotattributes::KW) = Any[f], nothing
-
-# surface
-convertToAnyVector(s::Surface, plotattributes::KW) = Any[s], nothing
-
-# volume
-convertToAnyVector(v::Volume, plotattributes::KW) = Any[v], nothing
-
-# # vector of OHLC
-# convertToAnyVector(v::AVec{OHLC}, plotattributes::KW) = Any[v], nothing
-
-# # dates
-convertToAnyVector(dts::AVec{D}, plotattributes::KW) where {D<:Union{Date,DateTime}} = Any[dts], nothing
+# vector of data points is a single series
+convertToAnyVector(v::AVec{<:DataPoint}, plotattributes) = Any[prepareSeriesData(v)]
 
 # list of things (maybe other vectors, functions, or something else)
-function convertToAnyVector(v::AVec, plotattributes::KW)
-    if all(x -> typeof(x) <: Number, v)
-        # all real numbers wrap the whole vector as one item
-        Any[convert(Vector{Float64}, v)], nothing
+function convertToAnyVector(v::AVec, plotattributes)
+    if all(x -> x isa MaybeNumber, v)
+        convertToAnyVector(Vector{MaybeNumber}(v), plotattributes)
+    elseif all(x -> x isa MaybeString, v)
+        convertToAnyVector(Vector{MaybeString}(v), plotattributes)
     else
-        # something else... treat each element as an item
-        vcat(Any[convertToAnyVector(vi, plotattributes)[1] for vi in v]...), nothing
-        # Any[vi for vi in v], nothing
+        vcat((convertToAnyVector(vi, plotattributes) for vi in v)...)
     end
 end
 
-convertToAnyVector(t::Tuple, plotattributes::KW) = Any[t], nothing
-
-
-function convertToAnyVector(args...)
-    error("In convertToAnyVector, could not handle the argument types: $(map(typeof, args[1:end-1]))")
+# Matrix is split into columns
+function convertToAnyVector(v::AMat{<:DataPoint}, plotattributes)
+    if all3D(plotattributes)
+        Any[prepareSeriesData(Surface(v))]
+    else
+        Any[prepareSeriesData(v[:, i]) for i in 1:size(v, 2)]
+    end
 end
 
+# --------------------------------------------------------------------
+# Fillranges & ribbons
+
+
+process_fillrange(range::Number, plotattributes) = [range]
+process_fillrange(range, plotattributes) = convertToAnyVector(range, plotattributes)
+
+process_ribbon(ribbon::Number, plotattributes) = [ribbon]
+process_ribbon(ribbon, plotattributes) = convertToAnyVector(ribbon, plotattributes)
+# ribbon as a tuple: (lower_ribbons, upper_ribbons)
+process_ribbon(ribbon::Tuple{Any,Any}, plotattributes) = collect(zip(convertToAnyVector(ribbon[1], plotattributes),
+                                                     convertToAnyVector(ribbon[2], plotattributes)))
+
+
 # --------------------------------------------------------------------
 
 # TODO: can we avoid the copy here?  one error that crops up is that mapping functions over the same array
@@ -130,24 +126,17 @@ struct SliceIt end
         z = z.data
     end
 
-    xs, _ = convertToAnyVector(x, plotattributes)
-    ys, _ = convertToAnyVector(y, plotattributes)
-    zs, _ = convertToAnyVector(z, plotattributes)
+    xs = convertToAnyVector(x, plotattributes)
+    ys = convertToAnyVector(y, plotattributes)
+    zs = convertToAnyVector(z, plotattributes)
+
 
     fr = pop!(plotattributes, :fillrange, nothing)
-    fillranges, _ = if typeof(fr) <: Number
-        ([fr],nothing)
-    else
-        convertToAnyVector(fr, plotattributes)
-    end
+    fillranges = process_fillrange(fr, plotattributes)
     mf = length(fillranges)
 
     rib = pop!(plotattributes, :ribbon, nothing)
-    ribbons, _ = if typeof(rib) <: Number
-        ([fr],nothing)
-    else
-        convertToAnyVector(rib, plotattributes)
-    end
+    ribbons = process_ribbon(rib, plotattributes)
     mr = length(ribbons)
 
     # @show zs
@@ -288,8 +277,10 @@ end
 
 @recipe f(n::Integer) = is3d(get(plotattributes,:seriestype,:path)) ? (SliceIt, n, n, n) : (SliceIt, n, n, nothing)
 
