{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bitwise information content for all CAMS variables" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2-element Vector{Symbol}:\n", " :varnames\n", " :IC" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using BitInformation\n", "using JLD2\n", "path = \"/network/aopp/chaos/pred/kloewer/esowc/cams/\"\n", "@load joinpath(path,\"..\",\"analysis/bitinformation_all.jld2\") varnames IC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Find bits with information" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "using Statistics, StatsBase" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "nvars = length(varnames)\n", "\n", "ICfilt = copy(IC)\n", "for i in 1:nvars\n", " ic = ICfilt[i,:]\n", " p = BitInformation.binom_confidence(900*440*137,0.99) # get chance p for 1 (or 0) from binom distr\n", " M₀ = 1 - entropy([p,1-p],2) # free entropy of random 50/50 at trial size\n", " threshold = max(M₀,1.5*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 8 bits\n", " insigni = (ic .<= threshold) .& (collect(1:length(ic)) .> 9)\n", " ICfilt[i,insigni] .= floatmin(Float64)\n", "end" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "ICcsum = cumsum(ICfilt,dims=2)\n", "ICcsum_norm = copy(ICcsum)\n", "for i in 1:nvars\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:nvars]\n", "infbits100 = [argmax(ICcsum_norm[i,:] .> 0.999999999) for i in 1:nvars];" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# @save joinpath(path,\"../analysis/bits_to_retain.jld2\") varnames infbits infbits100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SORTING / POSTPROCESSING" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# sort and group\n", "aero = vcat(1,32,57,collect(2:30))\n", "ozone = [50,60,61]\n", "methane = [42,43,56]\n", "clouds = [38,44,45,48,49,67]\n", "hydro = vcat(collect(51:55),62,31)\n", "nitro = [58,59,68]\n", "oopp = Array(63:66)\n", "ces = vcat(collect(33:37),collect(39:41))\n", "ceshydro = vcat(ces,hydro)\n", "co12 = [46,47]\n", "\n", "grouped = vcat(aero,co12,clouds,methane,ces,hydro,nitro,ozone,oopp)\n", "groups = [aero,co12,clouds,methane,ces,hydro,nitro,ozone,oopp];" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# shorten \"backscat\" in varnames\n", "for (i,varname) in enumerate(varnames)\n", " varnames[i] = replace(varname,\"backscat\"=>\"\")\n", "end" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# for plotting replace zeros with NaN to get white\n", "ICnan = copy(ICfilt)\n", "ICnan[iszero.(ICfilt)] .= NaN;" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# sort\n", "varnames_sorted = varnames[grouped]\n", "infbits_sorted = infbits[grouped]\n", "infbits100_sorted = infbits100[grouped]\n", "ICnan_sorted = ICnan[grouped,:]\n", "ICcsum_sorted = ICcsum[grouped,:]\n", "\n", "# for plotting\n", "infbitsx_sorted = copy(vec(hcat(infbits_sorted,infbits_sorted)'))\n", "infbitsx100_sorted = copy(vec(hcat(infbits100_sorted,infbits100_sorted)'))\n", "infbitsy_sorted = copy(vec(hcat(Array(0:nvars-1),Array(1:nvars))'));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PLOTTING" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "┌ Info: Precompiling ColorSchemes [35d6a980-a343-548e-a6ea-1d62b119f2f4]\n", "└ @ Base loading.jl:1317\n", "┌ Info: Precompiling PyPlot [d330b81b-6aea-500a-939a-2ce795aea3ee]\n", "└ @ Base loading.jl:1317\n" ] } ], "source": [ "using ColorSchemes, Printf, PyPlot" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig,ax1 = subplots(1,1,figsize=(8,10),sharey=true)\n", "ax1.invert_yaxis()\n", "tight_layout(rect=[0.07,0.08,0.95,0.98])\n", "pos = ax1.get_position()\n", "cax = fig.add_axes([pos.x0,0.06,pos.x1-pos.x0,0.02])\n", "\n", "ax1right = ax1.twinx()\n", "ax1right.invert_yaxis()\n", "\n", "# information\n", "cmap = ColorMap(ColorSchemes.turku.colors).reversed()\n", "pcm = ax1.pcolormesh(ICnan_sorted,vmin=0,vmax=1;cmap)\n", "cbar = colorbar(pcm,cax=cax,orientation=\"horizontal\")\n", "cbar.set_label(\"real information content [bit]\")\n", "\n", "# 99% of real information enclosed\n", "ax1.plot(vcat(infbits_sorted,infbits_sorted[end]),Array(0:nvars),\"C1\",ds=\"steps-pre\",zorder=10,label=\"99% of\\ninformation\")\n", "\n", "# grey shading\n", "ax1.fill_betweenx(infbitsy_sorted,infbitsx_sorted,fill(32,length(infbitsx_sorted)),alpha=0.4,color=\"grey\")\n", "ax1.fill_betweenx(infbitsy_sorted,infbitsx100_sorted,fill(32,length(infbitsx_sorted)),alpha=0.1,color=\"c\")\n", "ax1.fill_betweenx(infbitsy_sorted,infbitsx100_sorted,fill(32,length(infbitsx_sorted)),alpha=0.3,facecolor=\"none\",edgecolor=\"c\")\n", "\n", "# for legend only\n", "ax1.fill_betweenx([-1,-1],[-1,-1],[-1,-1],color=\"burlywood\",label=\"last 1% of\\ninformation\",alpha=.5)\n", "ax1.fill_betweenx([-1,-1],[-1,-1],[-1,-1],facecolor=\"teal\",edgecolor=\"c\",label=\"false information\",alpha=.3)\n", "ax1.fill_betweenx([-1,-1],[-1,-1],[-1,-1],color=\"w\",label=\"unused bits\")\n", "\n", "ax1.axvline(1,color=\"k\",lw=1,zorder=3)\n", "ax1.axvline(9,color=\"k\",lw=1,zorder=3)\n", "\n", "grouplabls = [\"Aerosols\",\"Carbon oxides\",\"Clouds & water\",\n", " \"Methane\",\"Alkanes & alcohols I\",\"Alkanes & alcohols II\",\n", " \"N & S oxides\",\"Ozone\",\"Others\"]\n", "\n", "for (ig,group) in enumerate(groups)\n", " y = sum([length(g) for g in groups[1:ig]])\n", " ax1.axhline(y,color=\"w\",lw=1.5,zorder=2)\n", " ax1.text(31.5,y-0.3,grouplabls[ig],color=\"w\",ha=\"right\",fontweight=\"bold\")\n", "end\n", "\n", "# ax1.set_title(\"Real bitwise information content\",loc=\"left\",fontweight=\"bold\")\n", "\n", "ax1.set_xlim(0,32)\n", "ax1.set_ylim(nvars,0)\n", "ax1right.set_ylim(nvars,0)\n", "\n", "ax1.set_yticks(Array(1:nvars).-0.5)\n", "ax1right.set_yticks(Array(1:nvars).-0.5)\n", "ax1.set_yticklabels(varnames_sorted)\n", "ax1right.set_yticklabels([@sprintf \"%4.1f\" i for i in ICcsum_sorted[:,end]])\n", "ax1right.set_ylabel(\"total information per value [bit]\")\n", "\n", "ax1.text(infbits_sorted[1]+0.1,0.8,\"$(infbits[1]-9) mantissa bits\",fontsize=8,color=\"saddlebrown\")\n", "for i in 2:nvars\n", " ax1.text(infbits_sorted[i]+0.1,(i-1)+0.8,\"$(infbits_sorted[i]-9)\",fontsize=8,color=\"saddlebrown\")\n", "end\n", "\n", "ax1.set_xticks([1,9])\n", "ax1.set_xticks(vcat(2:8,10:32),minor=true)\n", "ax1.set_xticklabels([])\n", "ax1.text(0,nvars+2.2,\"sign\",rotation=90)\n", "ax1.text(2,nvars+2.2,\"exponent bits\",color=\"darkslategrey\")\n", "ax1.text(10,nvars+2.2,\"mantissa bits\")\n", "\n", "for i in 1:8\n", " ax1.text(i+.5,nvars+0.9,\"$i\",ha=\"center\",fontsize=7,color=\"darkslategrey\")\n", "end\n", "\n", "for i in 1:23\n", " ax1.text(8+i+.5,nvars+0.9,\"$i\",ha=\"center\",fontsize=7)\n", "end\n", " \n", "ax1.legend(loc=(0.725,0.77),framealpha=0.6)\n", "\n", "# savefig(\"bitinformation.png\",dpi=200)\n", "# savefig(\"bitinformation.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Output data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "using DataFrames, CSV" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "\"Fig2_bitinformation_data.csv\"" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "IC_output = Float32.(ICnan_sorted)\n", "IC_output[isnan.(IC_output)] .= 0\n", "varnames_IC = cat(varnames_sorted,IC_output,dims=2)\n", "\n", "df = DataFrame(varnames_IC,cat(\"Variable\",[\"bit$i\" for i in 1:32],dims=1))\n", "CSV.write(\"Fig2_bitinformation_data.csv\",df)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "kernelspec": { "display_name": "Julia 1.6.0", "language": "julia", "name": "julia-1.6" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }