Merge pull request #2635 from daschw/colorschemes

fix _as_gradient(::Colorant)

.github/ISSUE_TEMPLATE/bug.md

@@ -0,0 +1,32 @@
+---
+name: Bug report
+about: Create a bug report
+title: "[BUG]"
+labels: bug
+assignees: ''
+
+---
+
+Please search existing issues to avoid duplicates.
+
+## Details
+
+
+### Backends
+
+This bug occurs on ( insert `x` below )
+
+Backend      | yes | no  | untested
+-------------|-----|-----|---------
+gr (default) |     |     |
+pyplot       |     |     |
+plotly       |     |     |
+plotlyjs     |     |     |
+pgfplotsx    |     |     |
+inspectdr    |     |     |
+
+### Versions
+
+Plots.jl version:
+Backend  version:
+Output of `versioninfo()`:

.github/ISSUE_TEMPLATE/feature request.md

@@ -0,0 +1,10 @@
+---
+name: Feature request
+about: Suggest a feature or enhancement
+title: "[FR]"
+labels: feature request
+assignees: ''
+
+---
+
+Please search existing issues to avoid duplicates.

Project.toml

@@ -1,7 +1,7 @@
 name = "Plots"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 author = ["Tom Breloff (@tbreloff)"]
-version = "1.0.11"
+version = "1.1.1"
 
 [deps]
 Base64 = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -41,10 +41,10 @@ JSON = "0.21"
 Measures = "0.3"
 NaNMath = "0.3"
 PGFPlotsX = "1.2.0"
-PlotThemes = "1"
-PlotUtils = "0.6.5"
+PlotThemes = "2"
+PlotUtils = "1"
 RecipesBase = "1"
-RecipesPipeline = "0.1.1"
+RecipesPipeline = "0.1.3"
 Reexport = "0.2"
 Requires = "0.5, 1"
 Showoff = "0.3.1"

deps/generateprecompiles.jl

@@ -44,7 +44,9 @@ blacklist = [
     # the following are not visible to Plots, only its dependencies
     "CategoricalArrays",
     "FixedPointNumbers",
+    "OffsetArrays",
     "SparseArrays",
+    "StaticArrays",
     r"#{1,2}[^\"#]+#{1,2}\d+",
 ]
 

src/arg_desc.jl

@@ -72,10 +72,11 @@ const _arg_desc = KW(
 :display_type             => "Symbol (`:auto`, `:gui`, or `:inline`).  When supported, `display` will either open a GUI window or plot inline.",
 :extra_kwargs 	          => "KW (Dict{Symbol,Any}).  Pass a map of extra keyword args which may be specific to a backend.",
 :fontfamily               => "String or Symbol.  Default font family for title, legend entries, tick labels and guides",
+:warn_on_unsupported      => "Bool. Warn on unsupported attributes, series types and marker shapes",
 
 # subplot args
 :title                    => "String. Subplot title.",
-:title_location           => "Symbol. Position of subplot title. Values: `:left`, `:center`, `:right`",
+:titlelocation           => "Symbol. Position of subplot title. Values: `:left`, `:center`, `:right`",
 :titlefontfamily          => "String or Symbol. Font family of subplot title.",
 :titlefontsize            => "Integer. Font pointsize of subplot title.",
 :titlefonthalign          => "Symbol. Font horizontal alignment of subplot title: :hcenter, :left, :right or :center",
@@ -89,7 +90,7 @@ const _arg_desc = KW(
 :foreground_color_legend  => "Color Type or `:match` (matches `:foreground_color_subplot`).  Foreground color of the legend.",
 :foreground_color_title   => "Color Type or `:match` (matches `:foreground_color_subplot`). Color of subplot title.",
 :color_palette            => "Vector of colors (cycle through) or color gradient (generate list from gradient) or `:auto` (generate a color list using `Colors.distiguishable_colors` and custom seed colors chosen to contrast with the background).  The color palette is a color list from which series colors are automatically chosen.",
-:legend                   => "Bool (show the legend?) or Symbol (legend position).  Symbol values: `:none`, `:best`, `:right`, `:left`, `:top`, `:bottom`, `:inside`, `:legend`, `:topright`, `:topleft`, `:bottomleft`, `:bottomright` , `:inline` (note: only some may be supported in each backend)",
+:legend                   => "Bool (show the legend?) or (x,y) tuple or Symbol (legend position). Bottom left corner of legend is placed at (x,y).  Symbol values: `:none`, `:best`, `:right`, `:left`, `:top`, `:bottom`, `:inside`, `:legend`, `:topright`, `:topleft`, `:bottomleft`, `:bottomright` , `:inline` (note: only some may be supported in each backend)",
 :legendfontfamily         => "String or Symbol. Font family of legend entries.",
 :legendfontsize           => "Integer. Font pointsize of legend entries.",
 :legendfonthalign         => "Symbol. Font horizontal alignment of legend entries: :hcenter, :left, :right or :center",

src/args.jl

@@ -305,12 +305,13 @@ const _plot_defaults = KW(
     :thickness_scaling           => 1,
     :display_type                => :auto,
     :extra_kwargs                => KW(),
+    :warn_on_unsupported         => true,
 )
 
 
 const _subplot_defaults = KW(
     :title                    => "",
-    :title_location           => :center,           # also :left or :right
+    :titlelocation            => :center,           # also :left or :right
     :fontfamily_subplot       => :match,
     :titlefontfamily          => :match,
     :titlefontsize            => 14,
@@ -480,10 +481,7 @@ is_default_attribute(k) = k in _internal_args || k in _all_args || is_axis_attr_
 
 makeplural(s::Symbol) = Symbol(string(s,"s"))
 
-autopick(arr::AVec, idx::Integer) = arr[mod1(idx,length(arr))]
-autopick(notarr, idx::Integer) = notarr
-
-autopick_ignore_none_auto(arr::AVec, idx::Integer) = autopick(setdiff(arr, [:none, :auto]), idx)
+autopick_ignore_none_auto(arr::AVec, idx::Integer) = _cycle(setdiff(arr, [:none, :auto]), idx)
 autopick_ignore_none_auto(notarr, idx::Integer) = notarr
 
 function aliasesAndAutopick(plotattributes::AKW, sym::Symbol, aliases::Dict{Symbol,Symbol}, options::AVec, plotIndex::Int)
@@ -600,7 +598,7 @@ add_aliases(:aspect_ratio, :aspectratio, :axis_ratio, :axisratio, :ratio)
 add_aliases(:match_dimensions, :transpose, :transpose_z)
 add_aliases(:subplot, :sp, :subplt, :splt)
 add_aliases(:projection, :proj)
-add_aliases(:title_location, :title_loc, :titleloc, :title_position, :title_pos, :titlepos, :titleposition, :title_align, :title_alignment)
+add_aliases(:titlelocation, :title_location, :title_loc, :titleloc, :title_position, :title_pos, :titlepos, :titleposition, :title_align, :title_alignment)
 add_aliases(:series_annotations, :series_ann, :seriesann, :series_anns, :seriesanns, :series_annotation, :text, :txt, :texts, :txts)
 add_aliases(:html_output_format, :format, :fmt, :html_format)
 add_aliases(:orientation, :direction, :dir)
@@ -614,6 +612,7 @@ add_aliases(:framestyle, :frame_style, :frame, :axesstyle, :axes_style, :boxstyl
 add_aliases(:tick_direction, :tickdirection, :tick_dir, :tickdir, :tick_orientation, :tickorientation, :tick_or, :tickor)
 add_aliases(:camera, :cam, :viewangle, :view_angle)
 add_aliases(:contour_labels, :contourlabels, :clabels, :clabs)
+add_aliases(:warn_on_unsupported, :warn)
 
 # add all pluralized forms to the _keyAliases dict
 for arg in keys(_series_defaults)
@@ -680,7 +679,10 @@ function default(k::Symbol, v)
     k in _suppress_warnings || error("Unknown key: ", k)
 end
 
-function default(; kw...)
+function default(; reset = true, kw...)
+    if reset && isempty(kw)
+        reset_defaults()
+    end
     kw = KW(kw)
     RecipesPipeline.preprocess_attributes!(kw)
     for (k,v) in kw
@@ -1119,6 +1121,9 @@ const _already_warned = Dict{Symbol,Set{Symbol}}()
 const _to_warn = Set{Symbol}()
 
 function warn_on_unsupported_args(pkg::AbstractBackend, plotattributes)
+    if !get(plotattributes, :warn_on_unsupported, _plot_defaults[:warn_on_unsupported])
+        return
+    end
     empty!(_to_warn)
     bend = backend_name(pkg)
     already_warned = get!(_already_warned, bend, Set{Symbol}())
@@ -1143,6 +1148,9 @@ end
 # _markershape_supported(pkg::AbstractBackend, shapes::AVec) = all([_markershape_supported(pkg, shape) for shape in shapes])
 
 function warn_on_unsupported(pkg::AbstractBackend, plotattributes)
+    if !get(plotattributes, :warn_on_unsupported, _plot_defaults[:warn_on_unsupported])
+        return
+    end
     if !is_seriestype_supported(pkg, plotattributes[:seriestype])
         @warn("seriestype $(plotattributes[:seriestype]) is unsupported with $pkg.  Choose from: $(supported_seriestypes(pkg))")
     end
@@ -1155,6 +1163,9 @@ function warn_on_unsupported(pkg::AbstractBackend, plotattributes)
 end
 
 function warn_on_unsupported_scales(pkg::AbstractBackend, plotattributes::AKW)
+    if !get(plotattributes, :warn_on_unsupported, _plot_defaults[:warn_on_unsupported])
+        return
+    end
     for k in (:xscale, :yscale, :zscale, :scale)
         if haskey(plotattributes, k)
             v = plotattributes[k]
@@ -1396,8 +1407,7 @@ end
 function _update_subplot_colors(sp::Subplot)
     # background colors
     color_or_nothing!(sp.attr, :background_color_subplot)
-    bg = plot_color(sp[:background_color_subplot])
-    sp.attr[:color_palette] = get_color_palette(sp.attr[:color_palette], bg, 30)
+    sp.attr[:color_palette] = get_color_palette(sp.attr[:color_palette], 30)
     color_or_nothing!(sp.attr, :background_color_legend)
     color_or_nothing!(sp.attr, :background_color_inside)
 
@@ -1500,9 +1510,9 @@ end
 # and assigns a color automatically
 function get_series_color(c, sp::Subplot, n::Int, seriestype)
     if c == :auto
-        c = like_surface(seriestype) ? cgrad() : autopick(sp[:color_palette], n)
+        c = like_surface(seriestype) ? cgrad() : _cycle(sp[:color_palette], n)
     elseif isa(c, Int)
-        c = autopick(sp[:color_palette], c)
+        c = _cycle(sp[:color_palette], c)
     end
     plot_color(c)
 end
@@ -1512,7 +1522,13 @@ function get_series_color(c::AbstractArray, sp::Subplot, n::Int, seriestype)
 end
 
 function ensure_gradient!(plotattributes::AKW, csym::Symbol, asym::Symbol)
-    if !isa(plotattributes[csym], ColorGradient)
+    if plotattributes[csym] isa ColorPalette
+        α = nothing
+        if !(plotattributes[asym] isa AbstractVector)
+            α = plotattributes[asym]
+        end
+        plotattributes[csym] = cgrad(plotattributes[csym], categorical = true, alpha = α)
+    elseif !(plotattributes[csym] isa ColorGradient)
         plotattributes[csym] = typeof(plotattributes[asym]) <: AbstractVector ? cgrad() : cgrad(alpha = plotattributes[asym])
     end
 end

src/axes.jl

@@ -462,11 +462,12 @@ function axis_limits(sp, letter, should_widen = default_should_widen(sp[Symbol(l
     lims = axis[:lims]
     has_user_lims = (isa(lims, Tuple) || isa(lims, AVec)) && length(lims) == 2
     if has_user_lims
-        if isfinite(lims[1])
-            amin = lims[1]
+        lmin, lmax = lims
+        if lmin != :auto && isfinite(lmin)
+            amin = lmin
         end
-        if isfinite(lims[2])
-            amax = lims[2]
+        if lmax != :auto && isfinite(lmax)
+            amax = lmax
         end
     end
     if amax <= amin && isfinite(amin)

src/backends.jl

@@ -30,7 +30,7 @@ macro init_backend(s)
     esc(quote
         struct $T <: AbstractBackend end
         export $sym
-        $sym(; kw...) = (default(; kw...); backend($T()))
+        $sym(; kw...) = (default(; reset = false, kw...); backend($T()))
         backend_name(::$T) = Symbol($str)
         backend_package_name(pkg::$T) = backend_package_name(Symbol($str))
         push!(_backends, Symbol($str))
@@ -378,7 +378,7 @@ const _plotly_attr = merge_with_base_supported([
     :markerstrokewidth, :markerstrokecolor, :markerstrokealpha, :markerstrokestyle,
     :fillrange, :fillcolor, :fillalpha,
     :bins,
-    :title, :title_location,
+    :title, :titlelocation,
     :titlefontfamily, :titlefontsize, :titlefonthalign, :titlefontvalign,
     :titlefontcolor,
     :legendfontfamily, :legendfontsize, :legendfontcolor,
@@ -505,7 +505,7 @@ const _pyplot_attr = merge_with_base_supported([
     :markerstrokewidth, :markerstrokecolor, :markerstrokealpha,
     :fillrange, :fillcolor, :fillalpha,
     :bins, :bar_width, :bar_edges, :bar_position,
-    :title, :title_location, :titlefont,
+    :title, :titlelocation, :titlefont,
     :window_title,
     :guide, :guide_position, :lims, :ticks, :scale, :flip, :rotation,
     :titlefontfamily, :titlefontsize, :titlefontcolor,
@@ -582,7 +582,7 @@ const _hdf5_attr = merge_with_base_supported([
     :markerstrokewidth, :markerstrokecolor, :markerstrokealpha,
     :fillrange, :fillcolor, :fillalpha,
     :bins, :bar_width, :bar_edges, :bar_position,
-    :title, :title_location, :titlefont,
+    :title, :titlelocation, :titlefont,
     :window_title,
     :guide, :lims, :ticks, :scale, :flip, :rotation,
     :tickfont, :guidefont, :legendfont,
@@ -629,7 +629,7 @@ const _inspectdr_attr = merge_with_base_supported([
     :markerstrokestyle, #Causes warning not to have it... what is this?
     :fillcolor, :fillalpha, #:fillrange,
 #    :bins, :bar_width, :bar_edges, :bar_position,
-    :title, :title_location,
+    :title, :titlelocation,
     :window_title,
     :guide, :lims, :scale, #:ticks, :flip, :rotation,
     :titlefontfamily, :titlefontsize, :titlefontcolor,

src/backends/gr.jl

@@ -534,7 +534,7 @@ function gr_draw_colorbar(cbar::GRColorbar, sp::Subplot, clims)
     GR.setwindow(xmin, xmax, zmin, zmax)
     if !isempty(cbar.gradients)
         series = cbar.gradients
-        gr_set_gradient(_cbar_unique(gr_get_color.(series),"color"))
+        gr_set_gradient(_cbar_unique(get_colorgradient.(series),"color"))
         gr_set_transparency(_cbar_unique(get_fillalpha.(series), "fill alpha"))
         GR.cellarray(xmin, xmax, zmax, zmin, 1, 256, 1000:1255)
     end
@@ -542,7 +542,7 @@ function gr_draw_colorbar(cbar::GRColorbar, sp::Subplot, clims)
     if !isempty(cbar.fills)
         series = cbar.fills
         GR.setfillintstyle(GR.INTSTYLE_SOLID)
-        gr_set_gradient(_cbar_unique(gr_get_color.(series), "color"))
+        gr_set_gradient(_cbar_unique(get_colorgradient.(series), "color"))
         gr_set_transparency(_cbar_unique(get_fillalpha.(series), "fill alpha"))
         levels = _cbar_unique(contour_levels.(series, Ref(clims)), "levels")
         # GR implicitly uses the maximal z value as the highest level
@@ -561,7 +561,7 @@ function gr_draw_colorbar(cbar::GRColorbar, sp::Subplot, clims)
 
     if !isempty(cbar.lines)
         series = cbar.lines
-        gr_set_gradient(_cbar_unique(gr_get_color.(series),"color"))
+        gr_set_gradient(_cbar_unique(get_colorgradient.(series),"color"))
         gr_set_line(_cbar_unique(get_linewidth.(series), "line width"),
                     _cbar_unique(get_linestyle.(series), "line style"),
                     _cbar_unique(get_linecolor.(series, Ref(clims)), "line color"))
@@ -657,25 +657,10 @@ function gr_set_gradient(c)
 end
 
 function gr_set_gradient(series::Series)
-    color = gr_get_color(series)
+    color = get_colorgradient(series)
     color !== nothing && gr_set_gradient(color)
 end
 
