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Created March 28, 2022 11:11
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`BitInformation` for different 2d variables
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# BitInformation on `MPIOM` output (curvilinear grid with land mask)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## julia env"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:04:53.639000+02:00",
"start_time": "2022-03-28T10:04:53.222Z"
}
},
"outputs": [],
"source": [
"import Pkg"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:04:53.934000+02:00",
"start_time": "2022-03-28T10:04:53.495Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32m\u001b[1m Activating\u001b[22m\u001b[39m environment at `/mnt/lustre01/work/mh0727/m300524/bitinformation/testbit/Project.toml`\n"
]
}
],
"source": [
"Pkg.activate(\"testbit\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:04:53.934000+02:00",
"start_time": "2022-03-28T10:04:53.873Z"
}
},
"outputs": [],
"source": [
"# only run once\n",
"#Pkg.add(\"PyPlot\")\n",
"#Pkg.add(\"Statistics\")\n",
"#Pkg.add(\"StatsBase\")\n",
"#Pkg.add(\"NetCDF\")\n",
"#Pkg.add(\"PyCall\")\n",
"#Pkg.add(\"JSON3\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:04:54.216000+02:00",
"start_time": "2022-03-28T10:04:54.170Z"
}
},
"outputs": [],
"source": [
"# use main with masking support or v0.4.0 without masking support\n",
"#Pkg.add(url=\"https://github.com/milankl/BitInformation.jl#main\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:04:55.570000+02:00",
"start_time": "2022-03-28T10:04:54.551Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m\u001b[1m Status\u001b[22m\u001b[39m `/mnt/lustre01/work/mh0727/m300524/bitinformation/testbit/Project.toml`\n",
" \u001b[90m [de688a37] \u001b[39mBitInformation v0.4.0 `https://github.com/milankl/BitInformation.jl#main#main`\n"
]
}
],
"source": [
"Pkg.status()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## analyze"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:05:02.454000+02:00",
"start_time": "2022-03-28T10:04:56.642Z"
}
},
"outputs": [],
"source": [
"using NetCDF, PyPlot, BitInformation, ColorSchemes, Statistics, StatsBase"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:05:03.276000+02:00",
"start_time": "2022-03-28T10:04:57.079Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"\"/work/mh0727/m300524/bitinformation/input_to_analyse_hamocc_data_2d_mm.nc\""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 50 years mergetime\n",
"input = \"/work/mh0727/m300524/bitinformation/input_to_analyse_hamocc_data_2d_mm.nc\""
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:12:54.627000+02:00",
"start_time": "2022-03-28T10:12:53.790Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fraction masked: 0.3467507102272727\n"
]
}
],
"source": [
"ncfile = NetCDF.open(input)\n",
"varnames = keys(ncfile.vars)\n",
"varnames = [\"fgco2\",\"spco2\",\"atmco2\",\"no3os\",\"po4os\",\"dissicos\",\"talkos\",\"intpp\",\"fgo2\"]\n",
"nbits = 32\n",
"mask = ncfile.vars[\"atmco2\"][:,:,:,:] .< -1.e+33\n",
"#var=\"intpp\" # just one variable\n",
"#dims=[1,2,4]\n",
"#dim_names = [\"x\",\"y\",\"time\"]\n",
"println(\"Fraction masked: \", sum(mask) / prod(size(mask)))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:12:54.631000+02:00",