+all3D(plotattributes::KW) = trueOrAllTrue(st -> st in (:contour, :contourf, :heatmap, :surface, :wireframe, :contour3d, :image, :plots_heatmap), get(plotattributes, :seriestype, :none))
+
 # return a surface if this is a 3d plot, otherwise let it be sliced up
-@recipe function f(mat::AMat{T}) where T<:Union{Integer,AbstractFloat}
+@recipe function f(mat::AMat{T}) where T<:Union{Integer,AbstractFloat,Missing}
     if all3D(plotattributes)
         n,m = size(mat)
         wrap_surfaces(plotattributes)
@@ -312,7 +303,7 @@ end
 end
 
 # assume this is a Volume, so construct one
-@recipe function f(vol::AbstractArray{T,3}, args...) where T<:Number
+@recipe function f(vol::AbstractArray{T,3}, args...) where T<:Union{Number,Missing}
     seriestype := :volume
     SliceIt, nothing, Volume(vol, args...), nothing
 end
@@ -380,18 +371,24 @@ end
     end
 end
 
+# Dicts: each entry is a data point (x,y)=(key,value)
 
+@recipe f(d::AbstractDict) = collect(keys(d)), collect(values(d))
 
 # function without range... use the current range of the x-axis
 
 @recipe function f(f::FuncOrFuncs{F}) where F<:Function
     plt = plotattributes[:plot_object]
-    xmin, xmax = try
-        axis_limits(plt[1], :x)
-    catch
-        xinv = invscalefunc(get(plotattributes, :xscale, :identity))
-        xm = tryrange(f, xinv.([-5,-1,0,0.01]))
-        xm, tryrange(f, filter(x->x>xm, xinv.([5,1,0.99, 0, -0.01])))
+    xmin, xmax = if haskey(plotattributes, :xlims)
+        plotattributes[:xlims]
+    else
+        try
+            axis_limits(plt[1], :x)
+        catch
+            xinv = invscalefunc(get(plotattributes, :xscale, :identity))
+            xm = tryrange(f, xinv.([-5,-1,0,0.01]))
+            xm, tryrange(f, filter(x->x>xm, xinv.([5,1,0.99, 0, -0.01])))
+        end
     end
 
     f, xmin, xmax
@@ -522,20 +519,25 @@ end
 # # special handling... xmin/xmax with parametric function(s)
 @recipe function f(f::Function, xmin::Number, xmax::Number)
     xscale, yscale = [get(plotattributes, sym, :identity) for sym=(:xscale,:yscale)]
-    xs = _scaled_adapted_grid(f, xscale, yscale, xmin, xmax)
-    xs, f
+    _scaled_adapted_grid(f, xscale, yscale, xmin, xmax)
 end
 @recipe function f(fs::AbstractArray{F}, xmin::Number, xmax::Number) where F<:Function
     xscale, yscale = [get(plotattributes, sym, :identity) for sym=(:xscale,:yscale)]
-    xs = Any[_scaled_adapted_grid(f, xscale, yscale, xmin, xmax) for f in fs]
-    xs, fs
+    xs = Array{Any}(undef, length(fs))
+    ys = Array{Any}(undef, length(fs))
+    for (i, (x, y)) in enumerate(_scaled_adapted_grid(f, xscale, yscale, xmin, xmax) for f in fs)
+        xs[i] = x
+    	ys[i] = y
+    end
+    xs, ys
 end
 @recipe f(fx::FuncOrFuncs{F}, fy::FuncOrFuncs{G}, u::AVec) where {F<:Function,G<:Function}  = mapFuncOrFuncs(fx, u), mapFuncOrFuncs(fy, u)
 @recipe f(fx::FuncOrFuncs{F}, fy::FuncOrFuncs{G}, umin::Number, umax::Number, n = 200) where {F<:Function,G<:Function} = fx, fy, range(umin, stop = umax, length = n)
 
 function _scaled_adapted_grid(f, xscale, yscale, xmin, xmax)
     (xf, xinv), (yf, yinv) =  ((scalefunc(s),invscalefunc(s)) for s in (xscale,yscale))
-    xinv.(adapted_grid(yf∘f∘xinv, xf.((xmin, xmax))))
+    xs, ys = adapted_grid(yf∘f∘xinv, xf.((xmin, xmax)))
+    xinv.(xs), yinv.(ys)
 end
 