-function gr_get_color(series::Series)
-    st = series[:seriestype]
-    if st in (:surface, :heatmap) || isfilledcontour(series)
-        series[:fillcolor]
-    elseif st in (:contour, :wireframe)
-        series[:linecolor]
-    elseif series[:marker_z] !== nothing
-        series[:markercolor]
-    elseif series[:line_z] !==  nothing
-        series[:linecolor]
-    elseif series[:fill_z] !== nothing
-        series[:fillcolor]
-    end
-end
-
 # this is our new display func... set up the viewport_canvas, compute bounding boxes, and display each subplot
 function gr_display(plt::Plot, fmt="")
     GR.clearws()
@@ -880,7 +865,8 @@ function _update_min_padding!(sp::Subplot{GRBackend})
                 tickfont(zaxis),
                 halign = (zaxis[:mirror] ? :left : :right),
                 valign = (:top, :vcenter, :bottom)[sign(zaxis[:rotation]) + 2],
-                rotation = zaxis[:rotation]
+                rotation = zaxis[:rotation],
+                color = zaxis[:tickfontcolor],
             )
             l = 0.01 + first(gr_get_ticks_size(zticks, zaxis[:rotation]))
             w = 1mm + gr_plot_size[1] * l * px
@@ -1238,7 +1224,8 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
                 tickfont(xaxis),
                 halign = (:left, :hcenter, :right)[sign(xaxis[:rotation]) + 2],
                 valign = (xaxis[:mirror] ? :bottom : :top),
-                rotation = xaxis[:rotation]
+                rotation = xaxis[:rotation],
+                color = xaxis[:tickfontcolor],
             )
             yt = if sp[:framestyle] == :origin
                 0
@@ -1268,7 +1255,8 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
                 tickfont(yaxis),
                 halign = (:left, :hcenter, :right)[sign(yaxis[:rotation]) + 2],
                 valign = (yaxis[:mirror] ? :bottom : :top),
-                rotation = yaxis[:rotation]
+                rotation = yaxis[:rotation],
+                color = yaxis[:tickfontcolor],
             )
             xt = if sp[:framestyle] == :origin
                 0
@@ -1298,7 +1286,8 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
                 tickfont(zaxis),
                 halign = (zaxis[:mirror] ? :left : :right),
                 valign = (:top, :vcenter, :bottom)[sign(zaxis[:rotation]) + 2],
-                rotation = zaxis[:rotation]
+                rotation = zaxis[:rotation],
+                color = zaxis[:tickfontcolor],
             )
             xt = if sp[:framestyle] == :origin
                 0
@@ -1344,7 +1333,6 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
         end
 
         xticks, yticks, xspine_segs, yspine_segs, xtick_segs, ytick_segs, xgrid_segs, ygrid_segs, xminorgrid_segs, yminorgrid_segs, xborder_segs, yborder_segs = axis_drawing_info(sp)
-        # @show xticks yticks #spine_segs grid_segs
 
         # draw the grid lines
         if xaxis[:grid]
@@ -1450,7 +1438,7 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
     GR.savestate()
     if sp[:title] != ""
         gr_set_font(titlefont(sp))
-        loc = sp[:title_location]
+        loc = sp[:titlelocation]
         if loc == :left
             xpos = viewport_plotarea[1]
             halign = GR.TEXT_HALIGN_LEFT
@@ -1661,34 +1649,32 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
 
         elseif st == :heatmap
             zmin, zmax = clims
+            fillgrad = _as_gradient(series[:fillcolor])
             if !ispolar(sp)
-                GR.setspace(zmin, zmax, 0, 90)
+                GR.setspace(clims..., 0, 90)
                 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)
                 if is_uniformly_spaced(x) && is_uniformly_spaced(y)
                     # For uniformly spaced data use GR.drawimage, which can be
                     # much faster than GR.nonuniformcellarray, especially for
                     # pdf output, and also supports alpha values.
                     # Note that drawimage draws uniformly spaced data correctly
                     # even on log scales, where it is visually non-uniform.
-                    fillgrad = _as_gradient(series[:fillcolor])
-                    colors = plot_color.(fillgrad[z_normalized], series[:fillalpha])
-                    colors[isnan.(z_normalized)] .= RGBA(0,0,0,0)
+                    colors = plot_color.(get(fillgrad, z, clims), series[:fillalpha])
                     rgba = gr_color.(colors)
                     GR.drawimage(first(x), last(x), last(y), first(y), w, h, rgba)
                 else
-                    (something(series[:fillalpha],1) < 1 || any(_gr_gradient_alpha .< 1)) && @warn(
-                            "GR: transparency not supported in non-uniform heatmaps. Alpha values ignored.")
-                    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)
+                    if something(series[:fillalpha],1) < 1 || any(_gr_gradient_alpha .< 1)
+                        @warn "GR: transparency not supported in non-uniform heatmaps. Alpha values ignored."
+                    end
+                    colors = get(fillgrad, z, clims)
+                    z_normalized = map(c -> c == invisible() ? 256/255 : PlotUtils.getinverse(fillgrad, c), colors)
+                    rgba = Int32[round(Int32, 1000 + _i * 255) for _i in z_normalized]
+                    GR.nonuniformcellarray(x, y, w, h, rgba)
                 end
             else
                 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)
@@ -1698,8 +1684,11 @@ function gr_display(sp::Subplot{GRBackend}, w, h, viewport_canvas)
                 if series[:y][end] != ny
                     @warn "Right now only the maximum value of y (r) is taken into account."
                 end
+                colors = get(fillgrad, z, clims)
+                z_normalized = map(c -> c == invisible() ? 256/255 : PlotUtils.getinverse(fillgrad.colors, c), colors)
+                rgba = Int32[round(Int32, 1000 + _i * 255) for _i in z_normalized]
                 # GR.polarcellarray(0, 0, phimin, phimax, ymin, ymax, nx, ny, colors)
-                GR.polarcellarray(0, 0, phimin, phimax, 0, ymax, nx, ny, colors)
+                GR.polarcellarray(0, 0, phimin, phimax, 0, ymax, nx, ny, rgba)
                 # 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

src/backends/pgfplotsx.jl

@@ -123,7 +123,7 @@ function (pgfx_plot::PGFPlotsXPlot)(plt::Plot{PGFPlotsXBackend})
             fg_alpha = alpha(plot_color(sp[:foreground_color_legend]))
             title_cstr = plot_color(sp[:titlefontcolor])
             title_a = alpha(title_cstr)
-            title_loc = sp[:title_location]
+            title_loc = sp[:titlelocation]
             bgc_inside = plot_color(sp[:background_color_inside])
             bgc_inside_a = alpha(bgc_inside)
             axis_opt = PGFPlotsX.Options(
@@ -200,12 +200,13 @@ function (pgfx_plot::PGFPlotsXPlot)(plt::Plot{PGFPlotsXBackend})
             # As it is likely that all series within the same axis use the same
             # colormap this should not cause any problem.
             for series in series_list(sp)
-                for col in (:markercolor, :fillcolor, :linecolor)
-                    if typeof(series.plotattributes[col]) == ColorGradient
+                    if hascolorbar(series)
+                        cg = get_colorgradient(series)
+                        cm = pgfx_colormap(get_colorgradient(series))
                         PGFPlotsX.push_preamble!(
                             pgfx_plot.the_plot,
                             """\\pgfplotsset{
-                            colormap={plots$(sp.attr[:subplot_index])}{$(pgfx_colormap(series.plotattributes[col]))},
+                            colormap={plots$(sp.attr[:subplot_index])}{$cm},
                             }""",
                         )
                         push!(
@@ -213,10 +214,16 @@ function (pgfx_plot::PGFPlotsXPlot)(plt::Plot{PGFPlotsXBackend})
                             "colorbar" => nothing,
                             "colormap name" => "plots$(sp.attr[:subplot_index])",
                         )
+                        if cg isa PlotUtils.CategoricalColorGradient
+                            push!(
+                                axis_opt,
+                                "colormap access" => "piecewise const",
+                                "colorbar sampled" => nothing,
+                            )
+                        end
                         # goto is needed to break out of col and series for
                         @goto colorbar_end
                     end
-                end
             end
             @label colorbar_end
 
@@ -677,17 +684,19 @@ function pgfx_filllegend!(series_opt, opt)
               }""")
 end
 
-function pgfx_colormap(grad::ColorGradient)
-    join(map(grad.colors) do c
+pgfx_colormap(cl::PlotUtils.AbstractColorList) = pgfx_colormap(color_list(cl))
+function pgfx_colormap(v::Vector{<:Colorant})
+    join(map(v) do c
         @sprintf("rgb=(%.8f,%.8f,%.8f)", red(c), green(c), blue(c))
     end, "\n")
 end
-function pgfx_colormap(grad::Vector{<:Colorant})
-    join(map(grad) do c
-        @sprintf("rgb=(%.8f,%.8f,%.8f)", red(c), green(c), blue(c))
+function pgfx_colormap(cg::ColorGradient)
+    join(map(1:length(cg)) do i
+        @sprintf("rgb(%.8fcm)=(%.8f,%.8f,%.8f)", cg.values[i], red(cg.colors[i]), green(cg.colors[i]), blue(cg.colors[i]))
     end, "\n")
 end
 
+
 function pgfx_framestyle(style::Symbol)
     if style in _pgfx_framestyles
         return style

src/backends/plotly.jl

@@ -245,7 +245,7 @@ function plotly_layout(plt::Plot)
         # but vertically just below the top of the subplot bounding box
         if sp[:title] != ""
             bb = plotarea(sp)
-            tpos = sp[:title_location]
+            tpos = sp[:titlelocation]
             xmm = if tpos == :left
                 left(bb)
             elseif tpos == :right
@@ -350,19 +350,29 @@ function plotly_layout_json(plt::Plot)
 end
 
 
-function plotly_colorscale(grad::ColorGradient, α)
-    [[grad.values[i], rgba_string(plot_color(grad.colors[i], α))] for i in eachindex(grad.colors)]
-end
-plotly_colorscale(c::Colorant,α) = plotly_colorscale(_as_gradient(c),α)
-function plotly_colorscale(c::AbstractVector{<:RGBA}, α)
+plotly_colorscale(cg::ColorGradient, α = nothing) =
+    [[v, rgba_string(plot_color(cg.colors[v], α))] for v in cg.values]
+function plotly_colorscale(c::AbstractVector{<:Colorant}, α = nothing)
     if length(c) == 1
-        return [[0.0, rgba_string(plot_color(c[1], α))], [1.0, rgba_string(plot_color(c[1], α))]]
+        return [
+            [0.0, rgba_string(plot_color(c[1], α))],
+            [1.0, rgba_string(plot_color(c[1], α))],
+        ]
     else
-        vals = range(0.0, stop=1.0, length=length(c))
+        vals = range(0.0, stop = 1.0, length = length(c))
         return [[vals[i], rgba_string(plot_color(c[i], α))] for i in eachindex(c)]
     end
 end
-# plotly_colorscale(c, alpha = nothing) = plotly_colorscale(cgrad(), alpha)
+function plotly_colorscale(cg::PlotUtils.CategoricalColorGradient, α = nothing)
+    n = length(cg)
+    cinds = repeat(1:n, inner = 2)
+    vinds = vcat((i:(i + 1) for i in 1:n)...)
+    return [
+        [cg.values[vinds[i]], rgba_string(plot_color(color_list(cg)[cinds[i]], α))]
+        for i in eachindex(cinds)
+    ]
+end
+plotly_colorscale(c, α = nothing) = plotly_colorscale(_as_gradient(c), α)
 
 
 const _plotly_markers = KW(

src/backends/plotlyjs.jl

@@ -40,11 +40,9 @@ _show(io::IO, ::MIME"text/html", plt::Plot{PlotlyJSBackend}) = write(io, standal
 
 _display(plt::Plot{PlotlyJSBackend}) = display(plotlyjs_syncplot(plt))
 
-@require WebIO = "0f1e0344-ec1d-5b48-a673-e5cf874b6c29" begin
-    function WebIO.render(plt::Plot{PlotlyJSBackend})
-        plt_html = sprint(show, MIME("text/html"), plt)
-        return WebIO.render(WebIO.dom"div"(innerHTML=plt_html))
-    end
+function PlotlyJS.WebIO.render(plt::Plot{PlotlyJSBackend})
+    plt_html = sprint(show, MIME("text/html"), plt)
+    return PlotlyJS.WebIO.render(PlotlyJS.WebIO.dom"div"(innerHTML=plt_html))
 end
 
 function closeall(::PlotlyJSBackend)

src/backends/pyplot.jl

@@ -64,16 +64,23 @@ end
 py_color(s) = py_color(parse(Colorant, string(s)))
 py_color(c::Colorant) = (red(c), green(c), blue(c), alpha(c))
 py_color(cs::AVec) = map(py_color, cs)
-py_color(grad::ColorGradient) = py_color(grad.colors)
+py_color(grad::PlotUtils.AbstractColorList) = py_color(color_list(grad))
 py_color(c::Colorant, α) = py_color(plot_color(c, α))
 
-function py_colormap(grad::ColorGradient)
-    pyvals = [(z, py_color(grad[z])) for z in grad.values]
+function py_colormap(cg::ColorGradient)
+    pyvals = collect(zip(cg.values, py_color(PlotUtils.color_list(cg))))
     cm = pycolors."LinearSegmentedColormap"."from_list"("tmp", pyvals)
     cm."set_bad"(color=(0,0,0,0.0), alpha=0.0)
     cm
 end
-py_colormap(c::Colorant) = py_colormap(_as_gradient(c))
+function py_colormap(cg::PlotUtils.CategoricalColorGradient)
+    r = range(0, stop = 1, length = 256)
+    pyvals = collect(zip(r, py_color(cg[r])))
+    cm = pycolors."LinearSegmentedColormap"."from_list"("tmp", pyvals)
+    cm."set_bad"(color=(0,0,0,0.0), alpha=0.0)
+    cm
+end
+py_colormap(c) = py_colormap(_as_gradient(c))
 
 
 function py_shading(c, z)
@@ -229,11 +236,6 @@ function fix_xy_lengths!(plt::Plot{PyPlotBackend}, series::Series)
     end
 end
 
