Merge pull request #2284 from daschw/release

add bounds as suggested by CompatHelper and Minor release for Registrator automerging

.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

@@ -4,9 +4,14 @@ os:
   - linux
   # - osx
 julia:
-  - 1.1
+  - 1
+  - 1.2
   - nightly
 
+matrix:
+  allow_failures:
+  - julia: nightly
+
 addons:
   apt:
     packages:

Project.toml

@@ -1,7 +1,7 @@
 name = "Plots"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 author = ["Tom Breloff (@tbreloff)"]
-version = "0.27.0"
+version = "0.28.0"
 
 [deps]
 Base64 = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -31,13 +31,22 @@ 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 = "≥ 0.6.0"
-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, 0.4"
+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"

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)

src/Plots.jl

@@ -222,4 +222,7 @@ end
 
 const CURRENT_BACKEND = CurrentBackend(:none)
 
+include("precompile.jl")
+_precompile_()
+
 end # module

src/animation.jl

@@ -64,10 +64,12 @@ 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(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)
     if length(anim.frames) == 0
@@ -76,20 +78,21 @@ function buildanimation(anim::Animation, fn::AbstractString,
 
     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)
@@ -101,13 +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`.",

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
@@ -581,6 +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)

src/axes.jl

@@ -297,7 +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

src/backends.jl

@@ -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

@@ -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
@@ -874,7 +861,6 @@ 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)
@@ -889,12 +875,7 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
         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
@@ -926,8 +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
@@ -941,11 +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)
@@ -1240,6 +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)
         # -------------------------------------------------------
@@ -1336,23 +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)
                 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)
@@ -1476,7 +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
@@ -1485,7 +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
@@ -1505,6 +1490,7 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
                 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)
@@ -1538,14 +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/pgfplots.jl

@@ -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)
@@ -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

@@ -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)

src/backends/pyplot.jl

@@ -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
@@ -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)
 
@@ -1290,13 +1290,13 @@ 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
                     pypatches."Patch"(

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)]
@@ -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
@@ -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)

