[EnerMan] D1.2 Text mining analysis for Expectations related Answers

using Pkg;
Julia
Pkg.add("TextAnalysis")
Julia
 Updating registry at `C:\Users\pkab4\.julia\registries\General` [?25l Updating git-repo `https://github.com/JuliaRegistries/General.git` Fetching: [========================================>] 99.9 %[36mFetching: [===> ] 7.4 % [====> ] 9.9 %10.1 %========> ] 18.2 % [========> ] 18.7 %Fetching: [===========> ] 26.3 % %36.7 % ] 46.4 %] 68.7 %Fetching: [==================================> ] 82.7 %[?25h Resolving package versions...  Installed ControlSystemIdentification ── v1.0.0  Installed StatsModels ────────────────── v0.6.21  Installed HTTP ───────────────────────── v0.8.19  Installed TextAnalysis ───────────────── v0.7.3  Installed DataFrames ─────────────────── v0.22.7  Installed SignalDecomposition ────────── v1.0.2  Installed Survival ───────────────────── v0.2.1  Installed ARCHModels ─────────────────── v1.4.1  Installed Clustering ─────────────────── v0.14.2  Installed TimeSeries ─────────────────── v0.20.1  Installed Gadfly ─────────────────────── v1.3.3  Installed Cascadia ───────────────────── v1.0.1  Installed CSVFiles ───────────────────── v1.0.1  Installed GR ─────────────────────────── v0.52.0  Installed StatsPlots ─────────────────── v0.14.22  Installed BenchmarkTools ─────────────── v1.0.0  Installed IJulia ─────────────────────── v1.23.2  Installed GLM ────────────────────────── v1.4.2  Installed Plots ──────────────────────── v1.6.12  Installed XLSX ───────────────────────── v0.7.6  Installed UnicodePlots ───────────────── v1.3.0  Installed CSV ────────────────────────── v0.8.5  Installed HypothesisTests ────────────── v0.10.4  Installed TSML ───────────────────────── v2.7.0  Installed JSONTables ─────────────────── v1.0.1  Installed Tables ─────────────────────── v1.4.3  Installed NamedDims ──────────────────── v0.2.33  Installed DiffEqBase ─────────────────── v6.44.3  Installed CompilerSupportLibraries_jll ─ v0.3.4+0  Installed AMLPipelineBase ────────────── v0.1.9  Installed DistributionsAD ────────────── v0.6.28  Installed DelayEmbeddings ────────────── v1.11.0  Installed Intervals ──────────────────── v1.5.0  Installed TOML ───────────────────────── v1.0.3  Installed PlotUtils ──────────────────── v1.0.10  Installed AbstractTrees ──────────────── v0.3.4  Installed HTML_Entities ──────────────── v1.0.1  Installed PDMats ─────────────────────── v0.10.1  Installed DynamicalSystemsBase ───────── v1.5.7  Installed ChainRulesCore ─────────────── v0.9.45  Installed FunctionWrappers ───────────── v1.1.2  Installed ScientificTypes ────────────── v1.1.2  Installed Xorg_libX11_jll ────────────── v1.6.9+4  Installed MLLabelUtils ───────────────── v0.5.6  Installed IntervalSets ───────────────── v0.5.3  Installed Ogg_jll ────────────────────── v1.3.4+2  Installed Observables ────────────────── v0.4.0  Installed Polynomials ────────────────── v1.2.1  Installed SciMLBase ──────────────────── v1.13.5  Installed libass_jll ─────────────────── v0.14.0+4  Installed Expat_jll ──────────────────── v2.2.7+6  Installed JLLWrappers ────────────────── v1.3.0  Installed DoubleFloats ───────────────── v1.1.22  Installed Missings ───────────────────── v0.4.5  Installed WoodburyMatrices ───────────── v0.5.3  Installed AbstractPPL ────────────────── v0.1.4  Installed StatsFuns ──────────────────── v0.9.8  Installed ArrayInterface ─────────────── v2.14.17  Installed Libiconv_jll ───────────────── v1.16.0+7  Installed LowLevelParticleFilters ────── v1.0.5  Installed Opus_jll ───────────────────── v1.3.1+3  Installed GenericSchur ───────────────── v0.5.0  Installed libsodium_jll ──────────────── v1.0.19+0  Installed BSON ───────────────────────── v0.3.3  Installed Loess ──────────────────────── v0.5.3  Installed XSLT_jll ───────────────────── v1.1.33+4  Installed GenericLinearAlgebra ───────── v0.2.5  Installed NLopt_jll ──────────────────── v2.7.0+0  Installed NaNMath ────────────────────── v0.3.5  Installed Libtask ────────────────────── v0.5.3  Installed RData ──────────────────────── v0.8.2  Installed Libtask_jll ────────────────── v0.4.1+0  Installed StatsAPI ───────────────────── v1.0.0  Installed LibVPX_jll ─────────────────── v1.9.0+1  Installed HarfBuzz_jll ───────────────── v2.6.1+10  Installed Setfield ───────────────────── v0.7.0  Installed FFTW ───────────────────────── v1.3.0  Installed SimpleDiffEq ───────────────── v1.5.1  Installed DiffResults ────────────────── v1.0.3  Installed Gettext_jll ────────────────── v0.20.1+7  Installed Turing ─────────────────────── v0.15.16  Installed Compat ─────────────────────── v3.30.0  Installed Crayons ────────────────────── v4.0.4  Installed TableTraits ────────────────── v1.0.1  Installed Preferences ────────────────── v1.2.2  Installed ControlSystems ─────────────── v0.7.0  Installed libpng_jll ─────────────────── v1.6.37+6  Installed Libuuid_jll ────────────────── v2.34.0+7  Installed RDatasets ──────────────────── v0.7.5  Installed NLsolve ────────────────────── v4.5.1  Installed StructArrays ───────────────── v0.5.1  Installed RecipesBase ────────────────── v1.1.1  Installed Bijectors ──────────────────── v0.9.6  Installed DataAPI ────────────────────── v1.6.0  Installed DataDeps ───────────────────── v0.7.7  Installed Pixman_jll ─────────────────── v0.40.0+0  Installed Grisu ──────────────────────── v1.0.2  Installed ProgressMeter ──────────────── v1.7.1  Installed ZipFile ────────────────────── v0.9.3  Installed Libffi_jll ─────────────────── v3.2.1+4  Installed DynamicPPL ─────────────────── v0.10.20  Installed Xorg_libXdmcp_jll ──────────── v1.1.3+4  Installed FriBidi_jll ────────────────── v1.0.5+6  Installed NonlinearSolve ─────────────── v0.3.5  Installed FFMPEG_jll ─────────────────── v4.3.1+4  Installed MathOptInterface ───────────── v0.9.22  Installed CategoricalArrays ──────────── v0.9.7  Installed SentinelArrays ─────────────── v1.3.3  Installed ExponentialUtilities ───────── v1.8.2  Installed x265_jll ───────────────────── v3.0.0+3  Installed MbedTLS_jll ────────────────── v2.16.8+1  Installed StrTables ──────────────────── v1.0.1  Installed Zlib_jll ───────────────────── v1.2.11+18  Installed MLDataUtils ────────────────── v0.5.4  Installed FFTW_jll ───────────────────── v3.3.9+7  Installed MonteCarloMeasurements ─────── v0.9.15  Installed TextParse ──────────────────── v1.0.1  Installed LinearOperators ────────────── v1.3.1  Installed AdvancedPS ─────────────────── v0.1.0  Installed ICU_jll ────────────────────── v67.1.0+3  Installed GPUArrays ──────────────────── v5.2.1  Installed Colors ─────────────────────── v0.12.8  Installed ColorSchemes ───────────────── v3.12.1  Installed Xorg_xtrans_jll ────────────── v1.4.0+3  Installed LogExpFunctions ────────────── v0.2.4  Installed Xorg_libXext_jll ───────────── v1.3.4+4  Installed RecursiveFactorization ─────── v0.1.8  Installed OrderedCollections ─────────── v1.4.1  Installed PyCall ─────────────────────── v1.92.3  Installed GeometryTypes ──────────────── v0.8.4  Installed IRTools ────────────────────── v0.4.2  Installed Artifacts ──────────────────── v1.3.0  Installed Pango_jll ──────────────────── v1.42.4+10  Installed RecursiveArrayTools ────────── v2.11.4  Installed AdvancedVI ─────────────────── v0.1.3  Installed Impute ─────────────────────── v0.6.6  Installed BangBang ───────────────────── v0.3.31  Installed DefineSingletons ───────────── v0.1.1  Installed EllipsisNotation ───────────── v1.0.0  Installed TerminalLoggers ────────────── v0.1.3  Installed StructTypes ────────────────── v1.7.2  Installed Baselet ────────────────────── v0.1.1  Installed OpenSSL_jll ────────────────── v1.1.1+6  Installed Xorg_libxcb_jll ────────────── v1.13.0+3  Installed MLJModelInterface ──────────── v1.1.0  Installed MCMCChains ─────────────────── v4.12.0  Installed Juno ───────────────────────── v0.8.4  Installed DiffRules ──────────────────── v1.0.2  Installed Xorg_libXau_jll ────────────── v1.0.9+4  Installed ArnoldiMethod ──────────────── v0.1.0  Installed RecipesPipeline ────────────── v0.1.13  Installed Tracker ────────────────────── v0.2.16  Installed JSON3 ──────────────────────── v1.8.2  Installed Xorg_libpthread_stubs_jll ──── v0.1.0+3  Installed MappedArrays ───────────────── v0.4.0  Installed DSP ────────────────────────── v0.6.10  Installed Libgcrypt_jll ──────────────── v1.8.5+4  Installed MbedTLS ────────────────────── v1.0.3  Installed MutableArithmetics ─────────── v0.2.20  Installed Fontconfig_jll ─────────────── v2.13.1+14  Installed Graphics ───────────────────── v1.1.0  Installed JSONSchema ─────────────────── v0.3.3  Installed Neighborhood ───────────────── v0.2.2  Installed MLDataPattern ──────────────── v0.5.4  Installed x264_jll ───────────────────── v2020.7.14+2  Installed WordTokenizers ─────────────── v0.5.6  Installed JSON ───────────────────────── v0.21.1  Installed Adapt ──────────────────────── v2.4.0  Installed EllipticalSliceSampling ────── v0.4.3  Installed Roots ──────────────────────── v1.0.9  Installed MatrixEquations ────────────── v1.4.0  Installed IntelOpenMP_jll ────────────── v2018.0.3+2  Installed Libgpg_error_jll ───────────── v1.36.0+3  Installed StatisticalTraits ──────────── v1.1.0  Installed ForwardDiff ────────────────── v0.10.18  Installed AdvancedMH ─────────────────── v0.5.9  Installed ConstructionBase ───────────── v1.2.1  Installed Parsers ────────────────────── v1.1.0  Installed TableOperations ────────────── v1.0.0  Installed LAME_jll ───────────────────── v3.100.0+3  Installed LineSearches ───────────────── v7.1.1  Installed Conda ──────────────────────── v1.5.2  Installed CommonSolve ────────────────── v0.2.0  Installed p7zip_jll ──────────────────── v16.2.0+3  Installed PrettyTables ───────────────── v0.11.1  Installed Glib_jll ───────────────────── v2.59.0+4  Installed PooledArrays ───────────────── v1.2.1  Installed ZygoteRules ────────────────── v0.2.1  Installed QueryOperators ─────────────── v0.9.3  Installed Rmath_jll ──────────────────── v0.2.2+2  Installed NLSolversBase ──────────────── v7.5.0  Installed OpenSpecFun_jll ────────────── v0.5.3+4  Installed AbstractMCMC ───────────────── v3.2.0  Installed InitialValues ──────────────── v0.2.10  Installed SIMDPirates ────────────────── v0.8.26  Installed FileIO ─────────────────────── v1.9.1  Installed Lazy ───────────────────────── v0.15.1  Installed ProgressLogging ────────────── v0.1.4  Installed StableRNGs ─────────────────── v1.0.0  Installed DiffEqDiffTools ────────────── v1.7.0  Installed FiniteDiff ─────────────────── v2.8.0  Installed TimerOutputs ───────────────── v0.5.9  Installed DecisionTree ───────────────── v0.10.10  Installed MacroTools ─────────────────── v0.5.6  Installed StaticArrays ───────────────── v0.12.5  Installed NearestNeighbors ───────────── v0.4.9  Installed DocStringExtensions ────────── v0.8.5  Installed GeometryBasics ─────────────── v0.3.12  Installed AdvancedHMC ────────────────── v0.2.27  Installed Compose ────────────────────── v0.9.2  Installed ColorTypes ─────────────────── v0.10.12  Installed LaTeXStrings ───────────────── v1.2.1  Installed CodecZlib ──────────────────── v0.7.0  Installed Distances ──────────────────── v0.10.3  Installed LoggingExtras ──────────────── v0.4.7  Installed Bzip2_jll ──────────────────── v1.0.6+5  Installed Snowball ───────────────────── v0.1.0  Installed SparseDiffTools ────────────── v1.13.2  Installed LabelledArrays ─────────────── v1.6.1  Installed FFMPEG ─────────────────────── v0.4.1  Installed Parameters ─────────────────── v0.12.2  Installed XML2_jll ───────────────────── v2.9.10+3  Installed Snowball_jll ───────────────── v2.0.0+0  Installed VectorizationBase ──────────── v0.12.33  Installed Xorg_libXrender_jll ────────── v0.9.10+4  Installed MicroCollections ───────────── v0.1.0  Installed IterativeSolvers ───────────── v0.8.5  Installed PlotThemes ─────────────────── v2.0.1  Installed NNlib ──────────────────────── v0.7.17  Installed