-py_linecolor(series::Series)          = py_color(series[:linecolor])
-py_markercolor(series::Series)        = py_color(series[:markercolor])
-py_markerstrokecolor(series::Series)  = py_color(series[:markerstrokecolor])
-py_fillcolor(series::Series)          = py_color(series[:fillcolor])
-
 py_linecolormap(series::Series)       = py_colormap(series[:linecolor])
 py_markercolormap(series::Series)     = py_colormap(series[:markercolor])
 py_fillcolormap(series::Series)       = py_colormap(series[:fillcolor])
@@ -486,8 +488,8 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
                         :arrowstyle => "simple,head_length=$(a.headlength),head_width=$(a.headwidth)",
                         :shrinkA => 0,
                         :shrinkB => 0,
-                        :edgecolor => py_linecolor(series),
-                        :facecolor => py_linecolor(series),
+                        :edgecolor => py_color(get_linecolor(series)),
+                        :facecolor => py_color(get_linecolor(series)),
                         :linewidth => py_thickness_scale(plt, get_linewidth(series)),
                         :linestyle => py_linestyle(st, get_linestyle(series)),
                     )
@@ -533,11 +535,11 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
             handle = []
             x,y = xyargs
             shapes = series[:markershape]
-            msc = py_markerstrokecolor(series)
+            msc = py_color(get_markerstrokecolor(series), get_markerstrokealpha(series))
             lw = py_thickness_scale(plt, series[:markerstrokewidth])
             for i=eachindex(y)
                 if series[:marker_z] !== nothing
-                    extrakw[:c] = [py_color(get_markercolor(series, i))]
+                    extrakw[:c] = [py_color(get_markercolor(series, i), get_markercoloralpha(series, i))]
                 end
 
                 push!(handle, ax."scatter"(_cycle(x,i), _cycle(y,i);
@@ -545,7 +547,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
                     zorder = series[:series_plotindex] + 0.5,
                     marker = py_marker(_cycle(shapes,i)),
                     s =  py_thickness_scale(plt, _cycle(series[:markersize],i) .^ 2),
-                    facecolors = get_markercolor(series, i),
+                    facecolors = py_color(get_markercolor(series, i), get_markercoloralpha(series, i)),
                     edgecolors = msc,
                     linewidths = lw,
                     extrakw...
@@ -585,7 +587,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
                   zorder = series[:series_plotindex] + 0.5,
                   marker = prev_marker,
                   s = cur_scale_list,
-                  edgecolors = py_markerstrokecolor(series),
+                  edgecolors = py_color(get_markerstrokecolor(series), get_markerstrokealpha(series)),  # Do we need include i?
                   linewidths = py_thickness_scale(plt, series[:markerstrokewidth]),
                   facecolors = cur_color_list,
                   extrakw...
@@ -606,7 +608,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
                 zorder = series[:series_plotindex] + 0.5,
                 marker = prev_marker,
                 s = cur_scale_list,
-                edgecolors = py_markerstrokecolor(series),
+                edgecolors = py_color(get_markerstrokecolor(series), get_markerstrokealpha(series)),
                 linewidths = py_thickness_scale(plt, series[:markerstrokewidth]),
                 facecolors = cur_color_list,
                 extrakw...
@@ -621,7 +623,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
                 zorder = series[:series_plotindex] + 0.5,
                 marker = py_marker(series[:markershape]),
                 s = py_thickness_scale(plt, series[:markersize] .^ 2),
-                edgecolors = py_markerstrokecolor(series),
+                edgecolors = py_color(get_markerstrokecolor(series), get_markerstrokealpha(series)),
                 linewidths = py_thickness_scale(plt, series[:markerstrokewidth]),
                 extrakw...
             )
@@ -635,7 +637,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
             zorder = series[:series_plotindex],
             gridsize = series[:bins],
             linewidths = py_thickness_scale(plt, series[:linewidth]),
-            edgecolors = py_linecolor(series),
+            edgecolors = py_color(get_linecolor(series)),
             cmap = py_fillcolormap(series),  # applies to the pcolorfast object
             extrakw...
         )
@@ -708,7 +710,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
                 rstride = series[:stride][1],
                 cstride = series[:stride][2],
                 linewidth = py_thickness_scale(plt, series[:linewidth]),
-                edgecolor = py_linecolor(series),
+                edgecolor = py_color(get_linecolor(series)),
                 extrakw...
             )
             push!(handles, handle)
@@ -734,7 +736,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
                 zorder = series[:series_plotindex],
                 cmap = py_fillcolormap(series),
                 linewidth = py_thickness_scale(plt, series[:linewidth]),
-                edgecolor = py_linecolor(series),
+                edgecolor = py_color(get_linecolor(series)),
                 extrakw...
             )
             push!(handles, handle)
@@ -756,7 +758,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
         end
         handle = ax."imshow"(z;
             zorder = series[:series_plotindex],
-            cmap = py_colormap(cgrad([:black, :white])),
+            cmap = py_colormap(cgrad(plot_color([:black, :white]))),
             vmin = 0.0,
             vmax = 1.0,
             extent = (xmin-0.5, xmax+0.5, ymax+0.5, ymin-0.5)
@@ -992,7 +994,7 @@ function _before_layout_calcs(plt::Plot{PyPlotBackend})
 
         # title
         if sp[:title] != ""
-            loc = lowercase(string(sp[:title_location]))
+            loc = lowercase(string(sp[:titlelocation]))
             func = if loc == "left"
                 :_left_title
             elseif loc == "right"
@@ -1106,7 +1108,10 @@ function _before_layout_calcs(plt::Plot{PyPlotBackend})
                 ticks[2][ticks[1] .== 0] .= ""
             end
             axis[:ticks] != :native ? py_set_ticks(ax, ticks, letter) : nothing
-            pyaxis."set_tick_params"(direction = axis[:tick_direction] == :out ? "out" : "in")
+
+            intensity = 0.5  # This value corresponds to scaling of other grid elements
+            pyaxis."set_tick_params"(direction = axis[:tick_direction] == :out ? "out" : "in", width=py_thickness_scale(plt, intensity))
+
             getproperty(ax, Symbol("set_", letter, "label"))(axis[:guide])
             if get(axis.plotattributes, :flip, false)
                 getproperty(ax, Symbol("invert_", letter, "axis"))()
@@ -1136,6 +1141,35 @@ function _before_layout_calcs(plt::Plot{PyPlotBackend})
             else
                 pyaxis."grid"(false)
             end
+            #
+
+            if axis[:minorticks] > 1
+                pyaxis."set_minor_locator"(PyPlot.matplotlib.ticker.AutoMinorLocator(axis[:minorticks]))
+                pyaxis."set_tick_params"(
+                    which = "minor",
+                    direction = axis[:tick_direction] == :out ? "out" : "in",
+                    width=py_thickness_scale(plt, intensity))
+            end
+
+            if axis[:minorgrid]
+                if !(axis[:minorticks] > 1)  # Check if ticks were already configured
+                    ax."minorticks_on"()
+                end
+                pyaxis."set_tick_params"(
+                    which = "minor",
+                    direction = axis[:tick_direction] == :out ? "out" : "in",
+                    width=py_thickness_scale(plt, intensity))
+
+                pyaxis."grid"(true,
+                    which = "minor",
+                    color = fgcolor,
+                    linestyle = py_linestyle(:line, axis[:minorgridstyle]),
+                    linewidth = py_thickness_scale(plt, axis[:minorgridlinewidth]),
+                    alpha = axis[:minorgridalpha])
+            end
+
+
+
             py_set_axis_colors(sp, ax, axis)
         end
 
@@ -1308,25 +1342,29 @@ function py_add_legend(plt::Plot, sp::Subplot, ax)
             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"(
-                        edgecolor = py_color(single_color(get_linecolor(series, clims)), get_linealpha(series)),
-                        facecolor = py_color(single_color(get_fillcolor(series, clims)), get_fillalpha(series)),
-                        linewidth = py_thickness_scale(plt, clamp(get_linewidth(series), 0, 5)),
-                        linestyle = py_linestyle(series[:seriestype], get_linestyle(series))
-                    )
-                elseif series[:seriestype] in (:path, :straightline, :scatter)
-                    PyPlot.plt."Line2D"((0,1),(0,0),
-                        color = py_color(single_color(get_linecolor(series, clims)), get_linealpha(series)),
-                        linewidth = py_thickness_scale(plt, clamp(get_linewidth(series), 0, 5)),
-                        linestyle = py_linestyle(:path, get_linestyle(series)),
-                        marker = py_marker(_cycle(series[:markershape], 1)),
-                        markeredgecolor = py_color(single_color(get_markerstrokecolor(series)), get_markerstrokealpha(series)),
-                        markerfacecolor = py_color(single_color(get_markercolor(series, clims)), get_markeralpha(series))
-                    )
-                else
-                    series[:serieshandle][1]
-                end)
+                push!(handles,
+                    if series[:seriestype] == :shape || series[:fillrange] !== nothing
+                        pypatches."Patch"(
+                            edgecolor = py_color(single_color(get_linecolor(series, clims)), get_linealpha(series)),
+                            facecolor = py_color(single_color(get_fillcolor(series, clims)), get_fillalpha(series)),
+                            linewidth = py_thickness_scale(plt, clamp(get_linewidth(series), 0, 5)),
+                            linestyle = py_linestyle(series[:seriestype], get_linestyle(series))
+                        )
+                    elseif series[:seriestype] in (:path, :straightline, :scatter)
+                        PyPlot.plt."Line2D"((0,1),(0,0),
+                            color = py_color(single_color(get_linecolor(series, clims)), get_linealpha(series)),
+                            linewidth = py_thickness_scale(plt, clamp(get_linewidth(series), 0, 5)),
+                            linestyle = py_linestyle(:path, get_linestyle(series)),
+                            marker = py_marker(_cycle(series[:markershape], 1)),
+                            # markersize = py_thickness_scale(plt, series[:markersize]), # In case we decide that markersize needs to be scaled in the legend too
+                            markeredgecolor = py_color(single_color(get_markerstrokecolor(series)), get_markerstrokealpha(series)),
+                            markerfacecolor = py_color(single_color(get_markercolor(series, clims)), get_markeralpha(series)),
+                            markeredgewidth = py_thickness_scale(plt, series[:markerstrokewidth])
+                        )
+                    else
+                        series[:serieshandle][1]
+                    end
+                )
                 push!(labels, series[:label])
             end
         end
@@ -1342,6 +1380,7 @@ function py_add_legend(plt::Plot, sp::Subplot, ax)
                 facecolor = py_color(sp[:background_color_legend]),
                 edgecolor = py_color(sp[:foreground_color_legend]),
                 framealpha = alpha(plot_color(sp[:background_color_legend])),
+                fancybox = false  # makes the legend box square
             )
             frame = leg."get_frame"()
             frame."set_linewidth"(py_thickness_scale(plt, 1))

src/backends/unicodeplots.jl

@@ -3,7 +3,7 @@
 
 
 # don't warn on unsupported... there's just too many warnings!!
-warnOnUnsupported_args(::UnicodePlotsBackend, plotattributes::KW) = nothing
+warn_on_unsupported_args(::UnicodePlotsBackend, plotattributes::KW) = nothing
 
 # --------------------------------------------------------------------------------------
 

src/components.jl

@@ -752,7 +752,7 @@ end
 
 @deprecate curve_points coords
 
-coords(curve::BezierCurve, n::Integer = 30; range = [0,1]) = map(curve, Base.range(range..., length=n))
+coords(curve::BezierCurve, n::Integer = 30; range = [0,1]) = map(curve, Base.range(first(range), stop=last(range), length=n))
 
 # build a BezierCurve which leaves point p vertically upwards and arrives point q vertically upwards.
 # may create a loop if necessary.  Assumes the view is [0,1]

src/examples.jl

@@ -74,7 +74,7 @@ const _examples = PlotExample[
                         rand(11, 4),
                         lab = "lines",
                         w = 3,
-                        palette = :grays,
+                        palette = cgrad(:grays),
                         fill = 0,
                         α = 0.6,
                     )
@@ -322,7 +322,7 @@ const _examples = PlotExample[
                     plot(
                         Plots.fakedata(100, 10),
                         layout = 4,
-                        palette = [:grays :blues :heat :lightrainbow],
+                        palette = cgrad.([:grays :blues :heat :lightrainbow]),
                         bg_inside = [:orange :pink :darkblue :black],
                     )
                 end
@@ -586,7 +586,7 @@ const _examples = PlotExample[
                         rand(100, 6),
                         layout = @layout([a b; c]),
                         title = ["A" "B" "C"],
-                        title_location = :left,
+                        titlelocation = :left,
                         left_margin = [20mm 0mm],
                         bottom_margin = 10px,
                         xrotation = 60,
@@ -1000,6 +1000,8 @@ _backend_skips = Dict(
         16, # pgfplots thinks the upper panel is too small
         22, # contourf
         23, # pie
+        25, # @df
+        30, # @df
         31, # animation
         32, # spy
         38, # histogram2d

src/output.jl

@@ -1,54 +1,51 @@
 
-
 defaultOutputFormat(plt::Plot) = "png"
 
 function png(plt::Plot, fn::AbstractString)
-  fn = addExtension(fn, "png")
-  io = open(fn, "w")
-  show(io, MIME("image/png"), plt)
-  close(io)
+    fn = addExtension(fn, "png")
+    io = open(fn, "w")
+    show(io, MIME("image/png"), plt)
+    close(io)
 end
 png(fn::AbstractString) = png(current(), fn)
 
 function svg(plt::Plot, fn::AbstractString)
-  fn = addExtension(fn, "svg")
-  io = open(fn, "w")
-  show(io, MIME("image/svg+xml"), plt)
-  close(io)
+    fn = addExtension(fn, "svg")
+    io = open(fn, "w")
+    show(io, MIME("image/svg+xml"), plt)
+    close(io)
 end
 svg(fn::AbstractString) = svg(current(), fn)
 
-
 function pdf(plt::Plot, fn::AbstractString)
-  fn = addExtension(fn, "pdf")
-  io = open(fn, "w")
-  show(io, MIME("application/pdf"), plt)
-  close(io)
+    fn = addExtension(fn, "pdf")
+    io = open(fn, "w")
+    show(io, MIME("application/pdf"), plt)
+    close(io)
 end
 pdf(fn::AbstractString) = pdf(current(), fn)
 
