{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bitwise information content for all CAMS variables" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "using BitInformation\n", "using JLD2, NetCDF\n", "\n", "path = \"/network/aopp/chaos/pred/kloewer/esowc/cams/\"\n", "filelist = filter(x->endswith(x,\"_v3.nc\"),readdir(path));" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "n = length(filelist)\n", "varnames = fill(\"\",n)\n", "nbits = 32\n", "\n", "IC = fill(0.0,n,nbits)\n", "\n", "for (i,file) in enumerate(filelist)\n", " varname = split(split(file,\"cams_\")[end],\"_2019\")[1]\n", " varnames[i] = varname\n", " print(\"$varname\")\n", " ncfile = NetCDF.open(joinpath(path,file))\n", " \n", " # find the variable name by size\n", " var = [var for var in ncfile.vars if prod(size(var[2])) == 900*451*137][1][1]\n", " X = ncfile.vars[var][:,6:end-5,:] # exclude north/southpole\n", " \n", " # convert biased exponent to signed exponent\n", " signed_exponent!(X)\n", "\n", " IC[i,:] = bitinformation(X,:all_dimensions)\n", " print(\"X, \") \n", "\n", " @save joinpath(path,\"..\",\"analysis/bitinformation_all.jld2\") varnames IC\n", "end" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2-element Vector{Symbol}:\n", " :varnames\n", " :IC" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "@load joinpath(path,\"..\",\"analysis/bitinformation_all.jld2\") varnames IC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Find bits with information" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "using Statistics, StatsBase" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# filter out insignificant information based on pth percentile of the last byte\n", "p = 100\n", "nvars = length(varnames)\n", "\n", "ICfilt = copy(IC)\n", "for i in 1:nvars\n", " pthreshold = percentile(ICfilt[i,end-3:end],p)*1.1 # a bit bigger than noise\n", " i_insigni = argmax(diff(ICfilt[i,10:end] .< pthreshold))\n", " ICfilt[i,9+i_insigni:end] .= floatmin(Float64)\n", "end\n", "\n", "# for plotting replace zeros with NaN to get white\n", "ICnan = copy(ICfilt)\n", "ICnan[iszero.(ICfilt)] .= NaN;" ] }, { "cell_type": "code", "execution_count": 10, "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]\n", "\n", "infbitsx = copy(vec(hcat(infbits,infbits)'))\n", "infbitsx100 = copy(vec(hcat(infbits100,infbits100)'))\n", "infbitsy = copy(vec(hcat(Array(0:nvars-1),Array(1:nvars))'));" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "@save joinpath(path,\"../analysis/bits_to_retain.jld2\") varnames infbits infbits100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SORTING" ] }, { "cell_type": "code", "execution_count": null, "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": null, "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": null, "metadata": {}, "outputs": [], "source": [ "# sort\n", "varnames = varnames[grouped]\n", "ICg = infbits[grouped,:];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PLOTTING" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "using ColorSchemes, Printf, PyPlot" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig,ax1 = subplots(1,1,figsize=(8,10),sharey=true)\n", "ax1.invert_yaxis()\n", "tight_layout(rect=[0.06,0.08,0.93,0.98])\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,vmin=0,vmax=1;cmap)\n", "cbar = colorbar(pcm,cax=cax,orientation=\"horizontal\")\n", "cbar.set_label(\"information content [bit]\")\n", "\n", "# 99% of real information enclosed\n", "ax1.plot(vcat(infbits,infbits[end]),Array(0:nvars),\"C1\",ds=\"steps-pre\",zorder=10,label=\"99% of\\ninformation\")\n", "\n", "# grey shading\n", "ax1.fill_betweenx(infbitsy,infbitsx,fill(32,length(infbitsx)),alpha=0.4,color=\"grey\")\n", "ax1.fill_betweenx(infbitsy,infbitsx100,fill(32,length(infbitsx)),alpha=0.1,color=\"c\")\n", "ax1.fill_betweenx(infbitsy,infbitsx100,fill(32,length(infbitsx)),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)\n", "ax1right.set_yticklabels([@sprintf \"%4.1f\" i for i in ICcsum[:,end]])\n", "ax1right.set_ylabel(\"total information per value [bit]\")\n", "\n", "ax1.text(infbits[1]+0.1,0.8,\"$(infbits[1]-9) significant bits\",fontsize=8,color=\"saddlebrown\")\n", "for i in 2:nvars\n", " ax1.text(infbits[i]+0.1,(i-1)+0.8,\"$(infbits[i]-9)\",fontsize=8,color=\"saddlebrown\")\n", "end\n", "\n", "ax1.set_xticks([1,9])\n", "ax1.set_xticks(vcat(2:8,10:32),minor=true)\n", "ax1.set_xticklabels([])\n", "ax1.text(0,nvars+2.2,\"sign\",rotation=90)\n", "ax1.text(2,nvars+2.2,\"exponent bits\",color=\"darkslategrey\")\n", "ax1.text(10,nvars+2.2,\"significant bits\")\n", "\n", "for i in 1:8\n", " ax1.text(i+.5,nvars+0.9,\"$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=(0.725,0.76),framealpha=0.6)\n", "\n", "# savefig(\"../plots/bitinformation_all.png\",dpi=100)" ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "kernelspec": { "display_name": "Julia 1.6.0-rc2", "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 }