LazyArtifacts ──────────────── v1.3.0  Installed PositiveFactorizations ─────── v0.2.4  Installed Graphite2_jll ──────────────── v1.3.13+4  Installed ArgParse ───────────────────── v1.1.4  Installed Latexify ───────────────────── v0.14.12  Installed TimeZones ──────────────────── v1.5.5  Installed LoopVectorization ──────────── v0.8.26  Installed Languages ──────────────────── v0.4.3  Installed ExprTools ──────────────────── v0.1.3  Installed FreeType2_jll ──────────────── v2.10.1+5  Installed CompositionsBase ───────────── v0.1.0  Installed LightGraphs ────────────────── v1.3.5  Installed libvorbis_jll ──────────────── v1.3.6+6  Installed libfdk_aac_jll ─────────────── v0.1.6+4  Installed Formatting ─────────────────── v0.4.2  Installed ZeroMQ_jll ─────────────────── v4.3.2+6  Installed LZO_jll ────────────────────── v2.10.0+3  Installed EarCut_jll ─────────────────── v2.1.5+1  Installed Contour ────────────────────── v0.5.7  Installed Cairo_jll ──────────────────── v1.16.0+6  Installed NLopt ──────────────────────── v0.6.2  Installed Zygote ─────────────────────── v0.5.17  Installed Libmount_jll ───────────────── v2.34.0+3  Installed OffsetArrays ───────────────── v1.10.0  Installed GPUCompiler ────────────────── v0.6.1  Installed Requires ───────────────────── v1.1.3  Installed Quadmath ───────────────────── v0.5.5  Installed Transducers ────────────────── v0.4.65  Installed Widgets ────────────────────── v0.6.3  Installed Showoff ────────────────────── v0.3.2  Installed PCRE_jll ───────────────────── v8.42.0+4  Installed SplittablesBase ────────────── v0.1.13  Installed ChainRules ─────────────────── v0.7.70  Updating `C:\Users\pkab4\.julia\environments\v1.4\Project.toml`  [6d3278bc] ↑ ARCHModels v1.2.0 ⇒ v1.4.1  [6e4b80f9] ↑ BenchmarkTools v0.5.0 ⇒ v1.0.0  [336ed68f] ↑ CSV v0.6.1 ⇒ v0.8.5  [5d742f6a] ↑ CSVFiles v1.0.0 ⇒ v1.0.1  [159f3aea] ↑ Cairo v1.0.4 ⇒ v1.0.5  [54eefc05] ↑ Cascadia v1.0.0 ⇒ v1.0.1  [aaaa29a8] ↑ Clustering v0.14.1 ⇒ v0.14.2  [3abffc1c] ↑ ControlSystemIdentification v0.2.4 ⇒ v1.0.0  [a93c6f00] ↑ DataFrames v0.20.2 ⇒ v0.22.7  [31c24e10] ↑ Distributions v0.23.4 ⇒ v0.23.8  [587475ba] ↑ Flux v0.11.0 ⇒ v0.11.1  [38e38edf] ↑ GLM v1.3.9 ⇒ v1.4.2  [28b8d3ca] ↑ GR v0.51.0 ⇒ v0.52.0  [c91e804a] ↑ Gadfly v1.2.1 ⇒ v1.3.3  [cd3eb016] ↑ HTTP v0.8.17 ⇒ v0.8.19  [09f84164] ↑ HypothesisTests v0.10.0 ⇒ v0.10.4  [7073ff75] ↑ IJulia v1.21.2 ⇒ v1.23.2  [b9914132] ↑ JSONTables v1.0.0 ⇒ v1.0.1  [91a5bcdd] ↑ Plots v1.5.6 ⇒ v1.6.12  [1a8c2f83] ↑ Query v0.12.2 ⇒ v1.0.0  [ce6b1742] ↑ RDatasets v0.6.9 ⇒ v0.7.5  [11a47235] ↑ SignalDecomposition v1.0.0 ⇒ v1.0.2  [3eaba693] ↑ StatsModels v0.6.12 ⇒ v0.6.21  [f3b207a7] ↑ StatsPlots v0.14.6 ⇒ v0.14.22  [8a913413] ↑ Survival v0.2.0 ⇒ v0.2.1  [198dc43e] ↑ TSML v2.3.8 ⇒ v2.7.0  [bd369af6] ↑ Tables v1.0.4 ⇒ v1.4.3  [a2db99b7] + TextAnalysis v0.7.3  [9e3dc215] ↑ TimeSeries v0.18.0 ⇒ v0.20.1  [fce5fe82] ↑ Turing v0.7.0 ⇒ v0.15.16  [b8865327] ↑ UnicodePlots v1.2.0 ⇒ v1.3.0  [fdbf4ff8] ↑ XLSX v0.7.2 ⇒ v0.7.6  