-
 function ps(plt::Plot, fn::AbstractString)
-  fn = addExtension(fn, "ps")
-  io = open(fn, "w")
-  show(io, MIME("application/postscript"), plt)
-  close(io)
+    fn = addExtension(fn, "ps")
+    io = open(fn, "w")
+    show(io, MIME("application/postscript"), plt)
+    close(io)
 end
 ps(fn::AbstractString) = ps(current(), fn)
 
 function eps(plt::Plot, fn::AbstractString)
-  fn = addExtension(fn, "eps")
-  io = open(fn, "w")
-  show(io, MIME("image/eps"), plt)
-  close(io)
+    fn = addExtension(fn, "eps")
+    io = open(fn, "w")
+    show(io, MIME("image/eps"), plt)
+    close(io)
 end
 eps(fn::AbstractString) = eps(current(), fn)
 
 function tex(plt::Plot, fn::AbstractString)
-  fn = addExtension(fn, "tex")
-  io = open(fn, "w")
-  show(io, MIME("application/x-tex"), plt)
-  close(io)
+    fn = addExtension(fn, "tex")
+    io = open(fn, "w")
+    show(io, MIME("application/x-tex"), plt)
+    close(io)
 end
 tex(fn::AbstractString) = tex(current(), fn)
 
@@ -69,48 +66,39 @@ end
 html(fn::AbstractString) = html(current(), fn)
 
 function txt(plt::Plot, fn::AbstractString)
-  fn = addExtension(fn, "txt")
-  io = open(fn, "w")
-  show(io, MIME("text/plain"), plt)
-  close(io)
+    fn = addExtension(fn, "txt")
+    io = open(fn, "w")
+    show(io, MIME("text/plain"), plt)
+    close(io)
 end
 txt(fn::AbstractString) = txt(current(), fn)
 
-# ----------------------------------------------------------------
 
+# ----------------------------------------------------------------
 
 const _savemap = Dict(
     "png" => png,
     "svg" => svg,
     "pdf" => pdf,
-    "ps"  => ps,
+    "ps" => ps,
     "eps" => eps,
     "tex" => tex,
     "json" => json,
     "html" => html,
     "tikz" => tex,
     "txt" => txt,
-  )
+)
 
-function getExtension(fn::AbstractString)
-  pieces = split(fn, ".")
-  length(pieces) > 1 || error("Can't extract file extension: ", fn)
-  ext = pieces[end]
-  haskey(_savemap, ext) || error("Invalid file extension: ", fn)
-  ext
-end
+const _extension_map = Dict("tikz" => "tex")
 
 function addExtension(fn::AbstractString, ext::AbstractString)
-  try
-    oldext = getExtension(fn)
-    if oldext == ext
-      return fn
+    oldfn, oldext = splitext(fn)
+    oldext = chop(oldext, head = 1, tail = 0)
+    if get(_extension_map, oldext, oldext) == ext
+        return fn
     else
-      return "$fn.$ext"
+        return string(fn, ".", ext)
     end
-  catch
-    return "$fn.$ext"
-  end
 end
 
 """
@@ -121,27 +109,28 @@ type is inferred from the file extension. All backends support png and pdf
 file types, some also support svg, ps, eps, html and tex.
 """
 function savefig(plt::Plot, fn::AbstractString)
-  fn = abspath(expanduser(fn))
-  # get the extension
-  local ext
-  try
-    ext = getExtension(fn)
-  catch
-    # if we couldn't extract the extension, add the default
-    ext = defaultOutputFormat(plt)
-    fn = addExtension(fn, ext)
-  end
+    fn = abspath(expanduser(fn))
 
-  # save it
-  func = get(_savemap, ext) do
-    error("Unsupported extension $ext with filename ", fn)
-  end
-  func(plt, fn)
+    # get the extension
+    fn, ext = splitext(fn)
+    ext = chop(ext, head = 1, tail = 0)
+    if isempty(ext)
+        ext = defaultOutputFormat(plt)
+    end
+
+    # save it
+    if haskey(_savemap, ext)
+        func = _savemap[ext]
+        return func(plt, fn)
+    else
+        error("Invalid file extension: ", fn)
+    end
 end
 savefig(fn::AbstractString) = savefig(current(), fn)
 
 
 # ---------------------------------------------------------
+
 """
     gui([plot])
 
@@ -164,17 +153,13 @@ end
 _do_plot_show(plt, showval::Bool) = showval && gui(plt)
 function _do_plot_show(plt, showval::Symbol)
     showval == :gui && gui(plt)
-    showval in (:inline,:ijulia) && inline(plt)
+    showval in (:inline, :ijulia) && inline(plt)
 end
 
 # ---------------------------------------------------------
 
-const _best_html_output_type = KW(
-    :pyplot => :png,
-    :unicodeplots => :txt,
-    :plotlyjs => :html,
-    :plotly => :html
-)
+const _best_html_output_type =
+    KW(:pyplot => :png, :unicodeplots => :txt, :plotlyjs => :html, :plotly => :html)
 
 # a backup for html... passes to svg or png depending on the html_output_format arg
 function _show(io::IO, ::MIME"text/html", plt::Plot)
@@ -184,7 +169,12 @@ function _show(io::IO, ::MIME"text/html", plt::Plot)
     end
     if output_type == :png
         # @info("writing png to html output")
-        print(io, "<img src=\"data:image/png;base64,", base64encode(show, MIME("image/png"), plt), "\" />")
+        print(
+            io,
+            "<img src=\"data:image/png;base64,",
+            base64encode(show, MIME("image/png"), plt),
+            "\" />",
+        )
     elseif output_type == :svg
         # @info("writing svg to html output")
         show(io, MIME("image/svg+xml"), plt)
@@ -196,7 +186,7 @@ function _show(io::IO, ::MIME"text/html", plt::Plot)
 end
 
 # delegate showable to _show instead
-function Base.showable(m::M, plt::P) where {M<:MIME, P<:Plot}
+function Base.showable(m::M, plt::P) where {M <: MIME, P <: Plot}
     return hasmethod(_show, Tuple{IO, M, P})
 end
 
@@ -205,21 +195,31 @@ function _display(plt::Plot)
 end
 
 # for writing to io streams... first prepare, then callback
-for mime in ("text/plain", "text/html", "image/png", "image/eps", "image/svg+xml",
-             "application/eps", "application/pdf", "application/postscript",
-             "application/x-tex", "application/vnd.plotly.v1+json")
+for mime in (
+    "text/plain",
+    "text/html",
+    "image/png",
+    "image/eps",
+    "image/svg+xml",
+    "application/eps",
+    "application/pdf",
+    "application/postscript",
+    "application/x-tex",
+    "application/vnd.plotly.v1+json",
+)
     @eval function Base.show(io::IO, m::MIME{Symbol($mime)}, plt::Plot)
         if haskey(io, :juno_plotsize)
-          showjuno(io, m, plt)
+            showjuno(io, m, plt)
         else
-          prepare_output(plt)
-          _show(io, m, plt)
+            prepare_output(plt)
+            _show(io, m, plt)
         end
         return nothing
     end
 end
 
-Base.show(io::IO, m::MIME"application/prs.juno.plotpane+html", plt::Plot) = showjuno(io, MIME("text/html"), plt)
+Base.show(io::IO, m::MIME"application/prs.juno.plotpane+html", plt::Plot) =
+    showjuno(io, MIME("text/html"), plt)
 
 # default text/plain for all backends
 _show(io::IO, ::MIME{Symbol("text/plain")}, plt::Plot) = show(io, plt)
@@ -258,25 +258,25 @@ function showjuno(io::IO, m, plt)
 
     scale = minimum(jsize[i] / sz[i] for i in 1:2)
     plt[:size] = [s * scale for s in sz]
-    plt[:dpi] = jratio*Plots.DPI
+    plt[:dpi] = jratio * Plots.DPI
     plt[:thickness_scaling] *= scale
 
     prepare_output(plt)
     try
-      _showjuno(io, m, plt)
+        _showjuno(io, m, plt)
     finally
-      plt[:size] = sz
-      plt[:dpi] = dpi
-      plt[:thickness_scaling] = thickness_scaling
+        plt[:size] = sz
+        plt[:dpi] = dpi
+        plt[:thickness_scaling] = thickness_scaling
     end
 end
 
 function _showjuno(io::IO, m::MIME"image/svg+xml", plt)
-  if Symbol(plt.attr[:html_output_format]) ≠ :svg
-    throw(MethodError(show, (typeof(m), typeof(plt))))
-  else
-    _show(io, m, plt)
-  end
+    if Symbol(plt.attr[:html_output_format]) ≠ :svg
+        throw(MethodError(show, (typeof(m), typeof(plt))))
+    else
+        _show(io, m, plt)
+    end
 end
 