 #
@@ -581,7 +583,7 @@ end
 # end
 
 splittable_kw(key, val, lengthGroup) = false
-splittable_kw(key, val::AbstractArray, lengthGroup) = (key != :group) && size(val,1) == lengthGroup
+splittable_kw(key, val::AbstractArray, lengthGroup) = !(key in (:group, :color_palette)) && size(val,1) == lengthGroup
 splittable_kw(key, val::Tuple, lengthGroup) = all(splittable_kw.(key, val, lengthGroup))
 splittable_kw(key, val::SeriesAnnotations, lengthGroup) = splittable_kw(key, val.strs, lengthGroup)
 

src/themes.jl

@@ -4,39 +4,20 @@
 Specify the colour theme for plots.
 """
 function theme(s::Symbol; kw...)
-    defaults = _get_defaults(s)
+    defaults = PlotThemes._themes[s].defaults
     _theme(s, defaults; kw...)
 end
 
-function _get_defaults(s::Symbol)
-    thm = PlotThemes._themes[s]
-    if :defaults in fieldnames(typeof(thm))
-        return thm.defaults
-    else # old PlotTheme type
-        defaults = KW(
-            :bg       => thm.bg_secondary,
-            :bginside => thm.bg_primary,
-            :fg       => thm.lines,
-            :fgtext   => thm.text,
-            :fgguide  => thm.text,
-            :fglegend => thm.text,
-            :palette  => thm.palette,
-        )
-        if thm.gradient != nothing
-            push!(defaults, :gradient => thm.gradient)
-        end
-        return defaults
-    end
-end
-
 function _theme(s::Symbol, defaults::KW; kw...)
     # Reset to defaults to overwrite active theme
     reset_defaults()
 
     # Set the theme's gradient as default
-    if haskey(defaults, :gradient)
+    fix_colorgradient!(defaults)
+    if haskey(defaults, :colorgradient)
         PlotUtils.clibrary(:misc)
         PlotUtils.default_cgrad(default = :sequential, sequential = PlotThemes.gradient_name(s))
+        pop!(defaults, :colorgradient)
     else
         PlotUtils.clibrary(:Plots)
         PlotUtils.default_cgrad(default = :sequential, sequential = :inferno)
@@ -44,8 +25,8 @@ function _theme(s::Symbol, defaults::KW; kw...)
 
     # maybe overwrite the theme's gradient
     kw = KW(kw)
-    if haskey(kw, :gradient)
-        kwgrad = pop!(kw, :gradient)
+    if haskey(kw, :colorgradient)
+        kwgrad = pop!(kw, :colorgradient)
         for clib in clibraries()
             if kwgrad in cgradients(clib)
                 PlotUtils.clibrary(clib)
@@ -60,6 +41,13 @@ function _theme(s::Symbol, defaults::KW; kw...)
     return
 end
 
+# be compatible with old PlotThemes specifying the colorgradient with `:gradient`
+function fix_colorgradient!(defaults)
+    if haskey(defaults, :gradient) && !haskey(defaults, :colorgradient)
+        defaults[:colorgradient] = pop!(defaults, :gradient)
+    end
+end
+
 @deprecate set_theme(s) theme(s)
 
 @userplot ShowTheme
@@ -74,11 +62,12 @@ _get_showtheme_args(thm::Symbol, func::Symbol) = thm, get(_color_functions, func
 
 @recipe function showtheme(st::ShowTheme)
     thm, cfunc = _get_showtheme_args(st.args...)
-    defaults = _get_defaults(thm)
+    defaults = PlotThemes._themes[thm].defaults
 
     # get the gradient
-    gradient_colors = get(defaults, :gradient, cgrad(:inferno).colors)
-    gradient = cgrad(cfunc.(RGB.(gradient_colors)))
+    fix_colorgradient!(defaults)
+    gradient_colors = get(defaults, :colorgradient, cgrad(:inferno).colors)
+    colorgradient = cgrad(cfunc.(RGB.(gradient_colors)))
 
     # get the palette
     palette = get(defaults, :palette, get_color_palette(:auto, plot_color(:white), 17))
@@ -86,7 +75,7 @@ _get_showtheme_args(thm::Symbol, func::Symbol) = thm, get(_color_functions, func
 
