From eafc1a784c72c925fa13dda8020d5b3f01bc3710 Mon Sep 17 00:00:00 2001 From: Thomas Breloff Date: Mon, 28 Sep 2015 11:09:45 -0400 Subject: [PATCH] working on annotations --- docs/readme_template.md | 1 + examples/annotate.ipynb | 30 +++++++++++-- src/Plots.jl | 27 ++++++------ src/args.jl | 93 ----------------------------------------- src/backends/gadfly.jl | 14 ++----- src/plot.jl | 20 +++++++++ 6 files changed, 66 insertions(+), 119 deletions(-) diff --git a/docs/readme_template.md b/docs/readme_template.md index 0c734e19..60be8add 100644 --- a/docs/readme_template.md +++ b/docs/readme_template.md @@ -168,6 +168,7 @@ xlims!{T<:Real,S<:Real}(lims::Tuple{T,S}) = plot!(xlims = lims) ylims!{T<:Real,S<:Real}(lims::Tuple{T,S}) = plot!(ylims = lims) xticks!{T<:Real}(v::AVec{T}) = plot!(xticks = v) yticks!{T<:Real}(v::AVec{T}) = plot!(yticks = v) +annotate!(annotations) = plot!(annotation = annotations) ``` Some keyword arguments you can set: diff --git a/examples/annotate.ipynb b/examples/annotate.ipynb index d5c7be5d..aaf3b9a5 100644 --- a/examples/annotate.ipynb +++ b/examples/annotate.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -16,12 +16,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "Plot{Plots.GadflyPackage() n=1}" ] }, - "execution_count": 3, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -39,6 +39,30 @@ "plot(y, ann=[(3,y[3],\"this is #3\"), (8,y[8],\"this is #8\")], size=(600,400))" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Plot{Plots.GadflyPackage() n=1}" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot(y, ann=(3,y[3],\"this is #3\"), size=(600,400))\n", + "annotate!([(5,y[5],\"this is #5\"),(8.4,y[10],\"this is #10\")])" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/src/Plots.jl b/src/Plots.jl index dfbeb2c7..d3530630 100644 --- a/src/Plots.jl +++ b/src/Plots.jl @@ -43,6 +43,7 @@ export ylims!, xticks!, yticks!, + annotate!, savepng, gui, @@ -96,21 +97,23 @@ ohlc(args...; kw...) = plot(args...; kw..., linetype = :ohlc) ohlc!(args...; kw...) = plot!(args...; kw..., linetype = :ohlc) -title!(s::AbstractString) = plot!(title = s) -xlabel!(s::AbstractString) = plot!(xlabel = s) -ylabel!(s::AbstractString) = plot!(ylabel = s) +title!(s::AbstractString) = plot!(title = s) +xlabel!(s::AbstractString) = plot!(xlabel = s) +ylabel!(s::AbstractString) = plot!(ylabel = s) xlims!{T<:Real,S<:Real}(lims::Tuple{T,S}) = plot!(xlims = lims) ylims!{T<:Real,S<:Real}(lims::Tuple{T,S}) = plot!(ylims = lims) -xticks!{T<:Real}(v::AVec{T}) = plot!(xticks = v) -yticks!{T<:Real}(v::AVec{T}) = plot!(yticks = v) +xticks!{T<:Real}(v::AVec{T}) = plot!(xticks = v) +yticks!{T<:Real}(v::AVec{T}) = plot!(yticks = v) +annotate!(anns) = plot!(annotation = anns) -title!(plt::Plot, s::AbstractString) = plot!(plt; title = s) -xlabel!(plt::Plot, s::AbstractString) = plot!(plt; xlabel = s) -ylabel!(plt::Plot, s::AbstractString) = plot!(plt; ylabel = s) -xlims!{T<:Real,S<:Real}(plt::Plot, lims::Tuple{T,S}) = plot!(plt; xlims = lims) -ylims!{T<:Real,S<:Real}(plt::Plot, lims::Tuple{T,S}) = plot!(plt; ylims = lims) -xticks!{T<:Real}(plt::Plot, v::AVec{T}) = plot!(plt; xticks = v) -yticks!{T<:Real}(plt::Plot, v::AVec{T}) = plot!(plt; yticks = v) +title!(plt::Plot, s::AbstractString) = plot!(plt; title = s) +xlabel!(plt::Plot, s::AbstractString) = plot!(plt; xlabel = s) +ylabel!(plt::Plot, s::AbstractString) = plot!(plt; ylabel = s) +xlims!{T<:Real,S<:Real}(plt::Plot, lims::Tuple{T,S}) = plot!(plt; xlims = lims) +ylims!{T<:Real,S<:Real}(plt::Plot, lims::Tuple{T,S}) = plot!(plt; ylims = lims) +xticks!{T<:Real}(plt::Plot, v::AVec{T}) = plot!(plt; xticks = v) +yticks!{T<:Real}(plt::Plot, v::AVec{T}) = plot!(plt; yticks = v) +annotate!(plt::Plot, anns) = plot!(plt; annotation = anns) # --------------------------------------------------------- diff --git a/src/args.jl b/src/args.jl index 77392fe7..4c4405c5 100644 --- a/src/args.jl +++ b/src/args.jl @@ -390,96 +390,3 @@ function getSeriesArgs(pkg::PlottingPackage, initargs::Dict, kw, commandIndex::I end - -# # note: idx is the index of this series within this call, n is the index of the series from all calls to plot/subplot -# function getPlotKeywordArgs(pkg::PlottingPackage, kw, idx::Int, n::Int) -# d = Dict(kw) - -# # # replace alternate names -# # for tup in kw -# # if haskey(ALT_ARG_NAMES, tup) -# # d[tup[1]] = ALT_ARG_NAMES[tup] -# # end -# # end - -# # default to a white background, but only on the initial call (so we don't change the background automatically) -# if haskey(d, :background_color) -# d[:background_color] = getRGBColor(d[:background_color]) -# elseif n == 0 -# d[:background_color] = colorant"white" -# end - -# # fill in d with either 1) plural value, 2) value, 3) default -# for k in keys(PLOT_DEFAULTS) -# plural = makeplural(k) -# if !haskey(d, k) -# if n == 0 || k != :size -# d[k] = haskey(d, plural) ? autopick(d[plural], idx) : PLOT_DEFAULTS[k] -# end -# end -# delete!