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/precompile.jl

@@ -1,3 +1,854 @@
 function _precompile_()
     ccall(:jl_generating_output, Cint, ()) == 1 || return nothing
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{}})
+    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.pie_labels), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots.should_add_to_legend), Plots.Series})
+    precompile(Tuple{typeof(Plots.shape_data), Plots.Series, Int64})
+    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._backend_instance), Symbol})
+    precompile(Tuple{typeof(Plots.replaceAlias!), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}})
+    precompile(Tuple{typeof(Plots.preprocessArgs!), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Array{T, 1} where T, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    precompile(Tuple{typeof(Plots.straightline_data), Tuple{Int64, Int64}, Tuple{Float64, Float64}, Array{Float64, 1}, Array{Float64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.convert_to_polar), Array{Float64, 1}, Array{Float64, 1}, Tuple{Int64, Float64}})
+    precompile(Tuple{typeof(Plots.gr_inqtext), Int64, Int64, String})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.nanappend!), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Int64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Float64, Float64, Int64, Plots.Shape})
+    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{Array{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    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{Plots.Spy}})
+    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.recompute_lengths), Array{Measures.Measure, 1}})
+    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{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{String, 1}}})
+    precompile(Tuple{typeof(Plots._heatmap_edges), Array{Float64, 1}, Bool})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}})
+    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.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{Any, 1}}})
+    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._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    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_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{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.__init__)})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.iscontour), Plots.Series})
+    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{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._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{Plots.PortfolioComposition}})
+    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{Plots.OHLC{T} where T<:Real, 1}}})
+    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{Array{T, 1} where T, 1}, 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.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{String, 1}}})
+    precompile(Tuple{typeof(Plots.gr_text), Float64, Float64, String})
+    precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.iscontour), Plots.Series})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}})
+    precompile(Tuple{typeof(Plots.axis_drawing_info), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.link_subplots), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.axis_drawing_info), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_get_color), Plots.Series})
+    precompile(Tuple{typeof(Plots.showaxis), Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64, Array{Plots.Plot{T} where T<:RecipesBase.AbstractBackend, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.default), Symbol})
+    precompile(Tuple{typeof(Plots.add_layout_pct!), Base.Dict{Symbol, Any}, Expr, Int64, Int64})
+    precompile(Tuple{typeof(Plots.gr_xaxis_height), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Float64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_args), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_xaxis_height), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_set_viewport_cmap), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_set_linecolor), PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots.contour_levels), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots._scale_adjusted_values), Type{Float64}, Array{Float64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.has_attribute_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.isijulia)})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Series})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64, Array{Plots.Plot{T} where T<:RecipesBase.AbstractBackend, 1}})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Base.StepRange{Int64, Int64}, Symbol})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Float64, 2}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Series})
+    precompile(Tuple{typeof(Plots.color_or_nothing!), Base.Dict{Symbol, Any}, 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.gr_display), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots.default_should_widen), Plots.Axis})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.gr_legend_pos), Plots.Subplot{Plots.GRBackend}, Float64, Float64})
+    precompile(Tuple{typeof(Plots._plots_defaults)})
+    precompile(Tuple{typeof(Plots.gr_draw_colorbar), Plots.GRColorbar, Plots.Subplot{Plots.GRBackend}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.default_should_widen), Plots.Axis})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.gr_polaraxes), Int64, Float64, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.isvertical), Base.Dict{Symbol, Any}})
+    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.get_markercolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_barlike), Base.Dict{Symbol, Any}, Array{Int64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Tuple{Int64, Int64}, Symbol})
+    precompile(Tuple{typeof(Plots._backend_instance), Symbol})
+    precompile(Tuple{typeof(Plots.has_attribute_segments), Plots.Series})
+    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._preprocess_barlike), Base.Dict{Symbol, Any}, Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Union{Base.Missing, Int64}, 1}})
+    precompile(Tuple{typeof(Plots.hasgrid), Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Union{Base.Missing, Number}, 1}})
+    precompile(Tuple{typeof(Plots.get_markercolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.process_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText, Plots.Font})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Array{T, 1} where T, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.backend), Plots.GRBackend})
+    precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Tuple{Int64, Int64}})
+    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.is_attr_supported), Symbol})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol, Bool, Bool})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Char})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Symbol, 1}, String})
+    precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Int64, 1}, String})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Int64, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.frame), Plots.Animation})
+    precompile(Tuple{typeof(Plots.shape_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Float64})
+    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{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, 1}, String})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._bin_centers), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.addExtension), String, String})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, String, Symbol})
+    precompile(Tuple{typeof(Plots.create_grid), Symbol})
+    precompile(Tuple{typeof(Plots.getxy), Plots.Plot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots.straightline_data), Plots.Series, Int64})