"start_time": "2022-03-28T10:12:54.557Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"run_bitinformation (generic function with 1 method)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function run_bitinformation(varnames, masking)\n",
" bitinfo_array = Array{Float64}(undef, length(varnames), 32)\n",
" names_array = []\n",
" keepbits = Dict()\n",
" ICd = fill(0.0,length(varnames),nbits)\n",
" for (i,var) in enumerate(varnames)\n",
" println(var)\n",
" try\n",
" X = ncfile.vars[var][:,:,:,:]\n",
" if masking\n",
" mask = ncfile.vars[var][:,:,:,:] .< -1.e+33\n",
" a = bitinformation(X, mask, dim=4)\n",
" else\n",
" a = bitinformation(X, dim=4)\n",
" end\n",
" keep_bits = argmax(cumsum(a)/sum(a) .>= 0.99) - 9\n",
" keepbits[var] = keep_bits\n",
" push!(names_array, var)\n",
" bitinfo_array[i,:] = a\n",
" catch\n",
" print(string(var,\":failed \"))\n",
" end\n",
" end\n",
" return (bitinfo_array, keepbits, names_array)\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:14:06.479000+02:00",
"start_time": "2022-03-28T10:12:55.404Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fgco2\n",
"spco2\n",
"atmco2\n",
"no3os\n",
"po4os\n",
"dissicos\n",
"talkos\n",
"intpp\n",
"fgo2\n",
"fgco2\n",
"spco2\n",
"atmco2\n",
"no3os\n",
"po4os\n",
"dissicos\n",
"talkos\n",
"intpp\n",
"fgo2\n",
" 69.122922 seconds (2.75 M allocations: 3.514 GiB, 0.30% gc time, 1.38% compilation time)\n"
]
},
{
"data": {
"text/plain": [
"([0.5944386076330405 0.9311326394065651 … 0.04681619156396468 0.04668791449957099; 0.9311326394065651 0.0 … 0.046685145227566005 0.04656513714436968; … ; 0.9311326394065651 0.9311326394065651 … 0.046262561882786886 0.04640643103157491; 0.43832766113167826 0.9311326394065651 … 0.04667113975179607 0.04662714067954028], Dict{Any, Any}(\"atmco2\" => 22, \"fgco2\" => 23, \"spco2\" => 22, \"po4os\" => 22, \"dissicos\" => 21, \"no3os\" => 22, \"intpp\" => 23, \"talkos\" => 21, \"fgo2\" => 23), Any[\"fgco2\", \"spco2\", \"atmco2\", \"no3os\", \"po4os\", \"dissicos\", \"talkos\", \"intpp\", \"fgo2\"])"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"@time begin\n",
"bitinfo_array_masking, keepbits_masking, names_array = run_bitinformation(varnames, true)\n",
"bitinfo_array_no_masking, keepbits_no_masking, names_array = run_bitinformation(varnames, false)\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:14:07.199000+02:00",
"start_time": "2022-03-28T10:12:56.683Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Dict{Any, Any} with 9 entries:\n",
" \"atmco2\" => 7\n",
" \"fgco2\" => -1\n",
" \"spco2\" => 3\n",
" \"po4os\" => 2\n",
" \"dissicos\" => 5\n",
" \"no3os\" => 2\n",
" \"intpp\" => 0\n",
" \"talkos\" => 7\n",
" \"fgo2\" => -1"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"keepbits_masking"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:14:07.200000+02:00",
"start_time": "2022-03-28T10:12:57.080Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Dict{Any, Any} with 9 entries:\n",
" \"atmco2\" => 22\n",
" \"fgco2\" => 23\n",
" \"spco2\" => 22\n",
" \"po4os\" => 22\n",
" \"dissicos\" => 21\n",
" \"no3os\" => 22\n",
" \"intpp\" => 23\n",
" \"talkos\" => 21\n",
" \"fgo2\" => 23"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"keepbits_no_masking"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## visualize"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:15:23.635000+02:00",