 Base.showable(::MIME"application/prs.juno.plotpane+html", plt::Plot) = false

src/precompile.jl

@@ -3,25 +3,48 @@ function _precompile_()
     isdefined(Plots, Symbol("#@layout")) && precompile(Tuple{getfield(Plots, Symbol("#@layout")), LineNumberNode, Module, Expr})
     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})
     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("#_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("#_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}})
     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("#_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{(:flip,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:flip,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:formatter,), Tuple{Symbol}}, typeof(Plots.attr!), Plots.Axis})
     isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:formatter,), Tuple{Symbol}}, typeof(Plots.attr!), Plots.Axis})
     isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:formatter,), Tuple{typeof(RecipesPipeline.datetimeformatter)}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:formatter,), Tuple{typeof(RecipesPipeline.datetimeformatter)}}, typeof(Plots.attr!), Plots.Axis})
+    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})
     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})
     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})
+    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})
+    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, :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{(:grid,), Tuple{Bool}}, 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{(:gridlinewidth, :grid, :gridalpha, :gridstyle, :foreground_color_grid), Tuple{Int64, Bool, Float64, Symbol, ColorTypes.RGBA{Float64}}}, typeof(Plots.attr!), Plots.Axis})
     isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:gridlinewidth, :grid, :gridalpha, :gridstyle, :foreground_color_grid), Tuple{Int64, Bool, Float64, Symbol, ColorTypes.RGBA{Float64}}}, 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{(:guide,), Tuple{String}}, 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})
+    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})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims,), Tuple{Tuple{Float64, Float64}}}, typeof(Plots.attr!), Plots.Axis})
     isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims,), Tuple{Tuple{Float64, Float64}}}, typeof(Plots.attr!), Plots.Axis})
     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,), Tuple{Tuple{Int64, 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})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    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{(:rotation,), Tuple{Int64}}, typeof(Plots.attr!), Plots.Axis})
     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("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:scale, :guide), Tuple{Symbol, String}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:ticks,), Tuple{Base.UnitRange{Int64}}}, typeof(Plots.attr!), Plots.Axis})
     isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:ticks,), Tuple{Base.UnitRange{Int64}}}, typeof(Plots.attr!), Plots.Axis})
     isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:ticks,), Tuple{Nothing}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:ticks,), Tuple{Nothing}}, typeof(Plots.attr!), Plots.Axis})
     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})
+    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})
+    isdefined(Plots, Symbol("#default##kw")) && precompile(Tuple{getfield(Plots, Symbol("#default##kw")), NamedTuple{(:titlefont, :legendfontsize, :guidefont, :tickfont, :guide, :framestyle, :yminorgrid), Tuple{Tuple{Int64, String}, Int64, Tuple{Int64, Symbol}, Tuple{Int64, Symbol}, String, Symbol, Bool}}, typeof(Plots.default)})
     isdefined(Plots, Symbol("#default##kw")) && precompile(Tuple{getfield(Plots, Symbol("#default##kw")), NamedTuple{(:titlefont, :legendfontsize, :guidefont, :tickfont, :guide, :framestyle, :yminorgrid), Tuple{Tuple{Int64, String}, Int64, Tuple{Int64, Symbol}, Tuple{Int64, Symbol}, String, Symbol, Bool}}, typeof(Plots.default)})
     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}})
     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}})
@@ -30,36 +53,62 @@ function _precompile_()
     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("#gr_polyline##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_polyline##kw")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Base.UnitRange{Int64}, Base.UnitRange{Int64}})
     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})
+    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})
+    isdefined(Plots, Symbol("#gr_set_font##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_set_font##kw")), NamedTuple{(:halign, :valign, :rotation, :color), Tuple{Symbol, Symbol, Int64, ColorTypes.RGBA{Float64}}}, typeof(Plots.gr_set_font), Plots.Font})
+    isdefined(Plots, Symbol("#heatmap##kw")) && precompile(Tuple{getfield(Plots, Symbol("#heatmap##kw")), NamedTuple{(:aspect_ratio,), Tuple{Int64}}, typeof(Plots.heatmap), Array{String, 1}, Int})
     isdefined(Plots, Symbol("#heatmap##kw")) && precompile(Tuple{getfield(Plots, Symbol("#heatmap##kw")), NamedTuple{(:aspect_ratio,), Tuple{Int64}}, typeof(Plots.heatmap), Array{String, 1}, Int})
     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("#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}})
     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}})
     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}})
+    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}})
+    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}})
     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}})
     isdefined(Plots, Symbol("#lens!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#lens!##kw")), NamedTuple{(:inset,), Tuple{Tuple{Int64, Measures.BoundingBox{Tuple{Measures.Length{:w, Float64}, Measures.Length{:h, Float64}}, Tuple{Measures.Length{:w, Float64}, Measures.Length{:h, Float64}}}}}}, typeof(Plots.lens!), Array{Int64, 1}, Int})
+    isdefined(Plots, Symbol("#lens!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#lens!##kw")), NamedTuple{(:inset,), Tuple{Tuple{Int64, Measures.BoundingBox{Tuple{Measures.Length{:w, Float64}, Measures.Length{:h, Float64}}, Tuple{Measures.Length{:w, Float64}, Measures.Length{:h, Float64}}}}}}, typeof(Plots.lens!), Array{Int64, 1}, Int})
     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})
+    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})
+    isdefined(Plots, Symbol("#plotly_annotation_dict##kw")) && precompile(Tuple{getfield(Plots, Symbol("#plotly_annotation_dict##kw")), NamedTuple{(:xref, :yref), Tuple{String, String}}, typeof(Plots.plotly_annotation_dict), Float64, Float64, Plots.PlotText})
     isdefined(Plots, Symbol("#plotly_annotation_dict##kw")) && precompile(Tuple{getfield(Plots, Symbol("#plotly_annotation_dict##kw")), NamedTuple{(:xref, :yref), Tuple{String, String}}, typeof(Plots.plotly_annotation_dict), Float64, Float64, String})
+    isdefined(Plots, Symbol("#plotly_annotation_dict##kw")) && precompile(Tuple{getfield(Plots, Symbol("#plotly_annotation_dict##kw")), NamedTuple{(:xref, :yref), Tuple{String, String}}, typeof(Plots.plotly_annotation_dict), Int64, Float64, Plots.PlotText})
+    isdefined(Plots, Symbol("#plotly_annotation_dict##kw")) && precompile(Tuple{getfield(Plots, Symbol("#plotly_annotation_dict##kw")), NamedTuple{(:xref, :yref), Tuple{String, String}}, typeof(Plots.plotly_annotation_dict), Int64, Float64, String})
+    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})
     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})
     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})
+    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})
+    isdefined(Plots, Symbol("#scatter!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter!##kw")), NamedTuple{(:markersize, :c), Tuple{Int64, Symbol}}, typeof(Plots.scatter!), Array{Float64, 1}})
     isdefined(Plots, Symbol("#scatter!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter!##kw")), NamedTuple{(:markersize, :c), Tuple{Int64, Symbol}}, typeof(Plots.scatter!), Array{Float64, 1}})
     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}})
+    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}})
+    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}})
     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}})
     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})
+    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})
+    isdefined(Plots, Symbol("#scatter##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter##kw")), NamedTuple{(:marker_z, :color, :legend), Tuple{typeof(Base.:+), Symbol, Bool}}, typeof(Plots.scatter), Array{Float64, 1}, Array{Float64, 1}})
     isdefined(Plots, Symbol("#scatter##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter##kw")), NamedTuple{(:marker_z, :color, :legend), Tuple{typeof(Base.:+), Symbol, Bool}}, typeof(Plots.scatter), Array{Float64, 1}, Array{Float64, 1}})
     isdefined(Plots, Symbol("#standalone_html##kw")) && precompile(Tuple{getfield(Plots, Symbol("#standalone_html##kw")), NamedTuple{(:title,), Tuple{String}}, typeof(Plots.standalone_html), Plots.Plot{Plots.PlotlyBackend}})
     isdefined(Plots, Symbol("#test_examples##kw")) && precompile(Tuple{getfield(Plots, Symbol("#test_examples##kw")), NamedTuple{(:skip,), Tuple{Array{Int64, 1}}}, typeof(Plots.test_examples), Symbol})
     precompile(Tuple{typeof(Plots.__init__)})
     precompile(Tuple{typeof(Plots._add_errorbar_kw), Array{Base.Dict{Symbol, Any}, 1}, 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._add_markershape), Base.Dict{Symbol, Any}})
     precompile(Tuple{typeof(Plots._add_markershape), Base.Dict{Symbol, Any}})
     precompile(Tuple{typeof(Plots._add_smooth_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_smooth_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_smooth_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_the_series), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots._add_the_series), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots._add_the_series), Plots.Plot{Plots.PlotlyBackend}, Plots.Subplot{Plots.PlotlyBackend}, RecipesPipeline.DefaultsDict})
+    precompile(Tuple{typeof(Plots._as_gradient), PlotUtils.ContinuousColorGradient})
+    precompile(Tuple{typeof(Plots._backend_instance), Symbol})
     precompile(Tuple{typeof(Plots._backend_instance), Symbol})
     precompile(Tuple{typeof(Plots._bin_centers), Array{Float64, 1}})
     precompile(Tuple{typeof(Plots._binbarlike_baseline), Float64, Symbol})
     precompile(Tuple{typeof(Plots._cbar_unique), Array{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, 1}, String})
     precompile(Tuple{typeof(Plots._cbar_unique), Array{Int64, 1}, String})
     precompile(Tuple{typeof(Plots._cbar_unique), Array{Nothing, 1}, String})
-    precompile(Tuple{typeof(Plots._cbar_unique), Array{PlotUtils.ColorGradient, 1}, String})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{PlotUtils.ContinuousColorGradient, 1}, String})
     precompile(Tuple{typeof(Plots._cbar_unique), Array{Symbol, 1}, String})
     precompile(Tuple{typeof(Plots._create_backend_figure), Plots.Plot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots._create_backend_figure), Plots.Plot{Plots.PlotlyBackend}})
@@ -73,7 +122,6 @@ function _precompile_()
     precompile(Tuple{typeof(Plots._cycle), Base.OneTo{Int64}, Array{Int64, 1}})
     precompile(Tuple{typeof(Plots._cycle), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int64})
     precompile(Tuple{typeof(Plots._cycle), Base.StepRange{Int64, Int64}, Array{Int64, 1}})
-    precompile(Tuple{typeof(Plots._cycle), Base.StepRange{Int64, Int64}, Int64})
     precompile(Tuple{typeof(Plots._cycle), ColorTypes.RGBA{Float64}, Int64})
     precompile(Tuple{typeof(Plots._cycle), Float64, Int64})
     precompile(Tuple{typeof(Plots._cycle), Int64, Base.StepRange{Int64, Int64}})
@@ -81,24 +129,34 @@ function _precompile_()
     precompile(Tuple{typeof(Plots._cycle), Nothing, Array{Int64, 1}})
     precompile(Tuple{typeof(Plots._cycle), Nothing, Base.UnitRange{Int64}})
     precompile(Tuple{typeof(Plots._cycle), Nothing, Int64})
+    precompile(Tuple{typeof(Plots._cycle), PlotUtils.ColorPalette, Int64})
     precompile(Tuple{typeof(Plots._cycle), Plots.Shape, Int64})
     precompile(Tuple{typeof(Plots._cycle), Plots.Subplot{Plots.GRBackend}, Int64})
     precompile(Tuple{typeof(Plots._cycle), Plots.Subplot{Plots.PlotlyBackend}, Int64})
     precompile(Tuple{typeof(Plots._cycle), Symbol, Int64})
     precompile(Tuple{typeof(Plots._display), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._display), Plots.Plot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Bool})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Bool})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Symbol})
     precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Symbol})
     precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.PlotlyBackend}, Bool})
     precompile(Tuple{typeof(Plots._expand_subplot_extrema), Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict, Symbol})
+    precompile(Tuple{typeof(Plots._expand_subplot_extrema), Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict, Symbol})
     precompile(Tuple{typeof(Plots._expand_subplot_extrema), Plots.Subplot{Plots.PlotlyBackend}, RecipesPipeline.DefaultsDict, Symbol})
     precompile(Tuple{typeof(Plots._heatmap_edges), Array{Float64, 1}, Bool})
     precompile(Tuple{typeof(Plots._hist_edge), Tuple{Array{Float64, 1}}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots._hist_edge), Tuple{Array{Float64, 1}}, Int64, Symbol})
     precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
     precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Tuple{Int64, Int64}})
     precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}}, Symbol})
     precompile(Tuple{typeof(Plots._initialize_backend), Plots.PlotlyBackend})
     precompile(Tuple{typeof(Plots._override_seriestype_check), RecipesPipeline.DefaultsDict, Symbol})
+    precompile(Tuple{typeof(Plots._override_seriestype_check), RecipesPipeline.DefaultsDict, Symbol})
     precompile(Tuple{typeof(Plots._pick_default_backend)})
+    precompile(Tuple{typeof(Plots._pick_default_backend)})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{AbstractArray{Float64, 1}, 1}}})
     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._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}})
@@ -106,7 +164,12 @@ function _precompile_()
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Dates.DateTime, 1}, Base.UnitRange{Int64}, Array{Float64, 2}}})
     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._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
     precompile(Tuple{typeof(Plots._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{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{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
     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{Array{Function, 1}, Float64, Float64}})
@@ -119,6 +182,7 @@ function _precompile_()
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Tuple{Int64, Real}, 1}}})
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}})
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{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}}, 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}}, Array{Float64, 2}}})
     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{Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
@@ -127,6 +191,9 @@ function _precompile_()
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}})
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Tuple{Array{AbstractArray{Float64, 1}, 1}}})
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}})
@@ -152,16 +219,21 @@ function _precompile_()
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
     precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Tuple{}})
     precompile(Tuple{typeof(Plots._plot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots._plot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots._plot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
     precompile(Tuple{typeof(Plots._plot_setup), Plots.Plot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
     precompile(Tuple{typeof(Plots._plotly_framestyle), Symbol})
     precompile(Tuple{typeof(Plots._plots_defaults)})
     precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.GRBackend}, RecipesPipeline.DefaultsDict})
+    precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.GRBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.PlotlyBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots._preprocess_barlike), RecipesPipeline.DefaultsDict, Array{Float64, 1}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots._preprocess_barlike), RecipesPipeline.DefaultsDict, Array{Int64, 1}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots._preprocess_barlike), RecipesPipeline.DefaultsDict, Base.OneTo{Int64}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots._preprocess_binlike), RecipesPipeline.DefaultsDict, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots._preprocess_userrecipe), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._preprocess_userrecipe), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._replace_linewidth), RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots._replace_linewidth), RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots._replace_markershape), Array{Symbol, 2}})
     precompile(Tuple{typeof(Plots._replace_markershape), Plots.Shape})
@@ -169,72 +241,107 @@ function _precompile_()
     precompile(Tuple{typeof(Plots._series_index), RecipesPipeline.DefaultsDict, Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots._series_index), RecipesPipeline.DefaultsDict, Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots._show), Base.IOStream, Base.Multimedia.MIME{Symbol("image/png")}, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._show), Base.IOStream, Base.Multimedia.MIME{Symbol("image/png")}, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._slice_series_args!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
     precompile(Tuple{typeof(Plots._slice_series_args!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
     precompile(Tuple{typeof(Plots._slice_series_args!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.PlotlyBackend}, Plots.Subplot{Plots.PlotlyBackend}, Int64})
     precompile(Tuple{typeof(Plots._slice_series_args!), RecipesPipeline.DefaultsDict, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots._slice_series_args!), RecipesPipeline.DefaultsDict, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
     precompile(Tuple{typeof(Plots._slice_series_args!), RecipesPipeline.DefaultsDict, Plots.Plot{Plots.PlotlyBackend}, Plots.Subplot{Plots.PlotlyBackend}, 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._subplot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots._subplot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
     precompile(Tuple{typeof(Plots._subplot_setup), Plots.Plot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
     precompile(Tuple{typeof(Plots._transform_ticks), Base.StepRange{Int64, Int64}})
     precompile(Tuple{typeof(Plots._transform_ticks), Base.UnitRange{Int64}})
     precompile(Tuple{typeof(Plots._transform_ticks), Nothing})
     precompile(Tuple{typeof(Plots._transform_ticks), Symbol})
     precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, RecipesPipeline.DefaultsDict, Symbol, Int64})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, RecipesPipeline.DefaultsDict, Symbol, Int64})
     precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, RecipesPipeline.DefaultsDict, Symbol, Int64})
     precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict, Symbol, Int64})
     precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict, Symbol, Int64})
     precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.PlotlyBackend}, Plots.Subplot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Symbol, Int64})
     precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.PlotlyBackend}, Plots.Subplot{Plots.PlotlyBackend}, RecipesPipeline.DefaultsDict, Symbol, Int64})
     precompile(Tuple{typeof(Plots._update_axis_colors), Plots.Axis})
+    precompile(Tuple{typeof(Plots._update_axis_colors), Plots.Axis})
+    precompile(Tuple{typeof(Plots._update_axis_links), Plots.Plot{Plots.GRBackend}, Plots.Axis, Symbol})
     precompile(Tuple{typeof(Plots._update_axis_links), Plots.Plot{Plots.GRBackend}, Plots.Axis, Symbol})
     precompile(Tuple{typeof(Plots._update_axis_links), Plots.Plot{Plots.PlotlyBackend}, Plots.Axis, Symbol})
     precompile(Tuple{typeof(Plots._update_clims), Float64, Float64, Float64, Float64})
     precompile(Tuple{typeof(Plots._update_clims), Float64, Float64, Int64, Int64})
     precompile(Tuple{typeof(Plots._update_min_padding!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}})
     precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.PlotlyBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots._update_series_attributes!), RecipesPipeline.DefaultsDict, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._update_series_attributes!), RecipesPipeline.DefaultsDict, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._update_series_attributes!), RecipesPipeline.DefaultsDict, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots._update_series_attributes!), RecipesPipeline.DefaultsDict, Plots.Plot{Plots.PlotlyBackend}, Plots.Subplot{Plots.PlotlyBackend}})
     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._update_subplot_args), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots._update_subplot_args), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict, Int64, Bool})
     precompile(Tuple{typeof(Plots._update_subplot_args), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict, Int64, Bool})