+    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, Plots.Spy}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.make_steps), Base.UnitRange{Int64}, Symbol})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, Base.Dict{Symbol, Any}, Symbol, Int64})
+    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_get_color), Plots.Series})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.get_xy), Plots.OHLC{Float64}, Int64, Float64})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{PlotUtils.ColorGradient, 1}, String})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots.series_annotations_shapes!), Plots.Series, Symbol})
+    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}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    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._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Array{Float64, 1}, 1}})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_scales), Plots.GRBackend, 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._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.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.wand_edges), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.slice_arg), Base.ReshapedArray{Int64, 2, Base.UnitRange{Int64}, Tuple{}}, 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._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Function, 1}, Int64}})
+    precompile(Tuple{typeof(Plots._series_index), Base.Dict{Symbol, Any}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Base.StepRange{Int64, Int64}})
+    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._update_series_attributes!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    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.warnOnUnsupported_args), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy}})
+    precompile(Tuple{typeof(Plots.titlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}}})
+    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.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol, Bool, Bool})
+    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._update_subplot_periphery), Plots.Subplot{Plots.GRBackend}, Array{Any, 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.unzip), Array{Tuple{Float64, Float64, 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, Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.command_idx), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{Any, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Union{Base.Missing, Int64}, 1}})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Base.LinRange{Float64}})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{Measures.Length{:mm, Float64}, 2}, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
+    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.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{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
+    precompile(Tuple{typeof(Plots._plot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots.aliasesAndAutopick), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}, Array{Symbol, 1}, Int64})
+    precompile(Tuple{typeof(Plots.colorbar_style), Plots.Series})
+    precompile(Tuple{typeof(Plots._update_subplot_periphery), Plots.Subplot{Plots.GRBackend}, Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.fakedata), Int64, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.autopick_ignore_none_auto), Array{Symbol, 1}, Int64})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Base.Missing})
+    precompile(Tuple{typeof(Plots._add_defaults!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots._cycle), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int64})
+    precompile(Tuple{typeof(Plots.make_steps), Array{Int64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_line), Float64, Symbol, ColorTypes.RGBA{Float64}})
+    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.make_fillrange_side), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots._add_defaults!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots._process_seriesrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_markershape), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots.ispolar), Plots.Series})
+    precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}}, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.make_steps), Array{Float64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots.filter_data), Base.UnitRange{Int64}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.create_grid_curly), Expr})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._show), Base.IOStream, Base.Multimedia.MIME{Symbol("image/png")}, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._binbarlike_baseline), Float64, Symbol})
+    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.get_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis})
+    precompile(Tuple{typeof(Plots.colorbar_style), Plots.Series})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    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._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{String, 1}, Array{Float64, 1}}})
+    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{typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.make_fillrange_from_ribbon), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.is_scale_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.isvertical), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}})
+    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.gr_set_line), Int64, Symbol, ColorTypes.RGBA{Float64}})
+    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.processGridArg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    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.get_linecolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.supported_markers)})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._process_seriesrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, String})
+    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{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
+    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._add_markershape), Base.Dict{Symbol, Any}})
+    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.gr_lims), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Bool, Nothing})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots._add_smooth_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.supported_styles)})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.gr_fill_viewport), Array{Float64, 1}, ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots._process_seriesrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_scales), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Function, 1}})
+    precompile(Tuple{typeof(Plots.get_xy), Array{Plots.OHLC{T} where T<:Real, 1}, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.gr_text), Float64, Float64, String})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.like_histogram), Symbol})
+    precompile(Tuple{typeof(Plots.compute_gridsize), Int64, Int64, 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.get_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_viewport_polar)})
+    precompile(Tuple{typeof(Plots._pick_default_backend)})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Tuple{Int64, Int64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots._preprocess_userrecipe), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.all3D), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.make_fillrange_side), Array{Float64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.reset_extrema!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._replace_linewidth), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Float64, Symbol})
+    precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{ColorTypes.RGBA{Float64}, 2}, Int64})
+    precompile(Tuple{typeof(Plots.should_add_to_legend), Plots.Series})
+    precompile(Tuple{typeof(Plots.reset_extrema!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Plots.Shape})
+    precompile(Tuple{typeof(Plots.is3d), 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.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Bool, Int64, Bool})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Float64, Float64, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Symbol, Int64, Bool})
+    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.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, Measures.Length{:mm, Float64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.transpose_z), Plots.Series, Array{Float64, 2}, Bool})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, ColorTypes.RGBA{Float64}})
+    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, 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, Array{Any, 1}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.xlims), Int64})
+    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.processGridArg!), Base.Dict{Symbol, Any}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.create_grid_curly), Expr})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{String, 2}, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{Symbol, 2}, Int64})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.get_linealpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.gr_yaxis_width), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.extendSeriesData), Array{Float64, 1}, Float64})
+    precompile(Tuple{typeof(Plots.is_style_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Tuple{Int64, Int64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots._replace_linewidth), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_errorbar_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._pick_default_backend)})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.ignorenan_minimum), Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots._add_errorbar_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.filter_data), Array{Float64, 1}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.convert_sci_unicode), String})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Int64, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Nothing, Int64, Bool})
+    precompile(Tuple{typeof(Plots._get_defaults), Symbol})
+    precompile(Tuple{typeof(Plots.gr_inqtext), Int64, Int64, String})
+    precompile(Tuple{typeof(Plots.gr_set_fillcolor), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, typeof(identity)})
+    precompile(Tuple{typeof(Plots.gr_set_fill), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.fakedata), Int64, 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, String, Int64, Bool})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Bool, Int64, Bool})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Int64, 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.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Int64, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Symbol, Int64, Bool})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Int32, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Float64, 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.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.create_grid_vcat), Expr})
+    precompile(Tuple{typeof(Plots.calc_num_subplots), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.gr_set_textcolor), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.fg_color), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Array{Float64, 2}})
+    precompile(Tuple{typeof(Plots.like_surface), Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_xticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.backend), Symbol})
+    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.is3d), Symbol})
+    precompile(Tuple{typeof(Plots.iter_segments), Array{Float64, 1}, 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}}})
+    precompile(Tuple{typeof(Plots.get_fillalpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._cycle), Base.StepRange{Int64, Int64}, Int64})
+    precompile(Tuple{typeof(Plots.series_annotations), Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.convertLegendValue), Symbol})
+    precompile(Tuple{typeof(Plots.compute_xyz), Nothing, Nothing, Nothing})
+    precompile(Tuple{typeof(Plots.gr_text_size), String})
+    precompile(Tuple{typeof(Plots.backend), Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_markercolor), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.ignorenan_maximum), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_set_yticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.legendfont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Int64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_set_yticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.iter_segments), Base.UnitRange{Int64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.hascolorbar), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{String, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Int64})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Bool})
+    precompile(Tuple{typeof(Plots.straightline_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.is3d), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.arrow), Int64})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Axis, Plots.Axis})
+    precompile(Tuple{typeof(Plots.setxy!), Plots.Plot{Plots.GRBackend}, Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Array{Float64, 1}, Symbol, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots._update_series_attributes!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Axis, Plots.Axis})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, typeof(identity), Nothing})
+    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}}}})
+    precompile(Tuple{typeof(Plots._preprocess_userrecipe), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.iter_segments), Plots.Series})
+    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.processMarkerArg), Base.Dict{Symbol, Any}, Plots.Stroke})
+    precompile(Tuple{typeof(Plots._update_axis_links), Plots.Plot{Plots.GRBackend}, Plots.Axis, Symbol})
+    precompile(Tuple{typeof(Plots.autopick), Array{ColorTypes.RGBA{Float64}, 1}, Int64})
+    precompile(Tuple{typeof(Plots.wrap_surfaces), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_clims), Float64, Float64, Int64, Int64})
+    precompile(Tuple{typeof(Plots.filter_data!), Base.Dict{Symbol, Any}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots._subplot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots.legendfont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.layout_args), Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots._cycle), Base.UnitRange{Int64}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Any, 1}, Int64})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{String, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.rowsize), Expr})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.tickfont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Base.UnitRange{Int64}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.process_ribbon), Tuple{Base.LinRange{Float64}, Base.LinRange{Float64}}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.is_attr_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.inline), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Plots.Subplot{T} where T<:RecipesBase.AbstractBackend, 1}, Int64})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Function, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Array{String, 1}, Int64})
+    precompile(Tuple{typeof(Plots.get_markerstrokecolor), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._update_clims), Float64, Float64, Float64, Float64})
+    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._cycle), Array{String, 1}, Int64})
+    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.color_or_nothing!), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.fg_color), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._override_seriestype_check), Base.Dict{Symbol, Any}, Symbol})