"start_time": "2022-03-28T10:15:23.576Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"post (generic function with 1 method)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function post(IC, masking)\n",
" ICfilt = copy(IC)\n",
" for i in 1:length(varnames)\n",
" ic = ICfilt[i,:]\n",
" if masking\n",
" p = BitInformation.binom_confidence(prod(size(mask))-sum(mask),0.99) # get chance p for 1 (or 0) from binom distr\n",
" else\n",
" p = BitInformation.binom_confidence(prod(size(mask)),0.99)\n",
" end\n",
" MB = 1 - entropy([p,1-p],2) # free entropy of random 50/50 at trial size\n",
" threshold = max(MB,1.5*maximum(ic[end-3:end])) # in case the information never drops to zero\n",
" # use something a bit bigger than maximum\n",
" # of the last 4 bits\n",
" insigni = (ic .<= threshold) .& (collect(1:length(ic)) .> 9)\n",
" ICfilt[i,insigni] .= floatmin(Float64)\n",
" end\n",
"\n",
" # find bits with 99/100% of information\n",
" ICcsum = cumsum(ICfilt,dims=2)\n",
" ICcsum_norm = copy(ICcsum)\n",
" for i in 1:length(varnames)\n",
" ICcsum_norm[i,:] ./= ICcsum_norm[i,end]\n",
" end\n",
"\n",
" inflevel = 0.99\n",
" infbits = [argmax(ICcsum_norm[i,:] .> inflevel) for i in 1:length(varnames)]\n",
" infbits100 = [argmax(ICcsum_norm[i,:] .> 0.999999999) for i in 1:length(varnames)]\n",
" \n",
" ICfilt[iszero.(ICfilt)] .= NaN\n",
" return ICfilt, infbits, infbits100\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:15:26.038000+02:00",
"start_time": "2022-03-28T10:15:24.180Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"([0.5944386076330405 0.9311326394065651 … 2.2250738585072014e-308 2.2250738585072014e-308; 0.9311326394065651 NaN … 2.2250738585072014e-308 2.2250738585072014e-308; … ; 0.9311326394065651 0.9311326394065651 … 2.2250738585072014e-308 2.2250738585072014e-308; 0.43832766113167826 0.9311326394065651 … 2.2250738585072014e-308 2.2250738585072014e-308], [10, 13, 16, 12, 12, 15, 17, 10, 10], [10, 13, 16, 12, 12, 16, 17, 10, 10])"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ICfilt_masking, infbits_masking, infbits100_masking = post(bitinfo_array_masking, true)\n",
"\n",
"ICfilt_no_masking, infbits_no_masking, infbits100_no_masking = post(bitinfo_array_no_masking, false)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:18:15.874000+02:00",
"start_time": "2022-03-28T10:18:15.808Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"plot_bitinformation (generic function with 1 method)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function plot_bitinformation(bitinfo_array, infbits, infbits100, masked)\n",
" fig, ax = plt.subplots()\n",
" fig.set_size_inches(8, length(varnames)//3)\n",
" cmap = ColorMap(ColorSchemes.turku.colors).reversed()\n",
" pcm = imshow(bitinfo_array, vmin=0,vmax=1, aspect=\"auto\",cmap=cmap)\n",
" yticks(0:length(varnames)-1, varnames) # label y ticks\n",
" xlabel(\"bits\")\n",
" ylabel(\"varnames\")\n",
" xticks(0:31,vcat(\"±\",[L\"e_%$i\" for i in 1:8], # label sign, exponent and mantissa bits\n",
" [L\"m_{%$i}\" for i in 1:23]),fontsize=7);\n",
"\n",
" cbar = colorbar(pcm,orientation=\"vertical\")\n",
" cbar.set_label(\"information content [bit]\")\n",
" \n",
" # 99% of real information enclosed\n",
" ax.plot(vcat(infbits,infbits[end]).-.5,Array(0:length(varnames)).-.5,\"C1\",ds=\"steps-pre\",zorder=10,label=\"99% of information\")\n",
" \n",
" # for plotting\n",
" infbitsx = copy(vec(hcat(infbits,infbits)')) .- .5\n",
" infbitsx100 = copy(vec(hcat(infbits100,infbits100)')).- .5\n",
" infbitsy = copy(vec(hcat(Array(0:length(varnames)-1),Array(1:length(varnames)))')) .- .5\n",
"\n",
" # grey shading\n",
" ax.fill_betweenx(infbitsy,infbitsx,fill(nbits-.5,length(infbitsx)),alpha=0.4,color=\"grey\")\n",
" ax.fill_betweenx(infbitsy,infbitsx100,fill(nbits-.5,length(infbitsx)),alpha=0.1,color=\"c\")\n",
" ax.fill_betweenx(infbitsy,infbitsx100,fill(nbits-.5,length(infbitsx)),alpha=0.3,facecolor=\"none\",edgecolor=\"c\")\n",
" \n",
" ax.text(infbits[1]+0.1-.5,0.8-.5,\"$(infbits[1]-9) mantissa bits\",fontsize=8,color=\"saddlebrown\")\n",
" for i in 2:length(varnames)\n",
" ax.text(infbits[i]+0.1-.5,(i-1)+0.8-.5,\"$(infbits[i]-9)\",fontsize=8,color=\"saddlebrown\")\n",
" end\n",
" \n",
" # for legend only\n",
" s=1\n",
" ax.fill_betweenx([s,s],[s,s],[s,s],color=\"burlywood\",label=\"last 1% of information\",alpha=.5)\n",
" ax.fill_betweenx([s,s],[s,s],[s,s],facecolor=\"teal\",edgecolor=\"c\",label=\"false information\",alpha=.3)\n",
" ax.fill_betweenx([s,s],[s,s],[s,s],color=\"w\",label=\"unused bits\")\n",
"\n",
" ax.axvline(.5,color=\"k\",lw=1,zorder=3)\n",
" ax.axvline(8.5,color=\"k\",lw=1,zorder=3)\n",
" ax.legend(loc=\"best\",framealpha=0.6, fontsize=\"x-small\")\n",
"\n",
" if masked\n",
" ax.set_title(\"Real bitwise information content $(var) masking\",loc=\"left\",fontweight=\"bold\")\n",
" else\n",
" ax.set_title(\"Real bitwise information content $(var) no masking\",loc=\"left\",fontweight=\"bold\")\n",
" end\n",
" show()\n",
"\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:18:17.495000+02:00",
"start_time": "2022-03-28T10:18:16.231Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 800x300 with 2 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_bitinformation(ICfilt_masking, infbits_masking, infbits100_masking, true)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:18:18.372000+02:00",
"start_time": "2022-03-28T10:18:16.822Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 800x300 with 2 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_bitinformation(ICfilt_no_masking, infbits_no_masking, infbits100_no_masking, false)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:02:43.393000+02:00",
"start_time": "2022-03-28T10:02:43.348Z"
}
},
"source": [
"## Write to `yaml`"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:21:49.561000+02:00",
"start_time": "2022-03-28T10:21:49.047Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Write Dict{Any, Any}(\"atmco2\" => 7, \"fgco2\" => -1, \"spco2\" => 3, \"po4os\" => 2, \"dissicos\" => 5, \"no3os\" => 2, \"intpp\" => 0, \"talkos\" => 7, \"fgo2\" => -1) keeping 99% to keepbits99_hamocc_data_2d.json\n",
"Write Dict{Any, Any}(\"atmco2\" => 15, \"fgco2\" => 16, \"spco2\" => 7, \"po4os\" => 6, \"dissicos\" => 10, \"no3os\" => 6, \"intpp\" => 2, \"talkos\" => 11, \"fgo2\" => 0) keeping 100% to keepbits100_hamocc_data_2d.json\n"
]
},
{
"data": {
"text/plain": [
"\"keepbits100_hamocc_data_2d.json\""
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stream = \"hamocc_data_2d\"\n",
"\n",
"keepbits = Dict()\n",
"keepbits100 = Dict()\n",
"for (i,v) in enumerate(varnames)\n",
" keepbits[v] = infbits_masking[i] - 9\n",
" keepbits100[v] = infbits100_masking[i] - 9\n",
"end\n",
"\n",
"using JSON3\n",
"\n",
"json99=string(\"keepbits99_\",stream,\".json\")\n",
"json100=string(\"keepbits100_\",stream,\".json\")\n",