     # apply the theme
     for k in keys(defaults)
-        k in (:gradient, :palette) && continue
+        k in (:colorgradient, :palette) && continue
         def = defaults[k]
         arg = get(_keyAliases, k, k)
         plotattributes[arg] = if typeof(def) <: Colorant
@@ -139,7 +128,7 @@ _get_showtheme_args(thm::Symbol, func::Symbol) = thm, get(_color_functions, func
     @series begin
         subplot := 4
         seriestype := :heatmap
-        seriescolor := gradient
+        seriescolor := colorgradient
         ticks := -5:5:5
         x, y, z
     end
@@ -147,7 +136,7 @@ _get_showtheme_args(thm::Symbol, func::Symbol) = thm, get(_color_functions, func
     @series begin
         subplot := 5
         seriestype := :surface
-        seriescolor := gradient
+        seriescolor := colorgradient
         x, y, z
     end
 
@@ -159,7 +148,7 @@ _get_showtheme_args(thm::Symbol, func::Symbol) = thm, get(_color_functions, func
 
     @series begin
         subplot := 6
-        seriescolor := gradient
+        seriescolor := colorgradient
         linewidth := 3
         line_z := z
         x, y, z

src/utils.jl

@@ -26,7 +26,7 @@ function histogramHack(; kw...)
   plotattributes[:x] = midpoints
   plotattributes[:y] = float(counts)
   plotattributes[:seriestype] = :bar
-  plotattributes[:fillrange] = plotattributes[:fillrange] == nothing ? 0.0 : plotattributes[:fillrange]
+  plotattributes[:fillrange] = plotattributes[:fillrange] === nothing ? 0.0 : plotattributes[:fillrange]
   plotattributes
 end
 
@@ -38,7 +38,7 @@ function barHack(; kw...)
   plotattributes = KW(kw)
   midpoints = plotattributes[:x]
   heights = plotattributes[:y]
-  fillrange = plotattributes[:fillrange] == nothing ? 0.0 : plotattributes[:fillrange]
+  fillrange = plotattributes[:fillrange] === nothing ? 0.0 : plotattributes[:fillrange]
 
   # estimate the edges
   dists = diff(midpoints) * 0.5
@@ -81,7 +81,7 @@ function sticksHack(; kw...)
   # these are the line vertices
   x = Float64[]
   y = Float64[]
-  fillrange = plotattributesLine[:fillrange] == nothing ? 0.0 : plotattributesLine[:fillrange]
+  fillrange = plotattributesLine[:fillrange] === nothing ? 0.0 : plotattributesLine[:fillrange]
 
   # calculate the vertices
   yScatter = plotattributesScatter[:y]
@@ -115,7 +115,6 @@ function regressionXY(x, y)
 end
 
 function replace_image_with_heatmap(z::Array{T}) where T<:Colorant
-    @show T, size(z)
     n, m = size(z)
     # idx = 0
     colors = ColorGradient(vec(z))
@@ -194,7 +193,7 @@ end
 
 function iter_segments(series::Series)
     x, y, z = series[:x], series[:y], series[:z]
-    if x == nothing
+    if x === nothing
         return UnitRange{Int}[]
     elseif has_attribute_segments(series)
         if series[:seriestype] in (:scatter, :scatter3d)
@@ -343,8 +342,11 @@ const _scale_base = Dict{Symbol, Real}(
     :ln => ℯ,
 )
 
-function _heatmap_edges(v::AVec)
+function _heatmap_edges(v::AVec, isedges::Bool = false)
   length(v) == 1 && return v[1] .+ [-0.5, 0.5]
+  if isedges return v end 
+  # `isedges = true` means that v is a vector which already describes edges 
+  # and does not need to be extended.
   vmin, vmax = ignorenan_extrema(v)
   extra_min = (v[2] - v[1]) / 2
   extra_max = (v[end] - v[end - 1]) / 2
@@ -352,9 +354,25 @@ function _heatmap_edges(v::AVec)
 end
 
 "create an (n+1) list of the outsides of heatmap rectangles"
-function heatmap_edges(v::AVec, scale::Symbol = :identity)
+function heatmap_edges(v::AVec, scale::Symbol = :identity, isedges::Bool = false)
   f, invf = scalefunc(scale), invscalefunc(scale)
-  map(invf, _heatmap_edges(map(f,v)))
+  map(invf, _heatmap_edges(map(f,v), isedges))
+end
+
+function heatmap_edges(x::AVec, xscale::Symbol, y::AVec, yscale::Symbol, z_size::Tuple{Int, Int})
+    nx, ny = length(x), length(y)
+    # ismidpoints = z_size == (ny, nx) # This fails some tests, but would actually be 
+    # the correct check, since (4, 3) != (3, 4) and a missleading plot is produced.
+    ismidpoints = prod(z_size) == (ny * nx) 
+    isedges = z_size == (ny - 1, nx - 1)
+    if !ismidpoints && !isedges
+        error("""Length of x & y does not match the size of z. 
+                Must be either `size(z) == (length(y), length(x))` (x & y define midpoints)
+                or `size(z) == (length(y)+1, length(x)+1))` (x & y define edges).""")
+    end
+    x, y = heatmap_edges(x, xscale, isedges), 
+           heatmap_edges(y, yscale, isedges)
+    return x, y
 end
 