+    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.get_series_color), Int64, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.get_linewidth), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
+    isdefined(Plots, Symbol("#scatter!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter!##kw")), NamedTuple{(:markersize, :c), Tuple{Int64, Symbol}}, typeof(Plots.scatter!), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.compute_xyz), Nothing, Array{Union{Base.Missing, Float64}, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}, Float64})
+    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._update_subplot_args), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Int64, Bool})
+    isdefined(Plots, Symbol("#heatmap##kw")) && precompile(Tuple{getfield(Plots, Symbol("#heatmap##kw")), NamedTuple{(:aspect_ratio,), Tuple{Int64}}, typeof(Plots.heatmap), Array{String, 1}, Int})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{String, 1}, Array{Float64, 1}, Nothing})
+    isdefined(Plots, Symbol("#portfoliocomposition##kw")) && precompile(Tuple{getfield(Plots, Symbol("#portfoliocomposition##kw")), NamedTuple{(:labels,), Tuple{Array{String, 2}}}, typeof(Plots.portfoliocomposition), Array{Float64, 2}, Int})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Array{Int64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.tovec), Array{Float64, 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{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._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    isdefined(Plots, Symbol("#gr_set_font##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_set_font##kw")), NamedTuple{(:halign, :valign, :rotation), Tuple{Symbol, Symbol, Int64}}, typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    isdefined(Plots, Symbol("#scatter##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter##kw")), 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._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._show), Base.IOStream, Base.Multimedia.MIME{Symbol("image/png")}, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    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.xlims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.process_ribbon), Int64, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{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.backend)})
+    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.link_axes!), Plots.GridLayout, Symbol})
+    isdefined(Plots, Symbol("#gr_polyline##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_polyline##kw")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Array{Float64, 1}, Array{Float64, 1}})
+    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._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.splittable_kw), Symbol, Array{Symbol, 2}, Int64})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, 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.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, 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, 1}}})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Bool})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{String, 1}, Array{String, 1}, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.process_ribbon), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_text_size), String, 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.layout_args), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.process_fillrange), Int64, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}})
+    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._display), Plots.Plot{Plots.GRBackend}})
+    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._update_axis_links), Plots.Plot{Plots.GRBackend}, Plots.Axis, Symbol})
+    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.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots.get_markeralpha), Plots.Series, Int64})
+    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{Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}})
+    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.legendtitlefont), 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.gr_draw_markers), Plots.Series, Base.UnitRange{Int64}, Array{Float64, 1}, Tuple{Float64, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.is_2tuple), Int64})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Plots.Shape})
+    precompile(Tuple{typeof(Plots.gr_colorbar_colors), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.iter_segments), Array{Int64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.get_markerstrokealpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._hist_edge), Tuple{Array{Float64, 1}}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots._update_axis_colors), Plots.Axis})
+    precompile(Tuple{typeof(Plots.xgrid!), Plots.Plot{Plots.GRBackend}, Symbol, Int})
+    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._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.get_series_color), PlotUtils.ColorGradient, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, Array{Float64, 1}, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, typeof(identity), Nothing})
+    isdefined(Plots, Symbol("#gr_set_font##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_set_font##kw")), NamedTuple{(:halign, :valign, :rotation), Tuple{Symbol, Symbol, Int64}}, typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.yaxis!), String, Symbol})
+    precompile(Tuple{typeof(Plots.ignorenan_maximum), Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    isdefined(Plots, Symbol("#scatter!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter!##kw")), 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.ignorenan_minimum), Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots._prepare_annotations), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.extractGroupArgs), Array{String, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Base.StepRange{Int64, Int64}})
+    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.handleColors!), Base.Dict{Symbol, Any}, ColorTypes.RGBA{Float64}, Symbol})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Bool})
+    precompile(Tuple{typeof(Plots.text), String, Symbol, Int64, Int})
+    precompile(Tuple{typeof(Plots.font), Int64, Int})
+    precompile(Tuple{typeof(Plots.ispolar), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Bool, Symbol})
+    precompile(Tuple{typeof(Plots._cycle), Int64, Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.font), Symbol, Int})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Plots.Spy}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.guidefont), Plots.Axis})
+    precompile(Tuple{typeof(Plots._add_the_series), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_axis_colors), Plots.Axis})
+    precompile(Tuple{typeof(Plots.stroke), Int64, Int})
+    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}}}})
+    isdefined(Plots, Symbol("#pie##kw")) && precompile(Tuple{getfield(Plots, Symbol("#pie##kw")), NamedTuple{(:title, :l), Tuple{String, Float64}}, typeof(Plots.pie), Array{String, 1}, Int})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Bool})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, Array{Float64, 1}, Array{Float64, 1}})
+    isdefined(Plots, Symbol("#@layout")) && precompile(Tuple{getfield(Plots, Symbol("#@layout")), LineNumberNode, Module, Expr})
+    precompile(Tuple{typeof(Plots.build_layout), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._preprocess_barlike), Base.Dict{Symbol, Any}, Base.UnitRange{Int64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Nothing, Array{Float64, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.gr_contour_levels), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.aliasesAndAutopick), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}, Array{Symbol, 1}, Int64})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{String, 1}})
+    precompile(Tuple{typeof(Plots.process_fillrange), Nothing, Base.Dict{Symbol, Any}})
+    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.process_ribbon), typeof(identity), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_the_series), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    isdefined(Plots, Symbol("#histogram2d##kw")) && precompile(Tuple{getfield(Plots, Symbol("#histogram2d##kw")), NamedTuple{(:nbins,), Tuple{Int64}}, typeof(Plots.histogram2d), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Array{Float64, 1}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_text_size), String, Int64})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), Plots.Series})
+    precompile(Tuple{typeof(Plots.attr), Plots.EmptyLayout, Symbol})
+    precompile(Tuple{typeof(Plots.gr_update_colorbar!), Plots.GRColorbar, Plots.Series})
+    isdefined(Plots, Symbol("#hline!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#hline!##kw")), NamedTuple{(:line,), Tuple{Tuple{Int64, Symbol, Float64, Array{Symbol, 2}}}}, typeof(Plots.hline!), Array{Float64, 2}})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Plots.Shape, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.labelfunc), Symbol, Plots.GRBackend})
+    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.gr_polyline), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg), Tuple{Int64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg), Base.UnitRange{Int64}, Int64})
+    precompile(Tuple{typeof(Plots.trueOrAllTrue), typeof(identity), Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.annotate!), Array{Tuple{Int64, Float64, Plots.PlotText}, 1}})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Symbol})
+    precompile(Tuple{typeof(Plots.widen), Float64, 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.gr_set_xticks_font), Plots.Subplot{Plots.GRBackend}})
+    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._cycle), ColorTypes.RGBA{Float64}, Int64})
+    precompile(Tuple{typeof(Plots.gr_lims), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Bool, Nothing})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Float64, 2}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}, Array{RecipesBase.RecipeData, 1}})
+    isdefined(Plots, Symbol("#contour##kw")) && precompile(Tuple{getfield(Plots, Symbol("#contour##kw")), NamedTuple{(:fill,), Tuple{Bool}}, typeof(Plots.contour), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.font), String, Int})
+    precompile(Tuple{typeof(Plots.vline!), Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.wraptuple), Int64})
+    precompile(Tuple{typeof(Plots.text), String, Int64, Symbol, 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.title!), String})
+    precompile(Tuple{typeof(Plots._filter_input_data!), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.attr), Plots.EmptyLayout, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._display), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.frame), Plots.Animation, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Base.UnitRange{Int64}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.gr_update_colorbar!), Plots.GRColorbar, Plots.Series})
+    precompile(Tuple{typeof(Plots.titlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), Plots.Series})
+    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._transform_ticks), Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots._prepare_annotations), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.process_ribbon), Nothing, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.slice_arg), Tuple{Int64, Int64}, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{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}}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    isdefined(Plots, Symbol("#scatter##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter##kw")), 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.tickfont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.series_annotations_shapes!), Plots.Series, Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    isdefined(Plots, Symbol("#scatter!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter!##kw")), 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.convertToAnyVector), Array{Function, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.rightpad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, Array{Float64, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.iter_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots.allAlphas), Int64})
+    precompile(Tuple{typeof(Plots.gui), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._add_smooth_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.GridLayout, Symbol})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.ylims), Int64})
+    precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    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._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 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.slice_arg), ColorTypes.RGBA{Float64}, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Int64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}, Nothing})
+    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._transform_ticks), Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.allStyles), Int64})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots.layout_args), Int64})
+    precompile(Tuple{typeof(Plots.locate_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText})
+    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.contour), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    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.png), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots.create_grid), Expr})
+    precompile(Tuple{typeof(Plots.guidefont), Plots.Axis})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.bottompad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.create_grid_vcat), Expr})
+    precompile(Tuple{typeof(Plots.toppad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{String, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg), Int64, Int64})
+    precompile(Tuple{typeof(Plots.trueOrAllTrue), typeof(Plots.is3d), Symbol})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Float64, Float64, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{Union{Base.Missing, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.slice_arg), Base.StepRange{Int64, Int64}, Int64})
+    precompile(Tuple{typeof(Plots.rowsize), Symbol})
+    precompile(Tuple{typeof(Plots.ylims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    precompile(Tuple{typeof(Plots.wraptuple), Plots.SeriesAnnotations})
+    precompile(Tuple{typeof(Plots.wraptuple), Bool})
+    precompile(Tuple{typeof(Plots._transform_ticks), Nothing})
+    precompile(Tuple{typeof(Plots.make_steps), Nothing, Symbol})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.supported_markers), Plots.GRBackend})
+    precompile(Tuple{typeof(Plots.slice_arg), Nothing, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, ColorTypes.RGB{Float64}, Int64})
+    precompile(Tuple{typeof(Plots.leftpad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.convertLegendValue), Bool})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, String, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.supported_styles), Plots.GRBackend})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Symbol, Int64, Symbol, Float64}})
+    precompile(Tuple{typeof(Plots.stroke), Int64, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Symbol, Symbol, Int64, Float64}})
+    precompile(Tuple{typeof(Plots.add_layout_pct!), Base.Dict{Symbol, Any}, Expr, Int64, Int64})
+    precompile(Tuple{typeof(Plots._expand_subplot_extrema), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.wraptuple), Float64})
+    precompile(Tuple{typeof(Plots.create_grid), Expr})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Symbol, 2}, Int64}})
+    precompile(Tuple{typeof(Plots._cycle), Float64, Int64})
+    precompile(Tuple{typeof(Plots.calc_num_subplots), Plots.EmptyLayout})
