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@empet
Created November 6, 2024 22:01
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3235d3c8",
"metadata": {},
"outputs": [
{
"data": {
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"<div style=\"padding: 1em; background-color: #f8d6da; border: 1px solid #f5c6cb; font-weight: bold;\">\n",
"<p>The WebIO Jupyter extension was not detected. See the\n",
"<a href=\"https://juliagizmos.github.io/WebIO.jl/latest/providers/ijulia/\" target=\"_blank\">\n",
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"WebIO._IJuliaInit()"
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"text/plain": [
"image2zvals (generic function with 1 method)"
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"source": [
"using Clustering, Images, ColorSchemes\n",
"using Plots\n",
"plotlyjs()\n",
"\n",
"function image2zvals(img::Union{Matrix{RGB{T}}, Matrix{RGBA{T}}}; \n",
" n_colors=64, maxiter=200, tol=1e-04) where T<:Real\n",
" \n",
" rows, cols = size(img)\n",
" observations = reshape(img, rows*cols)\n",
" kmres = kmeans(observations, n_colors; maxiter = maxiter, tol=tol)\n",
" nclust = nclusters(kmres)\n",
" a = assignments(kmres)/nclust\n",
" z_data = reshape(a, rows, cols)\n",
" \n",
" hcolors = kmres.centers # kmres.centers is the codebook\n",
" if fieldcount(eltype(img)) == 3\n",
" cscheme = ColorScheme([RGB(c...) for c in eachcol(hcolors)])\n",
" else\n",
" cscheme = ColorScheme([RGB(c[1:3]...) for c in eachcol(hcolors)]) \n",
" end \n",
" return z_data, cscheme\n",
"end "
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"img = load(\"heatmap-forum.jpeg\");"
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"id": "d9e483b0",
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"zdata, cscheme = image2zvals(img; n_colors=64, maxiter=200, tol=1e-04);"
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