 function convert_to_polar(theta, r, r_extrema = ignorenan_extrema(r))
@@ -478,7 +496,7 @@ function make_fillrange_from_ribbon(kw::KW)
     rib1, rib2 = -first(rib), last(rib)
     # kw[:ribbon] = nothing
     kw[:fillrange] = make_fillrange_side(y, rib1), make_fillrange_side(y, rib2)
-    (get(kw, :fillalpha, nothing) == nothing) && (kw[:fillalpha] = 0.5)
+    (get(kw, :fillalpha, nothing) === nothing) && (kw[:fillalpha] = 0.5)
 end
 
 #turn tuple of fillranges to one path
@@ -524,14 +542,9 @@ zlims(sp_idx::Int = 1) = zlims(current(), sp_idx)
 
 function get_clims(sp::Subplot)
     zmin, zmax = Inf, -Inf
-    z_colored_series = (:contour, :contour3d, :heatmap, :histogram2d, :surface)
     for series in series_list(sp)
-        for vals in (series[:seriestype] in z_colored_series ? series[:z] : nothing, series[:line_z], series[:marker_z], series[:fill_z])
-            if (typeof(vals) <: AbstractSurface) && (eltype(vals.surf) <: Union{Missing, Real})
-                zmin, zmax = _update_clims(zmin, zmax, ignorenan_extrema(vals.surf)...)
-            elseif (vals != nothing) && (eltype(vals) <: Union{Missing, Real})
-                zmin, zmax = _update_clims(zmin, zmax, ignorenan_extrema(vals)...)
-            end
+        if series[:colorbar_entry]
+            zmin, zmax = _update_clims(zmin, zmax, get_clims(series)...)
         end
     end
     clims = sp[:clims]
@@ -542,6 +555,33 @@ function get_clims(sp::Subplot)
     return zmin < zmax ? (zmin, zmax) : (-0.1, 0.1)
 end
 
+function get_clims(sp::Subplot, series::Series)
+    zmin, zmax = if series[:colorbar_entry]
+        get_clims(sp)
+    else
+        get_clims(series)
+    end
+    clims = sp[:clims]
+    if is_2tuple(clims)
+        isfinite(clims[1]) && (zmin = clims[1])
+        isfinite(clims[2]) && (zmax = clims[2])
+    end
+    return zmin < zmax ? (zmin, zmax) : (-0.1, 0.1)
+end
+
+function get_clims(series::Series)
+    zmin, zmax = Inf, -Inf
+    z_colored_series = (:contour, :contour3d, :heatmap, :histogram2d, :surface)
+    for vals in (series[:seriestype] in z_colored_series ? series[:z] : nothing, series[:line_z], series[:marker_z], series[:fill_z])
+        if (typeof(vals) <: AbstractSurface) && (eltype(vals.surf) <: Union{Missing, Real})
+            zmin, zmax = _update_clims(zmin, zmax, ignorenan_extrema(vals.surf)...)
+        elseif (vals !== nothing) && (eltype(vals) <: Union{Missing, Real})
+            zmin, zmax = _update_clims(zmin, zmax, ignorenan_extrema(vals)...)
+        end
+    end
+    return zmin < zmax ? (zmin, zmax) : (-0.1, 0.1)
+end
+
 _update_clims(zmin, zmax, emin, emax) = min(zmin, emin), max(zmax, emax)
 
 @enum ColorbarStyle cbar_gradient cbar_fill cbar_lines
@@ -602,7 +642,7 @@ for comp in (:line, :fill, :marker)
         function $get_compcolor(series, cmin::Real, cmax::Real, i::Int = 1)
             c = series[$Symbol($compcolor)]
             z = series[$Symbol($comp_z)]
-            if z == nothing
+            if z === nothing
                 isa(c, ColorGradient) ? c : plot_color(_cycle(c, i))
             else
                 grad = isa(c, ColorGradient) ? c : cgrad()
@@ -613,7 +653,7 @@ for comp in (:line, :fill, :marker)
         $get_compcolor(series, clims, i::Int = 1) = $get_compcolor(series, clims[1], clims[2], i)
 
