diff --git a/examples/facets.ipynb b/examples/facets.ipynb index 1c916c1e..654f0146 100644 --- a/examples/facets.ipynb +++ b/examples/facets.ipynb @@ -276,75 +276,92 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "[Plots.jl] Switched to backend: gadfly" + "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n" ] }, - { - "data": { - "image/png": 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", - "text/plain": [ - "Subplot{Plots.GadflyPackage() p=9 n=9}" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, { "name": "stdout", "output_type": "stream", "text": [ - "\n" + "[Plots.jl] Default backend: immerse\n", + "[Plots.jl] Switched to backend: gadfly\n", + "[Plots.jl] Initializing backend: gadfly" + ] + }, + { + "ename": "LoadError", + "evalue": "LoadError: UndefVarError: M not defined\nwhile loading In[1], in expression starting on line 15", + "output_type": "error", + "traceback": [ + "LoadError: UndefVarError: M not defined\nwhile loading In[1], in expression starting on line 15", + "", + " in corrplot at /home/tom/.julia/v0.4/Plots/src/recipes.jl:78" ] } ], "source": [ "using Plots, OnlineStats\n", "gadfly()\n", - "default(size=(600,600),leg=false)\n", + "default(size=(800,800),leg=false)\n", "\n", "n = 1000\n", "x = randn(n)\n", - "y = 3randn(n) + 0.5x\n", - "z = 0.2randn(n) + -0.3y\n", + "y = 2randn(n) + 0.5x\n", + "z = 0.2randn(n) + 0.5x - 0.1y\n", + "v = -x\n", "\n", - "M = [x y z]\n", - "C = CovarianceMatrix(M)\n", + "M = [x y z v]\n", + "m = size(M,2)\n", + "C = cor(CovarianceMatrix(M))\n", "\n", - "p = subplot(zeros(1,9), n=9, link=true)\n", - "for i in 1:size(M,2)\n", - " for j in 1:size(M,2)\n", - " idx = p.layout[i,j]\n", - " if i==j\n", - " plt = histogram(M[:,i])\n", - "# elseif i 1 - #addOrReplace(gplt.guides, Gadfly.Guide.yticks; label=false) + addOrReplace(gplt.guides, Gadfly.Guide.yticks; label=false) addOrReplace(gplt.guides, Gadfly.Guide.ylabel, "") end end diff --git a/src/recipes.jl b/src/recipes.jl index dc37708c..a368aa60 100644 --- a/src/recipes.jl +++ b/src/recipes.jl @@ -12,45 +12,81 @@ plot!(plt::Plot, recipe::PlotRecipe, args...; kw...) = plot!(getRecipeXY(recipe) # ------------------------------------------------- function rotate(x::Real, y::Real, θ::Real; center = (0,0)) - cx = x - center[1] - cy = y - center[2] - xrot = cx * cos(θ) - cy * sin(θ) - yrot = cy * cos(θ) + cx * sin(θ) - xrot + center[1], yrot + center[2] + cx = x - center[1] + cy = y - center[2] + xrot = cx * cos(θ) - cy * sin(θ) + yrot = cy * cos(θ) + cx * sin(θ) + xrot + center[1], yrot + center[2] end # ------------------------------------------------- type EllipseRecipe <: PlotRecipe - w::Float64 - h::Float64 - x::Float64 - y::Float64 - θ::Float64 + w::Float64 + h::Float64 + x::Float64 + y::Float64 + θ::Float64 end EllipseRecipe(w,h,x,y) = EllipseRecipe(w,h,x,y,0) # return x,y coords of a rotated ellipse, centered at the origin function rotatedEllipse(w, h, x, y, θ, rotθ) - # # coord before rotation - xpre = w * cos(θ) - ypre = h * sin(θ) + # # coord before rotation + xpre = w * cos(θ) + ypre = h * sin(θ) - # rotate and translate - r = rotate(xpre, ypre, rotθ) - x + r[1], y + r[2] + # rotate and translate + r = rotate(xpre, ypre, rotθ) + x + r[1], y + r[2] end function getRecipeXY(ep::EllipseRecipe) - x, y = unzip([rotatedEllipse(ep.w, ep.h, ep.x, ep.y, u, ep.θ) for u in linspace(0,2π,100)]) - top = rotate(0, ep.h, ep.θ) - right = rotate(ep.w, 0, ep.θ) - linex = Float64[top[1], 0, right[1]] + ep.x - liney = Float64[top[2], 0, right[2]] + ep.y - Any[x, linex], Any[y, liney] + x, y = unzip([rotatedEllipse(ep.w, ep.h, ep.x, ep.y, u, ep.θ) for u in linspace(0,2π,100)]) + top = rotate(0, ep.h, ep.θ) + right = rotate(ep.w, 0, ep.θ) + linex = Float64[top[1], 0, right[1]] + ep.x + liney = Float64[top[2], 0, right[2]] + ep.y + Any[x, linex], Any[y, liney] end function getRecipeArgs(ep::EllipseRecipe) - [(:line, (3, [:dot :solid], [:red :blue], :path))] + [(:line, (3, [:dot :solid], [:red :blue], :path))] +end + +# ------------------------------------------------- + + +"Do a correlation plot" +function corrplot{T<:Real,S<:Real}(mat::AMat{T}, corrmat::AMat{S}; + colors = :redsblues) + m = size(mat,2) + + # might be a mistake? + @assert m <= 10 + @assert size(corrmat) == (m,m) + + # create a subplot grid, and a gradient from -1 to 1 + p = subplot(zeros(1,m^2), n=m^2, link=true) + cgrad = ColorGradient(:redsblues,[-1,1]) + + # make all the plots + for i in 1:m + for j in 1:m + idx = p.layout[i,j] + if i==j + # histogram on diagonal + plt = histogram(mat[:,i], c=:black) + else + # scatter plots off-diagonal, color determined by correlation + plt = scatter(mat[:,j], mat[:,i], ms=4, c=getColorZ(cgrad, corrmat[i,j])) + end + # replace the plt + p.plts[idx] = plt + end + end + + # link the axes + subplot!(p, link=true) end