     precompile(Tuple{typeof(Plots._update_subplot_args), Plots.Plot{Plots.PlotlyBackend}, Plots.Subplot{Plots.PlotlyBackend}, Base.Dict{Symbol, Any}, Int64, Bool})
     precompile(Tuple{typeof(Plots._update_subplot_args), Plots.Plot{Plots.PlotlyBackend}, Plots.Subplot{Plots.PlotlyBackend}, RecipesPipeline.DefaultsDict, Int64, Bool})
     precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots._update_subplot_periphery), Plots.Subplot{Plots.GRBackend}, Array{Any, 1}})
+    precompile(Tuple{typeof(Plots._update_subplot_periphery), Plots.Subplot{Plots.GRBackend}, Array{Any, 1}})
     precompile(Tuple{typeof(Plots._update_subplot_periphery), Plots.Subplot{Plots.PlotlyBackend}, Array{Any, 1}})
     precompile(Tuple{typeof(Plots.addExtension), String, String})
     precompile(Tuple{typeof(Plots.add_layout_pct!), Base.Dict{Symbol, Any}, Expr, Int64, Int64})
+    precompile(Tuple{typeof(Plots.add_layout_pct!), Base.Dict{Symbol, Any}, Expr, Int64, Int64})
+    precompile(Tuple{typeof(Plots.add_layout_pct!), Base.Dict{Symbol, Any}, Expr, Int64, Int64})
+    precompile(Tuple{typeof(Plots.aliasesAndAutopick), RecipesPipeline.DefaultsDict, Symbol, Base.Dict{Symbol, Symbol}, Array{Symbol, 1}, Int64})
     precompile(Tuple{typeof(Plots.aliasesAndAutopick), RecipesPipeline.DefaultsDict, Symbol, Base.Dict{Symbol, Symbol}, Array{Symbol, 1}, Int64})
     precompile(Tuple{typeof(Plots.allAlphas), Int64})
     precompile(Tuple{typeof(Plots.allStyles), Int64})
     precompile(Tuple{typeof(Plots.allStyles), Symbol})
     precompile(Tuple{typeof(Plots.annotate!), Array{Tuple{Int64, Float64, Plots.PlotText}, 1}})
+    precompile(Tuple{typeof(Plots.annotate!), Array{Tuple{Int64, Float64, Plots.PlotText}, 1}})
     precompile(Tuple{typeof(Plots.arrow), Int64})
     precompile(Tuple{typeof(Plots.attr), Plots.EmptyLayout, Symbol, Symbol})
     precompile(Tuple{typeof(Plots.attr), Plots.EmptyLayout, Symbol})
-    precompile(Tuple{typeof(Plots.autopick), Array{ColorTypes.RGBA{Float64}, 1}, Int64})
     precompile(Tuple{typeof(Plots.autopick_ignore_none_auto), Array{Symbol, 1}, Int64})
     precompile(Tuple{typeof(Plots.axis_drawing_info), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.axis_drawing_info), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.axis_drawing_info_3d), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.axis_drawing_info_3d), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol, Bool, Bool})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol, Bool, Bool})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol})
     precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol})
     precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.PlotlyBackend}, Symbol, Bool, Bool})
     precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.PlotlyBackend}, Symbol})
     precompile(Tuple{typeof(Plots.backend), Plots.GRBackend})
     precompile(Tuple{typeof(Plots.backend), Plots.PlotlyBackend})
     precompile(Tuple{typeof(Plots.backend), Symbol})
+    precompile(Tuple{typeof(Plots.backend), Symbol})
     precompile(Tuple{typeof(Plots.backend)})
+    precompile(Tuple{typeof(Plots.backend)})
+    precompile(Tuple{typeof(Plots.bar), Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.bar), Array{Float64, 1}})
     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.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.bbox!), Plots.Subplot{Plots.PlotlyBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
     precompile(Tuple{typeof(Plots.bbox), Float64, Float64, Float64, Float64})
     precompile(Tuple{typeof(Plots.bbox), Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}})
+    precompile(Tuple{typeof(Plots.bbox), Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}})
     precompile(Tuple{typeof(Plots.bbox_to_pcts), 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}, Bool})
     precompile(Tuple{typeof(Plots.bbox_to_pcts), 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}})
     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}}}})
@@ -242,24 +349,37 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.bottompad), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.bottompad), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64, Array{Plots.Plot{T} where T<:RecipesBase.AbstractBackend, 1}})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64, Array{Plots.Plot{T} where T<:RecipesBase.AbstractBackend, 1}})
     precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.build_layout), RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.build_layout), RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.calc_num_subplots), Plots.EmptyLayout})
     precompile(Tuple{typeof(Plots.calc_num_subplots), Plots.GridLayout})
     precompile(Tuple{typeof(Plots.color_or_nothing!), RecipesPipeline.DefaultsDict, Symbol})
+    precompile(Tuple{typeof(Plots.color_or_nothing!), RecipesPipeline.DefaultsDict, Symbol})
+    precompile(Tuple{typeof(Plots.colorbar_style), Plots.Series})
     precompile(Tuple{typeof(Plots.colorbar_style), Plots.Series})
     precompile(Tuple{typeof(Plots.compute_gridsize), Int64, Int64, Int64})
     precompile(Tuple{typeof(Plots.concatenate_fillrange), Base.UnitRange{Int64}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
     precompile(Tuple{typeof(Plots.contour), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    precompile(Tuple{typeof(Plots.contour), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
     precompile(Tuple{typeof(Plots.contour_levels), Plots.Series, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.convertLegendValue), Bool})
     precompile(Tuple{typeof(Plots.convertLegendValue), Symbol})
     precompile(Tuple{typeof(Plots.convert_sci_unicode), String})
+    precompile(Tuple{typeof(Plots.convert_sci_unicode), String})
     precompile(Tuple{typeof(Plots.convert_to_polar), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}, Tuple{Int64, Float64}})
     precompile(Tuple{typeof(Plots.copy_series!), Plots.Series, Symbol})
     precompile(Tuple{typeof(Plots.create_grid), Expr})
+    precompile(Tuple{typeof(Plots.create_grid), Expr})
+    precompile(Tuple{typeof(Plots.create_grid), Expr})
     precompile(Tuple{typeof(Plots.create_grid), Symbol})
     precompile(Tuple{typeof(Plots.create_grid_curly), Expr})
+    precompile(Tuple{typeof(Plots.create_grid_curly), Expr})
+    precompile(Tuple{typeof(Plots.create_grid_curly), Expr})
+    precompile(Tuple{typeof(Plots.create_grid_vcat), Expr})
+    precompile(Tuple{typeof(Plots.create_grid_vcat), Expr})
     precompile(Tuple{typeof(Plots.create_grid_vcat), Expr})
     precompile(Tuple{typeof(Plots.default), Symbol, Bool})
     precompile(Tuple{typeof(Plots.default), Symbol, Int64})
@@ -267,54 +387,89 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.default), Symbol, Symbol})
     precompile(Tuple{typeof(Plots.default), Symbol})
     precompile(Tuple{typeof(Plots.default_should_widen), Plots.Axis})
+    precompile(Tuple{typeof(Plots.default_should_widen), Plots.Axis})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{Any, 1}})
     precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{String, 1}})
     precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{Union{Base.Missing, Float64}, 1}})
     precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Base.Missing})
     precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Char})
     precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, String})
     precompile(Tuple{typeof(Plots.ensure_gradient!), RecipesPipeline.DefaultsDict, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), RecipesPipeline.DefaultsDict, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), RecipesPipeline.DefaultsDict, Symbol, Symbol})
     precompile(Tuple{typeof(Plots.error_coords), Array{Float64, 1}, Array{Float64, 1}, Array{Float64, 1}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.error_coords), Array{Float64, 1}, Array{Float64, 1}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.error_style!), RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.error_zipit), Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Int64, 1}})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Int64, 1}})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.OneTo{Int64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.OneTo{Int64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.UnitRange{Int64}})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.UnitRange{Int64}})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Float64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Float64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Int64})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Int64})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, RecipesPipeline.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, RecipesPipeline.Surface{Array{Float64, 2}}})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Subplot{Plots.GRBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Subplot{Plots.PlotlyBackend}, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.extend_by_data!), Array{Float64, 1}, Float64})
     precompile(Tuple{typeof(Plots.extend_series_data!), Plots.Series, Float64, Symbol})
     precompile(Tuple{typeof(Plots.fakedata), Int64, Int64})
+    precompile(Tuple{typeof(Plots.fakedata), Int64, Int64})
+    precompile(Tuple{typeof(Plots.fakedata), Int64, Int64})
+    precompile(Tuple{typeof(Plots.fg_color), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.fg_color), RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.fg_color), RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.font), Int64, Int})
+    precompile(Tuple{typeof(Plots.font), Int64, Int})
+    precompile(Tuple{typeof(Plots.font), String, Int})
     precompile(Tuple{typeof(Plots.font), String, Int})
     precompile(Tuple{typeof(Plots.font), Symbol, Int})
+    precompile(Tuple{typeof(Plots.font), Symbol, Int})
+    precompile(Tuple{typeof(Plots.frame), Plots.Animation, Plots.Plot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.frame), Plots.Animation, Plots.Plot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.frame), Plots.Animation})
     precompile(Tuple{typeof(Plots.get_aspect_ratio), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.get_aspect_ratio), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.get_aspect_ratio), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.get_axis), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.get_axis), Plots.Subplot{Plots.GRBackend}, Symbol})
     precompile(Tuple{typeof(Plots.get_axis), Plots.Subplot{Plots.PlotlyBackend}, Symbol})
     precompile(Tuple{typeof(Plots.get_clims), Plots.Series})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Series})
     precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.PlotlyBackend}, Plots.Series})
     precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.PlotlyBackend}})
+    precompile(Tuple{typeof(Plots.get_colorgradient), Plots.Series})
+    precompile(Tuple{typeof(Plots.get_colorgradient), Plots.Series})
     precompile(Tuple{typeof(Plots.get_fillalpha), Plots.Series, Int64})
     precompile(Tuple{typeof(Plots.get_fillalpha), Plots.Series})
     precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Float64, Float64, Int64})
     precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Tuple{Float64, Float64}, Int64})
     precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.get_gradient), PlotUtils.ContinuousColorGradient})
     precompile(Tuple{typeof(Plots.get_linealpha), Plots.Series, Int64})
     precompile(Tuple{typeof(Plots.get_linealpha), Plots.Series})
     precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}, Int64})
     precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}, Int64})
     precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.get_linestyle), Plots.Series, Int64})
@@ -323,23 +478,30 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.get_linewidth), Plots.Series})
     precompile(Tuple{typeof(Plots.get_markeralpha), Plots.Series, Int64})
     precompile(Tuple{typeof(Plots.get_markercolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.get_markercolor), Plots.Series, Float64, Float64, Int64})
     precompile(Tuple{typeof(Plots.get_markerstrokealpha), Plots.Series, Int64})
     precompile(Tuple{typeof(Plots.get_markerstrokecolor), Plots.Series, Int64})
     precompile(Tuple{typeof(Plots.get_markerstrokewidth), Plots.Series, Int64})
     precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{Any, 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.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{String, 1}}})
     precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Int64, 1}, Array{String, 1}}})
     precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
     precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.PlotlyBackend}, Int64, Symbol})
     precompile(Tuple{typeof(Plots.get_series_color), Int64, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
     precompile(Tuple{typeof(Plots.get_series_color), Int64, Plots.Subplot{Plots.PlotlyBackend}, Int64, Symbol})
-    precompile(Tuple{typeof(Plots.get_series_color), PlotUtils.ColorGradient, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
-    precompile(Tuple{typeof(Plots.get_series_color), PlotUtils.ColorGradient, Plots.Subplot{Plots.PlotlyBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), PlotUtils.ColorPalette, Plots.Subplot{Plots.PlotlyBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), PlotUtils.ContinuousColorGradient, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), PlotUtils.ContinuousColorGradient, Plots.Subplot{Plots.PlotlyBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
     precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
     precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.PlotlyBackend}, Int64, Symbol})
     precompile(Tuple{typeof(Plots.get_subplot), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.get_subplot), Plots.Plot{Plots.PlotlyBackend}, Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.get_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis})
+    precompile(Tuple{typeof(Plots.get_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis})
+    precompile(Tuple{typeof(Plots.get_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis})
     precompile(Tuple{typeof(Plots.get_ticks), Plots.Subplot{Plots.PlotlyBackend}, Plots.Axis})
     precompile(Tuple{typeof(Plots.get_xy), Array{Plots.OHLC{T} where T<:Real, 1}, Base.OneTo{Int64}})
     precompile(Tuple{typeof(Plots.get_xy), Plots.OHLC{Float64}, Int64, Float64})
@@ -349,9 +511,13 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.gr_colorbar_colors), Plots.Series, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.gr_contour_levels), Plots.Series, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.gr_display), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots.gr_display), Plots.Plot{Plots.GRBackend}, String})
+    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.gr_display), Plots.Subplot{Plots.GRBackend}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.gr_draw_colorbar), Plots.GRColorbar, Plots.Subplot{Plots.GRBackend}, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.gr_draw_marker), Plots.Series, Float64, Float64, Tuple{Float64, Float64}, Int64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Plots.Series, Float64, Float64, Tuple{Float64, Float64}, Int64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Plots.Series, Float64, Float64, Tuple{Float64, Float64}, Int64, Int64, Symbol})
     precompile(Tuple{typeof(Plots.gr_draw_marker), Plots.Series, Float64, Float64, Tuple{Float64, Float64}, Int64, Int64, Symbol})
     precompile(Tuple{typeof(Plots.gr_draw_marker), Plots.Series, Int64, Float64, Tuple{Float64, Float64}, Int64, Float64, Plots.Shape})
     precompile(Tuple{typeof(Plots.gr_draw_marker), Plots.Series, Int64, Float64, Tuple{Float64, Float64}, Int64, Float64, Symbol})
@@ -360,6 +526,8 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.gr_draw_marker), Plots.Series, Int64, Int64, Tuple{Float64, Float64}, Int64, Int64, Plots.Shape})
     precompile(Tuple{typeof(Plots.gr_draw_marker), Plots.Series, Int64, Int64, Tuple{Float64, Float64}, Int64, Int64, Symbol})
     precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
     precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
@@ -372,10 +540,12 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Float64, Float64, Tuple{Float64, Float64}, Int64})
     precompile(Tuple{typeof(Plots.gr_fill_viewport), Array{Float64, 1}, ColorTypes.RGBA{Float64}})
-    precompile(Tuple{typeof(Plots.gr_get_color), Plots.Series})
     precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{Any, 1}}, Int64})
     precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{String, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{String, 1}}, Int64})
     precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Int64, 1}, Array{String, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.gr_getcolorind), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.gr_inqtext), Int64, Int64, String})
     precompile(Tuple{typeof(Plots.gr_inqtext), Int64, Int64, String})
     precompile(Tuple{typeof(Plots.gr_legend_pos), Plots.Subplot{Plots.GRBackend}, Float64, Float64})
     precompile(Tuple{typeof(Plots.gr_polaraxes), Int64, Float64, Plots.Subplot{Plots.GRBackend}})
@@ -385,12 +555,15 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.gr_set_fill), ColorTypes.RGBA{Float64}})
     precompile(Tuple{typeof(Plots.gr_set_fillcolor), ColorTypes.RGBA{Float64}})
     precompile(Tuple{typeof(Plots.gr_set_font), Plots.Font})
-    precompile(Tuple{typeof(Plots.gr_set_gradient), PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), PlotUtils.ContinuousColorGradient})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), Plots.Series})
     precompile(Tuple{typeof(Plots.gr_set_gradient), Plots.Series})
     precompile(Tuple{typeof(Plots.gr_set_line), Float64, Symbol, ColorTypes.RGBA{Float64}})
     precompile(Tuple{typeof(Plots.gr_set_line), Int64, Symbol, ColorTypes.RGBA{Float64}})
-    precompile(Tuple{typeof(Plots.gr_set_line), Int64, Symbol, PlotUtils.ColorGradient})
-    precompile(Tuple{typeof(Plots.gr_set_linecolor), PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots.gr_set_line), Int64, Symbol, PlotUtils.ContinuousColorGradient})
+    precompile(Tuple{typeof(Plots.gr_set_linecolor), PlotUtils.ContinuousColorGradient})
     precompile(Tuple{typeof(Plots.gr_set_markercolor), ColorTypes.RGBA{Float64}})
     precompile(Tuple{typeof(Plots.gr_set_textcolor), ColorTypes.RGBA{Float64}})
     precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}, Float64})
@@ -400,45 +573,71 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.gr_set_viewport_cmap), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.gr_set_viewport_polar)})
     precompile(Tuple{typeof(Plots.gr_set_xticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_set_xticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_set_yticks_font), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.gr_set_yticks_font), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.gr_text), Float64, Float64, String})
+    precompile(Tuple{typeof(Plots.gr_text), Float64, Float64, String})
+    precompile(Tuple{typeof(Plots.gr_text_size), String, Int64})
     precompile(Tuple{typeof(Plots.gr_text_size), String, Int64})
     precompile(Tuple{typeof(Plots.gr_text_size), String})
     precompile(Tuple{typeof(Plots.gr_tick_label), Plots.Axis, String})
+    precompile(Tuple{typeof(Plots.gr_tick_label), Plots.Axis, String})
+    precompile(Tuple{typeof(Plots.gr_update_colorbar!), Plots.GRColorbar, Plots.Series})
     precompile(Tuple{typeof(Plots.gr_update_colorbar!), Plots.GRColorbar, Plots.Series})
     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_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_w3tondc), Float64, Float64, Float64})
-    precompile(Tuple{typeof(Plots.gr_w3tondc), Int64, Float64, Float64})
     precompile(Tuple{typeof(Plots.gui), Plots.Plot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.gui), Plots.Plot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.guide_padding), Plots.Axis})
     precompile(Tuple{typeof(Plots.guidefont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.guidefont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
     precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
     precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, ColorTypes.RGBA{Float64}, Symbol})
     precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Plots.Shape, Symbol})
     precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
     precompile(Tuple{typeof(Plots.has_attribute_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots.has_attribute_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots.hascolorbar), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.hascolorbar), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.hascolorbar), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.hasgrid), Symbol, Symbol})
     precompile(Tuple{typeof(Plots.heatmap), Array{Dates.DateTime, 1}, Int})
+    precompile(Tuple{typeof(Plots.heatmap), Array{Dates.DateTime, 1}, Int})
     precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Array{Float64, 1}, Symbol, Tuple{Int64, Int64}})
     precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Base.UnitRange{Int64}, Symbol, Tuple{Int64, Int64}})
     precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Bool})
     precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.OneTo{Int64}, Symbol, Base.OneTo{Int64}, Symbol, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.OneTo{Int64}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.OneTo{Int64}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.OneTo{Int64}, Symbol})
     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.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Bool})
     precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.UnitRange{Int64}, Symbol, Bool})
     precompile(Tuple{typeof(Plots.heatmap_edges), Base.UnitRange{Int64}, Symbol, Bool})
     precompile(Tuple{typeof(Plots.heatmap_edges), Base.UnitRange{Int64}, Symbol})
     precompile(Tuple{typeof(Plots.ignorenan_extrema), Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.ignorenan_extrema), Array{Float64, 2}})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Base.OneTo{Int64}})
     precompile(Tuple{typeof(Plots.ignorenan_extrema), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
     precompile(Tuple{typeof(Plots.ignorenan_extrema), Base.StepRange{Int64, Int64}})
     precompile(Tuple{typeof(Plots.ignorenan_extrema), Plots.Axis})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Plots.Axis})
+    precompile(Tuple{typeof(Plots.ignorenan_maximum), Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.ignorenan_maximum), Base.OneTo{Int64}})
     precompile(Tuple{typeof(Plots.ignorenan_minimum), Array{Int64, 1}})
     precompile(Tuple{typeof(Plots.ignorenan_minimum), Base.OneTo{Int64}})
+    precompile(Tuple{typeof(Plots.include), String})
     precompile(Tuple{typeof(Plots.inline), Plots.Plot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.inline), Plots.Plot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.intersection_point), Float64, Float64, Float64, Float64, Float64, Float64})
@@ -449,6 +648,8 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.is_2tuple), Tuple{Int64, Float64}})
     precompile(Tuple{typeof(Plots.is_2tuple), Tuple{Int64, Int64}})
     precompile(Tuple{typeof(Plots.is_2tuple), Tuple{Int64, Measures.BoundingBox{Tuple{Measures.Length{:w, Float64}, Measures.Length{:h, Float64}}, Tuple{Measures.Length{:w, Float64}, Measures.Length{:h, Float64}}}}})
+    precompile(Tuple{typeof(Plots.is_attr_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.is_attr_supported), Symbol})
     precompile(Tuple{typeof(Plots.is_axis_attr), Symbol})
     precompile(Tuple{typeof(Plots.is_axis_attr_noletter), Symbol})
     precompile(Tuple{typeof(Plots.is_default_attribute), Symbol})
@@ -456,6 +657,8 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.is_marker_supported), Plots.PlotlyBackend, Symbol})
     precompile(Tuple{typeof(Plots.is_marker_supported), Plots.Shape})
     precompile(Tuple{typeof(Plots.is_marker_supported), Plots.Stroke})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Plots.Stroke})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Symbol})
     precompile(Tuple{typeof(Plots.is_marker_supported), Symbol})
     precompile(Tuple{typeof(Plots.is_scale_supported), Plots.GRBackend, Symbol})
     precompile(Tuple{typeof(Plots.is_scale_supported), Plots.PlotlyBackend, Symbol})
@@ -463,17 +666,20 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.is_seriestype_supported), Plots.GRBackend, Symbol})
     precompile(Tuple{typeof(Plots.is_seriestype_supported), Plots.PlotlyBackend, Symbol})
     precompile(Tuple{typeof(Plots.is_seriestype_supported), Symbol})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Symbol})
     precompile(Tuple{typeof(Plots.is_style_supported), Plots.GRBackend, Symbol})
     precompile(Tuple{typeof(Plots.is_style_supported), Plots.PlotlyBackend, Symbol})
     precompile(Tuple{typeof(Plots.is_subplot_attr), Symbol})
     precompile(Tuple{typeof(Plots.is_uniformly_spaced), Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.iscontour), Plots.Series})
+    precompile(Tuple{typeof(Plots.iscontour), Plots.Series})
     precompile(Tuple{typeof(Plots.isijulia)})
     precompile(Tuple{typeof(Plots.ispolar), Plots.Series})
     precompile(Tuple{typeof(Plots.ispolar), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.ispolar), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.isvertical), Base.Dict{Symbol, Any}})
     precompile(Tuple{typeof(Plots.isvertical), RecipesPipeline.DefaultsDict})
+    precompile(Tuple{typeof(Plots.isvertical), RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.iter_segments), Array{Float64, 1}, Array{Float64, 1}, Int})
     precompile(Tuple{typeof(Plots.iter_segments), Array{Float64, 1}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.iter_segments), Array{Int64, 1}, Array{Float64, 1}})
@@ -483,9 +689,11 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.iter_segments), Base.StepRange{Int64, Int64}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.iter_segments), Base.UnitRange{Int64}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.iter_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots.iter_segments), Plots.Series})
     precompile(Tuple{typeof(Plots.labelfunc), Symbol, Plots.GRBackend})
     precompile(Tuple{typeof(Plots.labelfunc), Symbol, Plots.PlotlyBackend})
     precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}, Int64})
     precompile(Tuple{typeof(Plots.layout_args), Int64, Int64})
     precompile(Tuple{typeof(Plots.layout_args), Int64, Plots.GridLayout})
     precompile(Tuple{typeof(Plots.layout_args), Int64, Tuple{Int64, Int64}})
@@ -497,17 +705,23 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.leftpad), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.leftpad), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.legendfont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.legendfont), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.legendfont), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.legendtitlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.legendtitlefont), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.like_histogram), Symbol})
     precompile(Tuple{typeof(Plots.link_axes!), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.link_axes!), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Axis, Plots.Axis})
     precompile(Tuple{typeof(Plots.link_axes!), Plots.Axis, Plots.Axis})
     precompile(Tuple{typeof(Plots.link_axes!), Plots.Axis})
     precompile(Tuple{typeof(Plots.link_axes!), Plots.GridLayout, Symbol})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.GridLayout, Symbol})
     precompile(Tuple{typeof(Plots.link_axes!), Plots.Subplot{Plots.GRBackend}, Symbol})
     precompile(Tuple{typeof(Plots.link_axes!), Plots.Subplot{Plots.PlotlyBackend}, Symbol})
     precompile(Tuple{typeof(Plots.link_subplots), Array{RecipesBase.AbstractLayout, 1}, Symbol})
     precompile(Tuple{typeof(Plots.locate_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText})
+    precompile(Tuple{typeof(Plots.locate_annotation), Plots.Subplot{Plots.PlotlyBackend}, Int64, Float64, Plots.PlotText})
     precompile(Tuple{typeof(Plots.make_fillrange_from_ribbon), Base.Dict{Symbol, Any}})
     precompile(Tuple{typeof(Plots.make_fillrange_side), Base.UnitRange{Int64}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.make_fillrange_side), Base.UnitRange{Int64}, Base.LinRange{Float64}})
@@ -519,9 +733,11 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.make_steps), Nothing, Symbol})
     precompile(Tuple{typeof(Plots.nanappend!), Array{Float64, 1}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.ohlc), Array{Plots.OHLC{T} where T<:Real, 1}})
+    precompile(Tuple{typeof(Plots.ohlc), Array{Plots.OHLC{T} where T<:Real, 1}})
     precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Base.StepRange{Int64, Int64}})
     precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Base.UnitRange{Int64}})
     precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
     precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.PlotlyBackend}, Plots.Axis, Base.UnitRange{Int64}})
     precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.PlotlyBackend}, Plots.Axis, Nothing})
     precompile(Tuple{typeof(Plots.parse_axis_kw), Symbol})
@@ -536,10 +752,18 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.plotly_apply_aspect_ratio), Plots.Subplot{Plots.PlotlyBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.plotly_axis), Plots.Plot{Plots.PlotlyBackend}, Plots.Axis, Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.plotly_colorbar_hack), Plots.Series, Base.Dict{Symbol, Any}, Symbol})
-    precompile(Tuple{typeof(Plots.plotly_colorscale), PlotUtils.ColorGradient, Nothing})
+    precompile(Tuple{typeof(Plots.plotly_colorscale), PlotUtils.CategoricalColorGradient, Int64})
+    precompile(Tuple{typeof(Plots.plotly_colorscale), PlotUtils.CategoricalColorGradient, Nothing})
+    precompile(Tuple{typeof(Plots.plotly_colorscale), PlotUtils.ColorPalette, Nothing})
+    precompile(Tuple{typeof(Plots.plotly_colorscale), PlotUtils.ContinuousColorGradient, Int64})
+    precompile(Tuple{typeof(Plots.plotly_colorscale), PlotUtils.ContinuousColorGradient, Nothing})
     precompile(Tuple{typeof(Plots.plotly_data), Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.plotly_data), Array{Int64, 1}})
     precompile(Tuple{typeof(Plots.plotly_data), Array{String, 1}})
+    precompile(Tuple{typeof(Plots.plotly_data), Base.OneTo{Int64}})
+    precompile(Tuple{typeof(Plots.plotly_data), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots.plotly_data), Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.plotly_data), Base.UnitRange{Int64}})
     precompile(Tuple{typeof(Plots.plotly_data), Plots.Series, Symbol, Array{Float64, 1}})
     precompile(Tuple{typeof(Plots.plotly_data), Plots.Series, Symbol, Array{Int64, 1}})
     precompile(Tuple{typeof(Plots.plotly_data), Plots.Series, Symbol, Array{String, 1}})
@@ -583,13 +807,24 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.plotly_series_segments), Plots.Series, Base.Dict{Symbol, Any}, Base.UnitRange{Int64}, Array{Float64, 1}, Nothing, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.plotly_series_segments), Plots.Series, Base.Dict{Symbol, Any}, Nothing, Nothing, Nothing, Tuple{Float64, Float64}})
     precompile(Tuple{typeof(Plots.plotly_series_shapes), Plots.Plot{Plots.PlotlyBackend}, Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.plotly_surface_data), Plots.Series, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.plotly_surface_data), Plots.Series, Base.OneTo{Int64}})
+    precompile(Tuple{typeof(Plots.plotly_surface_data), Plots.Series, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots.plotly_surface_data), Plots.Series, Base.UnitRange{Int64}})
     precompile(Tuple{typeof(Plots.plotly_surface_data), Plots.Series, RecipesPipeline.Surface{Array{Float64, 2}}})
     precompile(Tuple{typeof(Plots.png), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots.png), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.PlotlyBackend}})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Bool})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Float64})
     precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Int64})
     precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
     precompile(Tuple{typeof(Plots.processFontArg!), Base.Dict{Symbol, Any}, Symbol, Int64})
     precompile(Tuple{typeof(Plots.processFontArg!), Base.Dict{Symbol, Any}, Symbol, String})
     precompile(Tuple{typeof(Plots.processFontArg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
@@ -599,16 +834,27 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
     precompile(Tuple{typeof(Plots.processGridArg!), RecipesPipeline.DefaultsDict, Bool, Symbol})
     precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
     precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Float64})
     precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Int64})
     precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
     precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
     precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Bool})
     precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, ColorTypes.RGBA{Float64}})
     precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Int64})
     precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Int64})
     precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Plots.Shape})
     precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Plots.Stroke})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Plots.Stroke})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Symbol})
     precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Symbol})
     precompile(Tuple{typeof(Plots.processMinorGridArg!), Base.Dict{Symbol, Any}, Bool, Symbol})
     precompile(Tuple{typeof(Plots.process_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText, Plots.Font})
@@ -618,8 +864,11 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Base.StepRange{Int64, Int64}, Symbol})
     precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, String, Symbol})
     precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
     precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Tuple{Int64, Int64}, Symbol})
     precompile(Tuple{typeof(Plots.recompute_lengths), Array{Measures.Measure, 1}})
+    precompile(Tuple{typeof(Plots.recompute_lengths), Array{Measures.Measure, 1}})
+    precompile(Tuple{typeof(Plots.recompute_lengths), Array{Measures.Measure, 1}})
     precompile(Tuple{typeof(Plots.replaceAlias!), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}})
     precompile(Tuple{typeof(Plots.replaceAlias!), RecipesPipeline.DefaultsDict, Symbol, Base.Dict{Symbol, Symbol}})
     precompile(Tuple{typeof(Plots.replaceAliases!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Symbol}})
@@ -633,17 +882,25 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.series_annotations), Array{Any, 1}})
     precompile(Tuple{typeof(Plots.series_annotations), Plots.SeriesAnnotations})
     precompile(Tuple{typeof(Plots.series_annotations_shapes!), Plots.Series, Symbol})
+    precompile(Tuple{typeof(Plots.series_annotations_shapes!), Plots.Series, Symbol})
     precompile(Tuple{typeof(Plots.series_idx), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
     precompile(Tuple{typeof(Plots.shape_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.shape_data), Plots.Series, Int64})
     precompile(Tuple{typeof(Plots.should_add_to_legend), Plots.Series})
+    precompile(Tuple{typeof(Plots.should_add_to_legend), Plots.Series})
+    precompile(Tuple{typeof(Plots.showaxis), Symbol, Symbol})
     precompile(Tuple{typeof(Plots.showaxis), Symbol, Symbol})
     precompile(Tuple{typeof(Plots.shrink_by), Float64, Float64, Float64})
     precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Int64, Bool})
     precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, RecipesPipeline.DefaultsDict, Symbol, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, RecipesPipeline.DefaultsDict, Symbol, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), RecipesPipeline.DefaultsDict, RecipesPipeline.DefaultsDict, Symbol, Int64, Bool})
     precompile(Tuple{typeof(Plots.slice_arg!), RecipesPipeline.DefaultsDict, RecipesPipeline.DefaultsDict, Symbol, Int64, Bool})
     precompile(Tuple{typeof(Plots.slice_arg), Array{ColorTypes.RGBA{Float64}, 2}, Int64})
     precompile(Tuple{typeof(Plots.slice_arg), Array{Float64, 2}, Int64})
     precompile(Tuple{typeof(Plots.slice_arg), Array{Measures.Length{:mm, Float64}, 2}, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{PlotUtils.ContinuousColorGradient, 2}, Int64})
     precompile(Tuple{typeof(Plots.slice_arg), Array{String, 2}, Int64})
     precompile(Tuple{typeof(Plots.slice_arg), Array{Symbol, 2}, Int64})
     precompile(Tuple{typeof(Plots.slice_arg), Base.ReshapedArray{Int64, 2, Base.UnitRange{Int64}, Tuple{}}, Int64})
@@ -661,43 +918,69 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.slice_arg), Tuple{Int64, Int64}, Int64})
     precompile(Tuple{typeof(Plots.slice_arg), typeof(identity), Int64})
     precompile(Tuple{typeof(Plots.straightline_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.straightline_data), Plots.Series, Int64})
     precompile(Tuple{typeof(Plots.straightline_data), Tuple{Int64, Int64}, Tuple{Float64, Float64}, Array{Float64, 1}, Array{Float64, 1}, Int64})
     precompile(Tuple{typeof(Plots.stroke), Int64, Int})
+    precompile(Tuple{typeof(Plots.stroke), Int64, Int})
     precompile(Tuple{typeof(Plots.supported_markers), Plots.GRBackend})
     precompile(Tuple{typeof(Plots.supported_markers), Plots.PlotlyBackend})
     precompile(Tuple{typeof(Plots.supported_markers)})
+    precompile(Tuple{typeof(Plots.supported_markers)})
     precompile(Tuple{typeof(Plots.supported_styles), Plots.GRBackend})
     precompile(Tuple{typeof(Plots.supported_styles), Plots.PlotlyBackend})
     precompile(Tuple{typeof(Plots.supported_styles)})
+    precompile(Tuple{typeof(Plots.supported_styles)})
     precompile(Tuple{typeof(Plots.test_examples), Symbol})
     precompile(Tuple{typeof(Plots.text), String, Int64, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.text), String, Int64, Symbol, Symbol})
     precompile(Tuple{typeof(Plots.text), String, Plots.Font})
     precompile(Tuple{typeof(Plots.text), String, Symbol, Int64, Int})
+    precompile(Tuple{typeof(Plots.text), String, Symbol, Int64, Int})
+    precompile(Tuple{typeof(Plots.text), String, Symbol})
     precompile(Tuple{typeof(Plots.text), String, Symbol})
     precompile(Tuple{typeof(Plots.text_size), Int64, Int64, Int64})
     precompile(Tuple{typeof(Plots.tick_padding), Plots.Subplot{Plots.PlotlyBackend}, Plots.Axis})
     precompile(Tuple{typeof(Plots.tickfont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.tickfont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.ticksType), Tuple{Array{Float64, 1}, Array{Any, 1}}})
+    precompile(Tuple{typeof(Plots.ticksType), Tuple{Array{Float64, 1}, Array{String, 1}}})
+    precompile(Tuple{typeof(Plots.ticksType), Tuple{Array{Int64, 1}, Array{String, 1}}})
+    precompile(Tuple{typeof(Plots.title!), String})
     precompile(Tuple{typeof(Plots.title!), String})
     precompile(Tuple{typeof(Plots.title_padding), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.titlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.titlefont), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.titlefont), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.top), Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
     precompile(Tuple{typeof(Plots.toppad), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.toppad), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.transpose_z), Plots.Series, Array{Float64, 2}, Bool})
     precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
     precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
     precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.Subplot{Plots.GRBackend}, Array{Measures.Length{:mm, Float64}, 1}})
     precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.Subplot{Plots.PlotlyBackend}, Array{Measures.Length{:mm, Float64}, 1}})
     precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.vline!), Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.vline!), Array{Int64, 1}})
     precompile(Tuple{typeof(Plots.wand_edges), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.wand_edges), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.warn_on_unsupported), Plots.GRBackend, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.warn_on_unsupported), Plots.GRBackend, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.warn_on_unsupported), Plots.PlotlyBackend, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.warn_on_unsupported_args), Plots.GRBackend, RecipesPipeline.DefaultsDict})
+    precompile(Tuple{typeof(Plots.warn_on_unsupported_args), Plots.GRBackend, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.warn_on_unsupported_args), Plots.PlotlyBackend, RecipesPipeline.DefaultsDict})
     precompile(Tuple{typeof(Plots.warn_on_unsupported_scales), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.warn_on_unsupported_scales), Plots.GRBackend, Base.Dict{Symbol, Any}})
     precompile(Tuple{typeof(Plots.warn_on_unsupported_scales), Plots.PlotlyBackend, Base.Dict{Symbol, Any}})
     precompile(Tuple{typeof(Plots.widen), Float64, Float64, Symbol})
     precompile(Tuple{typeof(Plots.wraptuple), Array{Any, 1}})
@@ -711,6 +994,8 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Symbol, 2}, Int64, Float64, Plots.Stroke}})
     precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Symbol, 2}, Int64}})
     precompile(Tuple{typeof(Plots.wraptuple), Tuple{Base.LinRange{Float64}, Base.LinRange{Float64}}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Float64, Array{Symbol, 2}, Int64}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Float64, Symbol}})
     precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Array{Symbol, 2}}})
     precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Float64, Symbol, Plots.Stroke}})
     precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Float64, Symbol}})
@@ -727,14 +1012,20 @@ function _precompile_()
     precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Symbol, Symbol, Int64, Float64}})
     precompile(Tuple{typeof(Plots.wraptuple), Tuple{}})
     precompile(Tuple{typeof(Plots.write_temp_html), Plots.Plot{Plots.PlotlyBackend}})
+    precompile(Tuple{typeof(Plots.write_temp_html), Plots.Plot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.xgrid!), Plots.Plot{Plots.GRBackend}, Symbol, Int})
     precompile(Tuple{typeof(Plots.xgrid!), Plots.Plot{Plots.PlotlyBackend}, Symbol, Int})
     precompile(Tuple{typeof(Plots.xlims), Int64})
+    precompile(Tuple{typeof(Plots.xlims), Int64})
+    precompile(Tuple{typeof(Plots.xlims), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.xlims), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.xlims), Plots.Subplot{Plots.PlotlyBackend}})
     precompile(Tuple{typeof(Plots.xy_mm_to_pcts), Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}})
     precompile(Tuple{typeof(Plots.yaxis!), String, Symbol})
+    precompile(Tuple{typeof(Plots.yaxis!), String, Symbol})
     precompile(Tuple{typeof(Plots.ylims), Int64})
+    precompile(Tuple{typeof(Plots.ylims), Int64})
+    precompile(Tuple{typeof(Plots.ylims), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.ylims), Plots.Subplot{Plots.GRBackend}})
     precompile(Tuple{typeof(Plots.ylims), Plots.Subplot{Plots.PlotlyBackend}})
 end