         function $get_compcolor(series, i::Int = 1)
-            if series[$Symbol($comp_z)] == nothing
+            if series[$Symbol($comp_z)] === nothing
                 $get_compcolor(series, 0, 1, i)
             else
                 $get_compcolor(series, get_clims(series[:subplot]), i)
@@ -650,11 +690,11 @@ function has_attribute_segments(series::Series)
     for letter in (:x, :y, :z)
         # If we have NaNs in the data they define the segments and
         # SegmentsIterator is used
-        series[letter] != nothing && NaN in collect(series[letter]) && return false
+        series[letter] !== nothing && NaN in collect(series[letter]) && return false
     end
     series[:seriestype] == :shape && return false
     # ... else we check relevant attributes if they have multiple inputs
-    return any((typeof(series[attr]) <: AbstractVector && length(series[attr]) > 1) for attr in [:seriescolor, :seriesalpha, :linecolor, :linealpha, :linewidth, :fillcolor, :fillalpha, :markercolor, :markeralpha, :markerstrokecolor, :markerstrokealpha]) || any(typeof(series[attr]) <: AbstractArray for attr in (:line_z, :fill_z, :marker_z))
+    return any((typeof(series[attr]) <: AbstractVector && length(series[attr]) > 1) for attr in [:seriescolor, :seriesalpha, :linecolor, :linealpha, :linewidth, :linestyle, :fillcolor, :fillalpha, :markercolor, :markeralpha, :markerstrokecolor, :markerstrokealpha]) || any(typeof(series[attr]) <: AbstractArray for attr in (:line_z, :fill_z, :marker_z))
 end
 
 # ---------------------------------------------------------------
@@ -1060,6 +1100,15 @@ legendfont(sp::Subplot) = font(
     sp[:legendfontcolor],
 )
 
+legendtitlefont(sp::Subplot) = font(
+    sp[:legendtitlefontfamily],
+    sp[:legendtitlefontsize],
+    sp[:legendtitlefontvalign],
+    sp[:legendtitlefonthalign],
+    sp[:legendtitlefontrotation],
+    sp[:legendtitlefontcolor],
+)
+
 tickfont(ax::Axis) = font(
     ax[:tickfontfamily],
     ax[:tickfontsize],
@@ -1106,20 +1155,20 @@ function convert_sci_unicode(label::AbstractString)
     label
 end
 
-function straightline_data(series)
+function straightline_data(series, expansion_factor = 1)
     sp = series[:subplot]
     xl, yl = isvertical(series) ? (xlims(sp), ylims(sp)) : (ylims(sp), xlims(sp))
     x, y = series[:x], series[:y]
     n = length(x)
     if n == 2
-        return straightline_data(xl, yl, x, y)
+        return straightline_data(xl, yl, x, y, expansion_factor)
     else
         k, r = divrem(n, 3)
         if r == 0
             xdata, ydata = fill(NaN, n), fill(NaN, n)
             for i in 1:k
                 inds = (3 * i - 2):(3 * i - 1)
-                xdata[inds], ydata[inds] = straightline_data(xl, yl, x[inds], y[inds])
+                xdata[inds], ydata[inds] = straightline_data(xl, yl, x[inds], y[inds], expansion_factor)
             end
             return xdata, ydata
         else
@@ -1128,7 +1177,7 @@ function straightline_data(series)
     end
 end
 
-function straightline_data(xl, yl, x, y)
+function straightline_data(xl, yl, x, y, expansion_factor = 1)
     x_vals, y_vals = if y[1] == y[2]
         if x[1] == x[2]
             error("Two identical points cannot be used to describe a straight line.")
@@ -1149,29 +1198,28 @@ function straightline_data(xl, yl, x, y)
     end
     # expand the data outside the axis limits, by a certain factor too improve
     # plotly(js) and interactive behaviour
-    factor = 100
-    x_vals = x_vals .+ (x_vals[2] - x_vals[1]) .* factor .* [-1, 1]
-    y_vals = y_vals .+ (y_vals[2] - y_vals[1]) .* factor .* [-1, 1]
+    x_vals = x_vals .+ (x_vals[2] - x_vals[1]) .* expansion_factor .* [-1, 1]
+    y_vals = y_vals .+ (y_vals[2] - y_vals[1]) .* expansion_factor .* [-1, 1]
     return x_vals, y_vals
 end
 