+    precompile(Tuple{typeof(Plots._replace_markershape), Plots.Shape})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Float64, Symbol}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.nobigs), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.slice_arg), Symbol, Int64})
+    precompile(Tuple{typeof(Plots.get_linewidth), Plots.Series})
+    precompile(Tuple{typeof(Plots.slice_arg), String, Int64})
+    precompile(Tuple{typeof(Plots.gr_polyline), Array{Float64, 1}, Array{Float64, 1}, typeof(identity)})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Symbol}})
+    precompile(Tuple{typeof(Plots._cycle), Int64, Int64})
+    precompile(Tuple{typeof(Plots.filter_data), Nothing, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.process_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Float64, Symbol, Plots.Stroke}})
+    precompile(Tuple{typeof(Plots.get_linestyle), Plots.Series})
+    precompile(Tuple{typeof(Plots._expand_subplot_extrema), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._cycle), Symbol, Int64})
+    precompile(Tuple{typeof(Plots.get_fillalpha), Plots.Series})
+    precompile(Tuple{typeof(Plots.font), String, Int})
+    precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Symbol, 2}, Int64, Float64, Plots.Stroke}})
+    precompile(Tuple{typeof(Plots.get_linealpha), Plots.Series})
+    precompile(Tuple{typeof(Plots.slice_arg), Float64, Int64})
+    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.replaceAliases!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Symbol}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{String, Tuple{Int64, Int64}, Base.StepRange{Int64, Int64}, Symbol}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Array{Symbol, 2}}})
+    precompile(Tuple{typeof(Plots.is_2tuple), Symbol})
+    precompile(Tuple{typeof(Plots._cycle), Plots.Shape, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Float64, Symbol}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.Subplot{Plots.GRBackend}, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.wraptuple), Nothing})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Float64, Plots.Stroke}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Symbol, Float64, Array{Symbol, 2}}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Symbol, Symbol}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Int64}})
+    precompile(Tuple{typeof(Plots._cycle), Nothing, Int64})
+    precompile(Tuple{typeof(Plots.link_axes!), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots._replace_markershape), Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.allReals), Int64})
+    precompile(Tuple{typeof(Plots.get_subplot), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{}})
+    precompile(Tuple{typeof(Plots._transform_ticks), Symbol})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{String, Symbol}})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg), Bool, Int64})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Plots.Plot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots._create_backend_figure), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.text), String, Symbol})
+    precompile(Tuple{typeof(Plots.bar), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.annotations), Array{Any, 1}})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Int64, Int64})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.get_axis), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.series_annotations), Plots.SeriesAnnotations})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Float64, Array{Symbol, 2}, Int64}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Plots.Shape, Int64, ColorTypes.RGBA{Float64}}})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Float64, Int64})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.gr_set_line), Int64, Symbol, PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots.link_axes!), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.build_layout), Base.Dict{Symbol, Any}})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid, :lims), Tuple{Bool, Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.get_axis), Plots.Subplot{Plots.GRBackend}, Symbol})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:foreground_color_grid, :grid, :gridalpha, :gridstyle, :gridlinewidth), Tuple{ColorTypes.RGBA{Float64}, Bool, Float64, Symbol, Int64}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#histogram##kw")) && precompile(Tuple{getfield(Plots, Symbol("#histogram##kw")), NamedTuple{(:bins, :weights), Tuple{Symbol, Array{Int64, 1}}}, typeof(Plots.histogram), Array{Float64, 1}})
+    isdefined(Plots, Symbol("#histogram2d##kw")) && precompile(Tuple{getfield(Plots, Symbol("#histogram2d##kw")), 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.series_annotations), Nothing})
+    isdefined(Plots, Symbol("#gr_polyline##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_polyline##kw")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Array{Int64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.ohlc), Array{Plots.OHLC{T} where T<:Real, 1}})
+    isdefined(Plots, Symbol("#gr_polyline##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_polyline##kw")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Base.UnitRange{Int64}, Array{Float64, 1}})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid, :lims, :flip), Tuple{Bool, Tuple{Int64, Int64}, Bool}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:ticks,), Tuple{Base.UnitRange{Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Float64}}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims, :flip, :ticks, :guide), Tuple{Tuple{Int64, Int64}, Bool, Base.StepRange{Int64, Int64}, String}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    precompile(Tuple{typeof(Plots._process_userrecipe), Plots.Plot{Plots.GRBackend}, Array{Base.Dict{Symbol, Any}, 1}, RecipesBase.RecipeData})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:rotation,), Tuple{Int64}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Union{Base.Missing, Number}, 1}})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid, :ticks), Tuple{Bool, Nothing}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:guide,), Tuple{String}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots._process_userrecipe), Plots.Plot{Plots.GRBackend}, Array{Base.Dict{Symbol, Any}, 1}, RecipesBase.RecipeData})
+    isdefined(Plots, Symbol("#_make_hist##kw")) && precompile(Tuple{getfield(Plots, Symbol("#_make_hist##kw")), NamedTuple{(:normed, :weights), Tuple{Bool, Nothing}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol})
+    isdefined(Plots, Symbol("#_make_hist##kw")) && precompile(Tuple{getfield(Plots, Symbol("#_make_hist##kw")), NamedTuple{(:normed, :weights), Tuple{Bool, Nothing}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}}, Symbol})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:scale, :guide), Tuple{Symbol, String}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#test_examples##kw")) && precompile(Tuple{getfield(Plots, Symbol("#test_examples##kw")), NamedTuple{(:disp,), Tuple{Bool}}, typeof(Plots.test_examples), Symbol})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:flip,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#_make_hist##kw")) && precompile(Tuple{getfield(Plots, Symbol("#_make_hist##kw")), NamedTuple{(:normed, :weights), Tuple{Bool, Array{Int64, 1}}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}}, Symbol})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol})
+    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.layout_args), Plots.GridLayout})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:ticks,), Tuple{Nothing}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#_make_hist##kw")) && precompile(Tuple{getfield(Plots, Symbol("#_make_hist##kw")), NamedTuple{(:normed, :weights), Tuple{Bool, Nothing}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:formatter,), Tuple{Symbol}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.backend)})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.hascolorbar), Plots.Subplot{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.allStyles), Symbol})
 end