"println(\"Write \",keepbits,\" keeping 99% to \",json99)\n",
"println(\"Write \",keepbits100,\" keeping 100% to \",json100)\n",
"JSON3.write(json99,keepbits)\n",
"JSON3.write(json100,keepbits100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T12:25:55.057000+02:00",
"start_time": "2022-03-28T10:25:55.003Z"
}
},
"outputs": [],
"source": [
"using NetCDF"
]
},
{
"cell_type": "code",
"execution_count": 237,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T13:08:01.216000+02:00",
"start_time": "2022-03-28T11:08:01.151Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 2)"
]
},
"execution_count": 237,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"varname = \"intpp\"\n",
"v = ncfile.vars[varname][:,:,1,1]\n",
"v_99 = round(v, keepbits[varname])\n",
"v_100 = round(v, keepbits100[varname])\n",
"keepbits[varname], keepbits100[varname]"
]
},
{
"cell_type": "code",
"execution_count": 238,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T13:08:02.150000+02:00",
"start_time": "2022-03-28T11:08:01.906Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"4.7216363f-6"
]
},
"execution_count": 238,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diff=v.-v_99\n",
"diff0=v.-v_100\n",
"vmin=minimum(v[v.>-1e33])\n",
"vmax=maximum(v[v.>-1e33])"
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T13:08:03.092000+02:00",
"start_time": "2022-03-28T11:08:02.694Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 1200x400 with 4 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,(ax1,ax2,ax3) = subplots(1,3,figsize=(4*3,4),sharex=true,sharey=true)\n",
"p1 = ax1.imshow(v',vmin=vmin,vmax=vmax)\n",
"colorbar(p1)\n",
"ax2.imshow(v_100',vmin=vmin,vmax=vmax)\n",
"ax3.imshow(v_99',vmin=vmin,vmax=vmax)\n",
"#p = ax4.imshow(diff',vmin=vmin,vmax=vmax)\n",
"#colorbar(p)\n",
"ax1.set_xticks([])\n",
"ax1.set_yticks([])\n",
"ax1.set_title(\"$var, 100% information\")\n",
"ax2.set_title(\"$var, 100% round information\")\n",
"ax3.set_title(\"$var, 99% round information\")\n",
"ax4.set_title(\"$var, 100%-99% \")\n",
"\n",
"tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 240,
"metadata": {
"ExecuteTime": {
"end_time": "2022-03-28T13:08:04.423000+02:00",
"start_time": "2022-03-28T11:08:04.074Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 640x480 with 3 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"Any[]"
]
},
"execution_count": 240,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vmin=minimum(diff[diff.>-1e33])\n",
"\n",
"vmax=maximum(diff[diff.<1e30])\n",
"vmax=maximum([vmax,abs(vmin)])\n",
"vmin=minimum([vmin,-abs(vmax)])\n",
"\n",
"fig,(ax1,ax2)=subplots(1,2)\n",
"p = ax2.imshow(diff',vmin=vmin,vmax=vmax,cmap=\"RdBu_r\")\n",
"p = ax1.imshow(diff0',vmin=vmin,vmax=vmax,cmap=\"RdBu_r\")\n",
"ax1.set_title(\"100% - 100% rounded\")\n",
"ax2.set_title(\"100% - 99% rounded\")\n",
"colorbar(p)\n",
"ax1.set_xticks([])\n",
"ax1.set_yticks([])\n",
"ax2.set_xticks([])\n",
"ax2.set_yticks([])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.6.2",
"language": "julia",
"name": "julia-1.6"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.6.2"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autoclose": true,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": true,
"user_envs_cfg": true
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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