-function shape_data(series)
+function shape_data(series, expansion_factor = 1)
     sp = series[:subplot]
     xl, yl = isvertical(series) ? (xlims(sp), ylims(sp)) : (ylims(sp), xlims(sp))
     x, y = series[:x], series[:y]
     factor = 100
     for i in eachindex(x)
         if x[i] == -Inf
-            x[i] = xl[1] - factor * (xl[2] - xl[1])
+            x[i] = xl[1] - expansion_factor * (xl[2] - xl[1])
         elseif x[i] == Inf
-            x[i] = xl[2] + factor * (xl[2] - xl[1])
+            x[i] = xl[2] + expansion_factor * (xl[2] - xl[1])
         end
     end
     for i in eachindex(y)
         if y[i] == -Inf
-            y[i] = yl[1] - factor * (yl[2] - yl[1])
+            y[i] = yl[1] - expansion_factor * (yl[2] - yl[1])
         elseif y[i] == Inf
-            y[i] = yl[2] + factor * (yl[2] - yl[1])
+            y[i] = yl[2] + expansion_factor * (yl[2] - yl[1])
         end
     end
     return x, y

test/imgcomp.jl

@@ -1,34 +1,6 @@
 import Plots._current_plots_version
 
-# Taken from MakieGallery
-"""
-Downloads the reference images from ReferenceImages for a specific version
-"""
-function download_reference(version = v"0.0.1")
-    download_dir = abspath(@__DIR__, "reference_images")
-    isdir(download_dir) || mkpath(download_dir)
-    tarfile = joinpath(download_dir, "reference_images.zip")
-    url = "https://github.com/JuliaPlots/PlotReferenceImages.jl/archive/v$(version).tar.gz"
-    refpath = joinpath(download_dir, "PlotReferenceImages.jl-$(version)")
-    if !isdir(refpath) # if not yet downloaded
-        @info "downloading reference images for version $version"
-        download(url, tarfile)
-        BinaryProvider.unpack(tarfile, download_dir)
-        # check again after download
-        if !isdir(refpath)
-            error("Something went wrong while downloading reference images. Plots can't be compared to references")
-        else
-            rm(tarfile, force = true)
-        end
-    else
-        @info "using reference images for version $version (already downloaded)"
-    end
-    refpath
-end
-
-const ref_image_dir = download_reference()
-
-function image_comparison_tests(pkg::Symbol, idx::Int; debug = false, popup = isinteractive(), sigma = [1,1], tol = 1e-2)
+function image_comparison_tests(pkg::Symbol, idx::Int; debug = false, popup = !is_ci(), sigma = [1,1], tol = 1e-2)
     Plots._debugMode.on = debug
     example = Plots._examples[idx]
     Plots.theme(:default)
@@ -39,36 +11,9 @@ function image_comparison_tests(pkg::Symbol, idx::Int; debug = false, popup = is
     # ensure consistent results
     Random.seed!(1234)
 
-    # reference image directory setup
-    refdir = joinpath(ref_image_dir, "Plots", string(pkg))
     fn = "ref$idx.png"
-
-    # firgure out version info
-    vns = filter(x->x[1] != '.', readdir(refdir))
-    versions = sort(VersionNumber.(vns), rev = true)
-    versions = filter(v -> v <= _current_plots_version, versions)
-    # @show refdir fn versions
-
-    newdir = joinpath(refdir, string(_current_plots_version))
-    newfn = joinpath(newdir, fn)
-
-    # figure out which reference file we should compare to, by finding the highest versioned file
-    reffn = nothing
-    for v in versions
-        tmpfn = joinpath(refdir, string(v), fn)
-        if isfile(tmpfn)
-            reffn = tmpfn
-            break
-        end
-    end
-
-    # now we have the fn (if any)... do the comparison
-    # @show reffn
-    if reffn == nothing
-        reffn = newfn
-    end
-    # @show reffn
-    # return
+    reffn = reference_file(pkg, idx, _current_plots_version)
+    newfn = joinpath(reference_path(pkg, _current_plots_version), fn)
 
     # test function
     func = (fn, idx) -> begin
@@ -78,13 +23,6 @@ function image_comparison_tests(pkg::Symbol, idx::Int; debug = false, popup = is
         png(fn)
     end
 