src/recipes.jl

@@ -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
 

src/series.jl

@@ -10,17 +10,17 @@ const FuncOrFuncs{F} = Union{F, Vector{F}, Matrix{F}}
 const MaybeNumber = Union{Number, Missing}
 const MaybeString = Union{AbstractString, Missing}
 const DataPoint = Union{MaybeNumber, MaybeString}
-const SeriesData = Union{AVec{<:DataPoint}, Function, Surface, Volume}
 
 prepareSeriesData(x) = error("Cannot convert $(typeof(x)) to series data for plotting")
 prepareSeriesData(::Nothing) = nothing
-prepareSeriesData(s::SeriesData) = handlemissings(s)
-
-handlemissings(v) = v
-handlemissings(v::AbstractArray{<:MaybeNumber}) = replace(v, missing => NaN)
-handlemissings(v::AbstractArray{<:MaybeString}) = replace(v, missing => "")
-handlemissings(s::Surface) = Surface(handlemissings(s.surf))
-handlemissings(v::Volume) = Volume(handlemissings(v.v), v.x_extents, v.y_extents, v.z_extents)
+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)
 
 # default: assume x represents a single series
 convertToAnyVector(x, plotattributes) = Any[prepareSeriesData(x)]
@@ -61,7 +61,7 @@ process_fillrange(range, plotattributes) = convertToAnyVector(range, plotattribu
 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}) = collect(zip(convertToAnyVector(ribbon[1], plotattributes),
+process_ribbon(ribbon::Tuple{Any,Any}, plotattributes) = collect(zip(convertToAnyVector(ribbon[1], plotattributes),
                                                      convertToAnyVector(ribbon[2], plotattributes)))
 
 
@@ -379,12 +379,16 @@ end
 
 @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
@@ -519,10 +523,11 @@ end
 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 = ys = Array{Any}(undef, length(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
+    	ys[i] = y
     end
     xs, ys
 end

src/utils.jl

@@ -342,8 +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
@@ -351,9 +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))
@@ -523,14 +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]
@@ -541,6 +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