src/recipes.jl

@@ -1019,7 +1019,7 @@ error_tuple(x::Tuple) = x
 
 function error_coords(errorbar, errordata, otherdata...)
     ed = Vector{float_extended_type(errordata)}(undef, 0)
-    od = [Float64[] for _ in otherdata]
+    od = [Vector{float_extended_type(odi)}(undef, 0) for odi in otherdata]
     for (i, edi) in enumerate(errordata)
         for (j, odj) in enumerate(otherdata)
             odi = _cycle(odj, i)

src/shorthands.jl

@@ -251,7 +251,7 @@ Draw contour lines of the `Surface` z.
 
 # Example
 ```julia-repl
-julia> x = y = range(-20, 20, length = 100)
+julia> x = y = range(-20, stop = 20, length = 100)
 julia> contour(x, y, (x, y) -> x^2 + y^2)
 ```
 """
@@ -272,7 +272,7 @@ Draw a 3D surface plot.
 # Example
 ```julia-repl
 julia> using LinearAlgebra
-julia> x = y = range(-3, 3, length = 100)
+julia> x = y = range(-3, stop = 3, length = 100)
 julia> surface(x, y, (x, y) -> sinc(norm([x, y])))
 ```
 """
@@ -438,8 +438,9 @@ julia> plot(1:10)
 julia> annotate!([(7,3,"(7,3)"),(3,7,text("hey", 14, :left, :top, :green))])
 ```
 """
-annotate!(anns...; kw...)                                        = plot!(; annotation = collect(anns), kw...)
-annotate!(anns::AVec{T}; kw...) where {T<:Tuple}                 = plot!(; annotation = anns, kw...)
+annotate!(anns...; kw...)             = plot!(; annotation = anns, kw...)
+annotate!(anns::Tuple...; kw...)      = plot!(; annotation = collect(anns), kw...)
+annotate!(anns::AVec{<:Tuple}; kw...) = plot!(; annotation = anns, kw...)
 
 "Flip the current plots' x axis"
 xflip!(flip::Bool = true; kw...)                          = plot!(; xflip = flip, kw...)

src/themes.jl

@@ -14,25 +14,15 @@ function _theme(s::Symbol, defaults::AKW; kw...)
 
     # Set the theme's gradient as default
     if haskey(defaults, :colorgradient)
-        PlotUtils.clibrary(:misc)
-        PlotUtils.default_cgrad(default = :sequential, sequential = PlotThemes.gradient_name(s))
-        pop!(defaults, :colorgradient)
+        PlotUtils.default_cgrad(pop!(defaults, :colorgradient))
     else
-        PlotUtils.clibrary(:Plots)
-        PlotUtils.default_cgrad(default = :sequential, sequential = :inferno)
+        PlotUtils.default_cgrad(:default)
     end
 
     # maybe overwrite the theme's gradient
     kw = KW(kw)
     if haskey(kw, :colorgradient)
-        kwgrad = pop!(kw, :colorgradient)
-        for clib in clibraries()
-            if kwgrad in cgradients(clib)
-                PlotUtils.clibrary(clib)
-                PlotUtils.default_cgrad(default = :sequential, sequential = kwgrad)
-                break
-            end
-        end
+        PlotUtils.default_cgrad(pop!(kw, :colorgradient))
     end
 
     # Set the theme's defaults
@@ -57,12 +47,12 @@ _get_showtheme_args(thm::Symbol, func::Symbol) = thm, get(_color_functions, func
     defaults = PlotThemes._themes[thm].defaults
 
     # get the gradient
-    gradient_colors = get(defaults, :colorgradient, cgrad(:inferno).colors)
+    gradient_colors = color_list(cgrad(get(defaults, :colorgradient, :default)))
     colorgradient = cgrad(cfunc.(RGB.(gradient_colors)))
 
     # get the palette
-    palette = get(defaults, :palette, get_color_palette(:auto, plot_color(:white), 17))
-    palette = cfunc.(RGB.(palette))
+    cp = color_list(palette(get(defaults, :palette, :default)))
+    cp = cfunc.(RGB.(cp))
 
     # apply the theme
     for k in keys(defaults)
@@ -89,7 +79,7 @@ _get_showtheme_args(thm::Symbol, func::Symbol) = thm, get(_color_functions, func
     for j in 1:4
         @series begin
             subplot := 1
-            palette := palette
+            color_palette := cp
             seriestype := :path
             cumsum(randn(50))
         end
@@ -97,7 +87,7 @@ _get_showtheme_args(thm::Symbol, func::Symbol) = thm, get(_color_functions, func
         @series begin
             subplot := 2
             seriestype := :scatter
-            palette := palette
+            color_palette := cp
             marker := (:circle, :diamond, :star5, :square)[j]
             randn(10), randn(10)
         end
@@ -106,7 +96,7 @@ _get_showtheme_args(thm::Symbol, func::Symbol) = thm, get(_color_functions, func
     @series begin
         subplot := 3
         seriestype := :histogram
-        palette := palette
+        color_palette := cp
         randn(1000) .+ (0:2:4)'
     end
 

src/utils.jl

@@ -1,8 +1,8 @@
 
 function replace_image_with_heatmap(z::Array{T}) where T<:Colorant
     n, m = size(z)
-    colors = ColorGradient(vec(z))
-    newz = reshape(range(0, stop=1, length=n*m), n, m)
+    colors = palette(vec(z))
+    newz = reshape(1:n*m, n, m)
     newz, colors
 end
 
@@ -130,11 +130,13 @@ _cycle(v::AVec, indices::AVec{Int}) = map(i -> _cycle(v,i), indices)
 _cycle(v::AMat, indices::AVec{Int}) = map(i -> _cycle(v,i), indices)
 _cycle(v, indices::AVec{Int})       = fill(v, length(indices))
 
-_cycle(grad::ColorGradient, idx::Int) = _cycle(grad.colors, idx)
-_cycle(grad::ColorGradient, indices::AVec{Int}) = _cycle(grad.colors, indices)
+_cycle(cl::PlotUtils.AbstractColorList, idx::Int) = cl[mod1(idx, end)]
+_cycle(cl::PlotUtils.AbstractColorList, idx::AVec{Int}) = cl[mod1.(idx, end)]
 
-_as_gradient(grad::ColorGradient) = grad
-_as_gradient(c::Colorant) = ColorGradient([c,c])
+_as_gradient(grad) = grad
+_as_gradient(v::AbstractVector{<:Colorant}) = cgrad(v)
+_as_gradient(cp::ColorPalette) = cgrad(cp, categorical = true)
+_as_gradient(c::Colorant) = cgrad([c, c])
 
 makevec(v::AVec) = v
 makevec(v::T) where {T} = T[v]
@@ -521,8 +523,7 @@ for comp in (:line, :fill, :marker)
             if z === nothing
                 isa(c, ColorGradient) ? c : plot_color(_cycle(c, i))
             else
-                grad = isa(c, ColorGradient) ? c : cgrad()
-                grad[clamp((_cycle(z, i) - cmin) / (cmax - cmin), 0, 1)]
+                get(get_gradient(c), z[i], (cmin, cmax))
             end
         end
 
@@ -540,9 +541,28 @@ for comp in (:line, :fill, :marker)
     end
 end
 
+function get_colorgradient(series::Series)
+    st = series[:seriestype]
+    if st in (:surface, :heatmap) || isfilledcontour(series)
+        series[:fillcolor]
+    elseif st in (:contour, :wireframe)
+        series[:linecolor]
+    elseif series[:marker_z] !== nothing
+        series[:markercolor]
+    elseif series[:line_z] !==  nothing
+        series[:linecolor]
+    elseif series[:fill_z] !== nothing
+        series[:fillcolor]
+    end
+end
+
 single_color(c, v = 0.5) = c
 single_color(grad::ColorGradient, v = 0.5) = grad[v]
 
+get_gradient(c) = cgrad()
+get_gradient(cg::ColorGradient) = cg
+get_gradient(cp::ColorPalette) = cgrad(cp, categorical = true)
+
 function get_linewidth(series, i::Int = 1)
     _cycle(series[:linewidth], i)
 end

test/runtests.jl

@@ -47,26 +47,27 @@ img_tol = is_ci() ? 1e-2 : Sys.islinux() ? 1e-3 : 0.1
 
 ## Uncomment the following lines to update reference images for different backends
 
-#=
-@testset "GR" begin
-    image_comparison_facts(:gr, tol=img_tol, skip = Plots._backend_skips[:gr])
-end
+# @testset "GR" begin
+#     image_comparison_facts(:gr, tol=img_tol, skip = Plots._backend_skips[:gr])
+# end
+#
+# plotly()
+# @testset "Plotly" begin
+#     image_comparison_facts(:plotly, tol=img_tol, skip = Plots._backend_skips[:plotlyjs])
+# end
+#
+# pyplot()
+# @testset "PyPlot" begin
+#     image_comparison_facts(:pyplot, tol=img_tol, skip = Plots._backend_skips[:pyplot])
+# end
+#
+# pgfplotsx()
+# @testset "PGFPlotsX" begin
+#     image_comparison_facts(:pgfplotsx, tol=img_tol, skip = Plots._backend_skips[:pgfplotsx])
+# end
 
-plotly()
-@testset "Plotly" begin
-    image_comparison_facts(:plotly, tol=img_tol, skip = Plots._backend_skips[:plotlyjs])
-end
+# 10 Histogram2D
 
-pyplot()
-@testset "PyPlot" begin
-    image_comparison_facts(:pyplot, tol=img_tol, skip = Plots._backend_skips[:pyplot])
-end
-
-pgfplotsx()
-@testset "PGFPlotsX" begin
-    image_comparison_facts(:pgfplotsx, tol=img_tol, skip = Plots._backend_skips[:pgfplotsx])
-end
-=#
 ##
 
 @testset "Backends" begin

test/test_pgfplotsx.jl

@@ -71,7 +71,7 @@ end
       pl = scatter!(
          y,
          zcolor = abs.(y .- 0.5),
-         m = (:heat, 0.8, Plots.stroke(1, :green)),
+         m = (:hot, 0.8, Plots.stroke(1, :green)),
          ms = 10 * abs.(y .- 0.5) .+ 4,
          lab = ["grad", "", "ient"],
       )
@@ -122,7 +122,7 @@ end
       plot(
          Plots.fakedata(100, 10),
          layout = 4,
-         palette = [:grays :blues :heat :lightrainbow],
+         palette = [:grays :blues :hot :rainbow],
          bg_inside = [:orange :pink :darkblue :black],
       )
    end # testset
@@ -211,7 +211,7 @@ end
          marker_z = ((x, y) -> begin
             x + y
          end),
-         color = :bluesreds,
+         color = :bwr,
          legend = false,
       )
       plot(p1, p2)