From e0c0052b63a2deb8194a1127356ef827c7502ba6 Mon Sep 17 00:00:00 2001 From: Thomas Breloff Date: Fri, 9 Oct 2015 17:08:06 -0400 Subject: [PATCH] working on corrplot and recipes --- examples/facets.ipynb | 39 ++++++++++++++++----------------------- src/recipes.jl | 2 +- 2 files changed, 17 insertions(+), 24 deletions(-) diff --git a/examples/facets.ipynb b/examples/facets.ipynb index 654f0146..6afa61b1 100644 --- a/examples/facets.ipynb +++ b/examples/facets.ipynb @@ -298,13 +298,21 @@ ] }, { - "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" + "data": { + "image/png": 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", + "text/plain": [ + "Subplot{Plots.GadflyPackage() p=16 n=16}" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" ] } ], @@ -323,22 +331,7 @@ "m = size(M,2)\n", "C = cor(CovarianceMatrix(M))\n", "\n", - "corrplot(M,C)\n", - "\n", - "# p = subplot(zeros(1,m^2), n=m^2, link=true)\n", - "# cgrad = ColorGradient(:redsblues,[-1,1])\n", - "# for i in 1:m\n", - "# for j in 1:m\n", - "# idx = p.layout[i,j]\n", - "# if i==j\n", - "# plt = histogram(M[:,i], c=:black)\n", - "# else\n", - "# plt = scatter(M[:,j], M[:,i], ms=4, c=getColorZ(cgrad, C[i,j]))\n", - "# end\n", - "# p.plts[idx] = plt\n", - "# end\n", - "# end\n", - "# subplot!(p, link=true)" + "corrplot(M,C, colors=[:red,])" ] }, { diff --git a/src/recipes.jl b/src/recipes.jl index a368aa60..c8194ce8 100644 --- a/src/recipes.jl +++ b/src/recipes.jl @@ -68,7 +68,7 @@ function corrplot{T<:Real,S<:Real}(mat::AMat{T}, corrmat::AMat{S}; # 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]) + cgrad = ColorGradient(colors, [-1,1]) # make all the plots for i in 1:m