-    # try
-    #     run(`mkdir -p $newdir`)
-    # catch err
-    #     display(err)
-    # end
-    # # reffn = joinpath(refdir, "ref$idx.png")
-
     # the test
     vtest = VisualTest(func, reffn, idx)
     test_images(vtest, popup=popup, sigma=sigma, tol=tol, newfn = newfn)
@@ -98,7 +36,7 @@ function image_comparison_facts(pkg::Symbol;
                                 tol = 1e-2)     # acceptable error (percent)
   for i in 1:length(Plots._examples)
     i in skip && continue
-    if only == nothing || i in only
+    if only === nothing || i in only
       @test image_comparison_tests(pkg, i, debug=debug, sigma=sigma, tol=tol) |> success == true
     end
   end

test/runtests.jl

@@ -1,40 +1,72 @@
+import ImageMagick
 using VisualRegressionTests
 using Plots
 using Random
-using BinaryProvider
 using Test
 using FileIO
+using Gtk
+using LibGit2
 using GeometryTypes
 
+reference_dir(args...) = joinpath(homedir(), ".julia", "dev", "PlotReferenceImages", args...)
+
+function reference_file(backend, i, version)
+    refdir = reference_dir("Plots", string(backend))
+    fn = "ref$i.png"
+    versions = sort(VersionNumber.(readdir(refdir)), rev = true)
+
+    reffn = joinpath(refdir, string(version), fn)
+    for v in versions
+        tmpfn = joinpath(refdir, string(v), fn)
+        if isfile(tmpfn)
+            reffn = tmpfn
+            break
+        end
+    end
+
+    return reffn
+end
+
+reference_path(backend, version) = reference_dir("Plots", string(backend), string(version))
+
+if !isdir(reference_dir())
+    mkpath(reference_dir())
+    LibGit2.clone("https://github.com/JuliaPlots/PlotReferenceImages.jl.git", reference_dir())
+end
+
 include("imgcomp.jl")
 # don't actually show the plots
 Random.seed!(1234)
 default(show=false, reuse=true)
-img_tol = isinteractive() ? 1e-2 : 10e-2
+is_ci() = get(ENV, "CI", "false") == "true"
+img_tol = is_ci() ? 10e-2 : 10e-2
 
-@testset "GR" begin
-    ENV["PLOTS_TEST"] = "true"
-    ENV["GKSwstype"] = "100"
-    @test gr() == Plots.GRBackend()
-    @test backend() == Plots.GRBackend()
+@testset "Backends" begin
 
-    @static if Sys.islinux()
-        image_comparison_facts(:gr, tol=img_tol, skip = [25, 30])
+    @testset "GR" begin
+        ENV["PLOTS_TEST"] = "true"
+        ENV["GKSwstype"] = "100"
+        @test gr() == Plots.GRBackend()
+        @test backend() == Plots.GRBackend()
+
+        @static if Sys.islinux()
+            image_comparison_facts(:gr, tol=img_tol, skip = Plots._backend_skips[:gr])
+        end
     end
-end
 
+    @testset "UnicodePlots" begin
+        @test unicodeplots() == Plots.UnicodePlotsBackend()
+        @test backend() == Plots.UnicodePlotsBackend()
 
-@testset "UnicodePlots" begin
-    @test unicodeplots() == Plots.UnicodePlotsBackend()
-    @test backend() == Plots.UnicodePlotsBackend()
+        # lets just make sure it runs without error
+        p = plot(rand(10))
+        @test isa(p, Plots.Plot) == true
+        @test isa(display(p), Nothing) == true
+        p = bar(randn(10))
+        @test isa(p, Plots.Plot) == true
+        @test isa(display(p), Nothing) == true
+    end
 
-    # lets just make sure it runs without error
-    p = plot(rand(10))
-    @test isa(p, Plots.Plot) == true
-    @test isa(display(p), Nothing) == true
-    p = bar(randn(10))
-    @test isa(p, Plots.Plot) == true
-    @test isa(display(p), Nothing) == true
 end
 
 @testset "Axes" begin
@@ -61,6 +93,14 @@ end
     for plt in plots
         display(plt)
     end
+    @test_nowarn plot(x->x^2,0,2)
+end
+
+@testset "EmptyAnim" begin
+    anim = @animate for i in []
+    end
+
+    @test_throws ArgumentError gif(anim)
 end
 
 @testset "Segments" begin
@@ -90,6 +130,6 @@ end
               [(missing,missing)], [(missing,missing,missing),("a","b","c")])
     for z in zipped
         @test isequal(collect(zip(Plots.unzip(z)...)), z)
-        @test isequal(collect(zip(Plots.unzip(Point.(z))...)), z)
+        @test isequal(collect(zip(Plots.unzip(GeometryTypes.Point.(z))...)), z)
     end
 end