(d, plural) -# end - -# # auto-pick -# if n > 0 -# if d[:axis] == :auto -# d[:axis] = autopick_ignore_none_auto(supportedAxes(pkg), n) -# end -# # if d[:linetype] == :auto -# # d[:linetype] = autopick_ignore_none_auto(supportedTypes(pkg), n) -# # end -# if d[:linestyle] == :auto -# d[:linestyle] = autopick_ignore_none_auto(supportedStyles(pkg), n) -# end -# if d[:marker] == :auto -# d[:marker] = autopick_ignore_none_auto(supportedMarkers(pkg), n) -# end - -# end - -# # # swap out dots for no line and a marker -# # if haskey(d, :linetype) && d[:linetype] == :scatter -# # d[:linetype] = :none -# # if d[:marker] == :none -# # d[:marker] = :ellipse -# # end -# # end - - - -# # handle plot initialization differently -# if n == 0 -# delete!(d, :x) -# delete!(d, :y) -# else -# # once the plot is created, we can get line/marker colors - -# # update color -# d[:color] = getRGBColor(d[:color], n) - -# # update markercolor -# mc = d[:markercolor] -# mc = (mc == :match ? d[:color] : getRGBColor(mc, n)) -# d[:markercolor] = mc - -# # set label -# label = d[:label] -# label = (label == "AUTO" ? "y$n" : label) -# if d[:axis] == :right && length(label) >= 4 && label[end-3:end] != " (R)" -# label = string(label, " (R)") -# end -# d[:label] = label - -# warnOnUnsupported(pkg, d) -# end - - -# d -# end - - -# ----------------------------------------------------------------------------- - - -# TODO: arg aliases - diff --git a/src/backends/gadfly.jl b/src/backends/gadfly.jl index 2b331b3f..c74692f6 100644 --- a/src/backends/gadfly.jl +++ b/src/backends/gadfly.jl @@ -310,17 +310,9 @@ function createAnnotationObject(x, y, val::AbstractString) )) end -function addAnnotations(plt::Plot{GadflyPackage}, d::Dict) - if haskey(d, :annotation) - anns = d[:annotation] - if !(isa(anns, AbstractVector) && issubtype(eltype(anns), Tuple)) - error("Expecting a vector of tuples for annotations: (x, y, annotation)\n got: $(typeof(anns))") - end - - for ann in anns - x, y, val = ann - push!(plt.o.guides, createAnnotationObject(x, y, val)) - end +function addAnnotations{X,Y,V}(plt::Plot{GadflyPackage}, anns::AVec{Tuple{X,Y,V}}) + for ann in anns + push!(plt.o.guides, createAnnotationObject(ann...)) end end diff --git a/src/plot.jl b/src/plot.jl index a2e32828..8d2d3b40 100644 --- a/src/plot.jl +++ b/src/plot.jl @@ -129,6 +129,8 @@ function plot!(plt::Plot, args...; kw...) plt end +# -------------------------------------------------------------------- + function setTicksFromStringVector(d::Dict, di::Dict, sym::Symbol, ticksym::Symbol) # if the x or y values are strings, set ticks to the unique values, and x/y to the indices of the ticks # @show get(d,ticksym,:auto) == :auto isa(di[sym], AbstractArray) isa(eltype(di[sym]), AbstractString) @@ -142,8 +144,11 @@ function setTicksFromStringVector(d::Dict, di::Dict, sym::Symbol, ticksym::Symbo # @show sym ticksym di[sym] d[ticksym] end +# -------------------------------------------------------------------- + preparePlotUpdate(plt::Plot) = nothing +# -------------------------------------------------------------------- # should we update the x/y label given the meta info during input slicing? function updateDictWithMeta(d::Dict, initargs::Dict, meta::Symbol, isx::Bool) @@ -154,6 +159,21 @@ function updateDictWithMeta(d::Dict, initargs::Dict, meta::Symbol, isx::Bool) end updateDictWithMeta(d::Dict, initargs::Dict, meta, isx::Bool) = nothing +# -------------------------------------------------------------------- + +annotations(::Void) = [] +annotations{X<:Real, Y<:Real, V}(v::AVec{Tuple{X,Y,V}}) = v +annotations{X<:Real, Y<:Real, V}(t::Tuple{X,Y,V}) = [t] +annotations(anns) = error("Expecting a tuple (or vector of tuples) for annotations: ", + "(x, y, annotation)\n got: $(typeof(anns))") + +function addAnnotations(plt::Plot, d::Dict) + anns = annotations(get(d, :annotation, nothing)) + if !isempty(anns) + addAnnotations(plt, anns) + end +end + # --------------------------------------------------------------------