Updating `C:\Users\pkab4\.julia\environments\v1.4\Manifest.toml`  [e3c3008a] + AMLPipelineBase v0.1.9  [6d3278bc] ↑ ARCHModels v1.2.0 ⇒ v1.4.1  [80f14c24] + AbstractMCMC v3.2.0  [7a57a42e] + AbstractPPL v0.1.4  [1520ce14] ↑ AbstractTrees v0.3.3 ⇒ v0.3.4  [79e6a3ab] ↑ Adapt v2.0.2 ⇒ v2.4.0  [0bf59076] ↑ AdvancedHMC v0.2.25 ⇒ v0.2.27  [5b7e9947] + AdvancedMH v0.5.9  [576499cb] + AdvancedPS v0.1.0  [b5ca4192] + AdvancedVI v0.1.3  [c7e460c6] ↑ ArgParse v1.1.0 ⇒ v1.1.4  [ec485272] ↑ ArnoldiMethod v0.0.4 ⇒ v0.1.0  [4fba245c] ↑ ArrayInterface v2.11.0 ⇒ v2.14.17  [4c555306] ↑ ArrayLayouts v0.3.7 ⇒ v0.3.8  [56f22d72] + Artifacts v1.3.0  [bf4720bc] - AssetRegistry v0.1.0  [fbb218c0] + BSON v0.3.3  [198e06fe] + BangBang v0.3.31  [9718e550] + Baselet v0.1.1  [6e4b80f9] ↑ BenchmarkTools v0.5.0 ⇒ v1.0.0  [76274a88] ↑ Bijectors v0.4.0 ⇒ v0.9.6  [6e34b625] ↑ Bzip2_jll v1.0.6+2 ⇒ v1.0.6+5  [70588ee8] - CSSUtil v0.1.1  [336ed68f] ↑ CSV v0.6.1 ⇒ v0.8.5  [5d742f6a] ↑ CSVFiles v1.0.0 ⇒ v1.0.1  [052768ef] ↑ CUDA v1.2.0 ⇒ v1.3.3  [159f3aea] ↑ Cairo v1.0.4 ⇒ v1.0.5  [83423d85] ↑ Cairo_jll v1.16.0+4 ⇒ v1.16.0+6  [49dc2e85] + Calculus v0.5.1  [54eefc05] ↑ Cascadia v1.0.0 ⇒ v1.0.1  [324d7699] ↑ CategoricalArrays v0.7.7 ⇒ v0.9.7  [082447d4] ↑ ChainRules v0.7.12 ⇒ v0.7.70  [d360d2e6] ↑ ChainRulesCore v0.9.5 ⇒ v0.9.45  [aaaa29a8] ↑ Clustering v0.14.1 ⇒ v0.14.2  [944b1d66] ↑ CodecZlib v0.6.0 ⇒ v0.7.0  [35d6a980] ↑ ColorSchemes v3.9.0 ⇒ v3.12.1  [3da002f7] ↑ ColorTypes v0.10.7 ⇒ v0.10.12  [5ae59095] ↑ Colors v0.12.3 ⇒ v0.12.8  [38540f10] + CommonSolve v0.2.0  [34da2185] ↑ Compat v2.2.0 ⇒ v3.30.0  [e66e0078] ↑ CompilerSupportLibraries_jll v0.3.3+0 ⇒ v0.3.4+0  [a81c6b42] ↑ Compose v0.8.2 ⇒ v0.9.2  [a33af91c] + CompositionsBase v0.1.0  [8f4d0f93] ↑ Conda v1.4.1 ⇒ v1.5.2  [187b0558] + ConstructionBase v1.2.1  [d38c429a] ↑ Contour v0.5.4 ⇒ v0.5.7  [3abffc1c] ↑ ControlSystemIdentification v0.2.4 ⇒ v1.0.0  [a6e380b2] ↑ ControlSystems v0.6.0 ⇒ v0.7.0  [7ad07ef1] ↑ CoupledFields v0.1.0 ⇒ v0.2.0  [a8cc5b0e] ↑ Crayons v4.0.3 ⇒ v4.0.4  [717857b8] ↑ DSP v0.6.7 ⇒ v0.6.10  [9a962f9c] ↑ DataAPI v1.3.0 ⇒ v1.6.0  [124859b0] + DataDeps v0.7.7  [a93c6f00] ↑ DataFrames v0.20.2 ⇒ v0.22.7  [864edb3b] ↑ DataStructures v0.17.19 ⇒ v0.17.20  [7806a523] ↑ DecisionTree v0.10.7 ⇒ v0.10.10  [244e2a9f] + DefineSingletons v0.1.1  [5732040d] ↑ DelayEmbeddings v1.8.0 ⇒ v1.11.0  [2b5f629d] ↑ DiffEqBase v6.40.9 ⇒ v6.44.3  [01453d9d] + DiffEqDiffTools v1.7.0  [163ba53b] ↑ DiffResults v1.0.2 ⇒ v1.0.3  [b552c78f] ↑ DiffRules v1.0.1 ⇒ v1.0.2  [b4f34e82] ↑ Distances v0.8.2 ⇒ v0.10.3  [31c24e10] ↑ Distributions v0.23.4 ⇒ v0.23.8  [ced4e74d] ↑ DistributionsAD v0.1.1 ⇒ v0.6.28  [ffbed154] ↑ DocStringExtensions v0.8.2 ⇒ v0.8.5  [497a8b3b] ↑ DoubleFloats v1.1.13 ⇒ v1.1.22  [366bfd00] + DynamicPPL v0.10.20  [6e36e845] ↑ DynamicalSystemsBase v1.5.4 ⇒ v1.5.7  [5ae413db] + EarCut_jll v2.1.5+1  [da5c29d0] ↑ EllipsisNotation v0.4.0 ⇒ v1.0.0  [cad2338a] + EllipticalSliceSampling v0.4.3  [2e619515] ↑ Expat_jll v2.2.7+3 ⇒ v2.2.7+6  [d4d017d3] ↑ ExponentialUtilities v1.7.0 ⇒ v1.8.2  [e2ba6199] ↑ ExprTools v0.1.1 ⇒ v0.1.3  [c87230d0] ↑ FFMPEG v0.3.0 ⇒ v0.4.1  [b22a6f82] ↑ FFMPEG_jll v4.1.0+3 ⇒ v4.3.1+4  [7a1cc6ca] ↑ FFTW v1.2.2 ⇒ v1.3.0  [f5851436] ↑ FFTW_jll v3.3.9+5 ⇒ v3.3.9+7  [9aa1b823] + FastClosures v0.3.2  [5789e2e9] ↑ FileIO v1.4.0 ⇒ v1.9.1  [48062228] - FilePathsBase v0.7.0  [1a297f60] ↑ FillArrays v0.8.13 ⇒ v0.8.14  [6a86dc24] ↑ FiniteDiff v2.5.1 ⇒ v2.8.0  [26cc04aa] - FiniteDifferences v0.10.8  [587475ba] ↑ Flux v0.11.0 ⇒ v0.11.1  [a3f928ae] ↑ Fontconfig_jll v2.13.1+12 ⇒ v2.13.1+14  [59287772] + Formatting v0.4.2  [f6369f11] ↑ ForwardDiff v0.10.12 ⇒ v0.10.18  [d7e528f0] ↑ FreeType2_jll v2.10.1+2 ⇒ v2.10.1+5  [559328eb] ↑ FriBidi_jll v1.0.5+3 ⇒ v1.0.5+6  [069b7b12] ↑ FunctionWrappers v1.1.1 ⇒ v1.1.2  [de31a74c] - FunctionalCollections v0.5.0  [38e38edf] ↑ GLM v1.3.9 ⇒ v1.4.2  [0c68f7d7] ↑ GPUArrays v4.0.1 ⇒ v5.2.1  [61eb1bfa] ↑ GPUCompiler v0.5.3 ⇒ v0.6.1  [28b8d3ca] ↑ GR v0.51.0 ⇒ v0.52.0  [c91e804a] ↑ Gadfly v1.2.1 ⇒ v1.3.3  [14197337] ↑ GenericLinearAlgebra v0.2.3 ⇒ v0.2.5  [c145ed77] ↑ GenericSchur v0.4.0 ⇒ v0.5.0  [5c1252a2] ↑ GeometryBasics v0.2.15 ⇒ v0.3.12  [4d00f742] ↑ GeometryTypes v0.8.3 ⇒ v0.8.4  [78b55507] ↑ Gettext_jll v0.20.1+4 ⇒ v0.20.1+7  [7746bdde] ↑ Glib_jll v2.59.0+2 ⇒ v2.59.0+4  [a2bd30eb] ↑ Graphics v1.0.2 ⇒ v1.1.0  [3b182d85] ↑ Graphite2_jll v1.3.13+1 ⇒ v1.3.13+4  [42e2da0e] + Grisu v1.0.2  [528830af] ↑ Gumbo_jll v0.10.1+0 ⇒ v0.10.1+1  [7693890a] + HTML_Entities v1.0.1  [cd3eb016] ↑ HTTP v0.8.17 ⇒ v0.8.19  [2e76f6c2] ↑ HarfBuzz_jll v2.6.1+5 ⇒ v2.6.1+10  [09f84164] ↑ HypothesisTests v0.10.0 ⇒ v0.10.4  [a51ab1cf] + ICU_jll v67.1.0+3  [7073ff75] ↑ IJulia v1.21.2 ⇒ v1.23.2  [7869d1d1] ↑ IRTools v0.4.0 ⇒ v0.4.2  [f7bf1975] + Impute v0.6.6  [22cec73e] + InitialValues v0.2.10  [1d5cc7b8] ↑ IntelOpenMP_jll v2018.0.3+0 ⇒ v2018.0.3+2  [c601a237] - Interact v0.10.3  [d3863d7c] - InteractBase v0.10.5  [8197267c] ↑ IntervalSets v0.5.1 ⇒ v0.5.3  [d8418881] ↑ Intervals v1.4.1 ⇒ v1.5.0  [42fd0dbc] ↑ IterativeSolvers v0.8.4 ⇒ v0.8.5  [692b3bcd] + JLLWrappers v1.3.0  [97c1335a] - JSExpr v0.5.2  [682c06a0] ↑ JSON v0.21.0 ⇒ v0.21.1  [0f8b85d8] ↑ JSON3 v1.1.1 ⇒ v1.8.2  [7d188eb4] + JSONSchema v0.3.3  [b9914132] ↑ JSONTables v1.0.0 ⇒ v1.0.1  [e5e0dc1b] ↑ Juno v0.8.2 ⇒ v0.8.4  [bcebb21b] - Knockout v0.2.4  [c1c5ebd0] ↑ LAME_jll v3.100.0+1 ⇒ v3.100.0+3  [26dcc766] ↑ LPVSpectral v0.3.0 ⇒ v0.3.1  [dd4b983a] ↑ LZO_jll v2.10.0+1 ⇒ v2.10.0+3  [b964fa9f] ↑ LaTeXStrings v1.1.0 ⇒ v1.2.1  [2ee39098] ↑ LabelledArrays v1.3.0 ⇒ v1.6.1  [8ef0a80b] + Languages v0.4.3  [23fbe1c1] + Latexify v0.14.12  [50d2b5c4] ↑ Lazy v0.15.0 ⇒ v0.15.1  [4af54fe1] + LazyArtifacts v1.3.0  [dd192d2f] ↑ LibVPX_jll v1.8.1+1 ⇒ v1.9.0+1  [e9f186c6] ↑ Libffi_jll v3.2.1+1 ⇒ v3.2.1+4  [d4300ac3] ↑ Libgcrypt_jll v1.8.5+1 ⇒ v1.8.5+4  [7add5ba3] ↑ Libgpg_error_jll v1.36.0+1 ⇒ v1.36.0+3  [94ce4f54] ↑ Libiconv_jll v1.16.0+5 ⇒ v1.16.0+7  [4b2f31a3] ↑ Libmount_jll v2.34.0+1 ⇒ v2.34.0+3  [6f1fad26] ↑ Libtask v0.4.1 ⇒ v0.5.3  [3ae2931a] + Libtask_jll v0.4.1+0  [38a345b3] ↑ Libuuid_jll v2.34.0+4 ⇒ v2.34.0+7  [093fc24a] ↑ LightGraphs v1.3.3 ⇒ v1.3.5  [d3d80556] ↑ LineSearches v7.0.1 ⇒ v7.1.1  [5c8ed15e] + LinearOperators v1.3.1  [4345ca2d] ↑ Loess v0.5.1 ⇒ v0.5.3  [2ab3a3ac] + LogExpFunctions v0.2.4  [e6f89c97] ↑ LoggingExtras v0.4.2 ⇒ v0.4.7  [bdcacae8] ↑ LoopVectorization v0.8.19 ⇒ v0.8.26  [d9d29d28] ↑ LowLevelParticleFilters v0.4.6 ⇒ v1.0.5  [c7f686f2] ↑ MCMCChains v0.3.14 ⇒ v4.12.0  [856f044c] ↑ MKL_jll v2020.1.216+0 ⇒ v2020.2.254+0  [9920b226] ↑ MLDataPattern v0.5.3 ⇒ v0.5.4  [cc2ba9b6] ↑ MLDataUtils v0.5.1 ⇒ v0.5.4  [e80e1ace] + MLJModelInterface v1.1.0  [66a33bbf] ↑ MLLabelUtils v0.5.2 ⇒ v0.5.6  [1914dd2f] ↑ MacroTools v0.5.5 ⇒ v0.5.6  [dbb5928d] ↑ MappedArrays v0.2.2 ⇒ v0.4.0  [b8f27783] + MathOptInterface v0.9.22  [99c1a7ee] + MatrixEquations v1.4.0  [739be429] ↑ MbedTLS v1.0.2 ⇒ v1.0.3  [c8ffd9c3] ↑ MbedTLS_jll v2.16.6+1 ⇒ v2.16.8+1  [128add7d] + MicroCollections v0.1.0  [e1d29d7a] ↑ Missings v0.4.3 ⇒ v0.4.5  [0987c9cc] ↑ MonteCarloMeasurements v0.9.5 ⇒ v0.9.15  [d8a4904e] + MutableArithmetics v0.2.20  [d41bc354] ↓ NLSolversBase v7.6.1 ⇒ v7.5.0  [76087f3c] ↑ NLopt v0.6.0 ⇒ v0.6.2  [079eb43e] ↑ NLopt_jll v2.6.2+0 ⇒ v2.7.0+0  [2774e3e8] ↑ NLsolve v4.4.0 ⇒ v4.5.1  [a6bfbf70] - NNPACK_jll v2018.6.22+0  [872c559c] ↑ NNlib v0.7.3 ⇒ v0.7.17  [77ba4419] ↑ NaNMath v0.3.4 ⇒ v0.3.5  [86f7a689] + NamedArrays v0.9.4  [356022a1] + NamedDims v0.2.33  [c020b1a1] + NaturalSort v1.0.0  [b8a86587] ↑ NearestNeighbors v0.4.4 ⇒ v0.4.9  [645ca80c] ↑ Neighborhood v0.1.0 ⇒ v0.2.2  [8913a72c] + NonlinearSolve v0.3.5  [510215fc] ↑ Observables v0.3.1 ⇒ v0.4.0  [6fe1bfb0] ↑ OffsetArrays v1.1.2 ⇒ v1.10.0  [e7412a2a] ↑ Ogg_jll v1.3.4+0 ⇒ v1.3.4+2  [458c3c95] ↑ OpenSSL_jll v1.1.1+4 ⇒ v1.1.1+6  [efe28fd5] ↑ OpenSpecFun_jll v0.5.3+3 ⇒ v0.5.3+4  [429524aa] ↑ Optim v0.20.1 ⇒ v0.22.0  [91d4177d] ↑ Opus_jll v1.3.1+1 ⇒ v1.3.1+3  [bac558e1] ↑ OrderedCollections v1.3.0 ⇒ v1.4.1  [1dea7af3] ↑ OrdinaryDiffEq v5.42.0 ⇒ v5.42.3  [2f80f16e] ↑ PCRE_jll v8.42.0+2 ⇒ v8.42.0+4  [90014a1f] ↑ PDMats v0.9.12 ⇒ v0.10.1  [36c8627f] ↑ Pango_jll v1.42.4+8 ⇒ v1.42.4+10  [d96e819e] ↑ Parameters v0.12.1 ⇒ v0.12.2  [69de0a69] ↑ Parsers v1.0.7 ⇒ v1.1.0  [fa939f87] - Pidfile v1.2.0  [30392449] ↑ Pixman_jll v0.38.4+2 ⇒ v0.40.0+0  [ccf2f8ad] ↑ PlotThemes v2.0.0 ⇒ v2.0.1  [995b91a9] ↑ PlotUtils v1.0.5 ⇒ v1.0.10  [91a5bcdd] ↑ Plots v1.5.6 ⇒ v1.6.12  [f27b6e38] ↑ Polynomials v1.1.3 ⇒ v1.2.1  [2dfb63ee] ↑ PooledArrays v0.5.3 ⇒ v1.2.1  [85a6dd25] ↑ PositiveFactorizations v0.2.3 ⇒ v0.2.4  [21216c6a] + Preferences v1.2.2  [08abe8d2] + PrettyTables v0.11.1  [33c8b6b6] ↑ ProgressLogging v0.1.3 ⇒ v0.1.4  [92933f4c] ↑ ProgressMeter v1.3.2 ⇒ v1.7.1  [438e738f] ↑ PyCall v1.91.4 ⇒ v1.92.3  [1fd47b50] ↑ QuadGK v2.4.0 ⇒ v2.4.1  [be4d8f0f] ↑ Quadmath v0.5.4 ⇒ v0.5.5  [1a8c2f83] ↑ Query v0.12.2 ⇒ v1.0.0  [2aef5ad7] ↑ QueryOperators v0.9.1 ⇒ v0.9.3  [df47a6cb] ↑ RData v0.7.1 ⇒ v0.8.2  [ce6b1742] ↑ RDatasets v0.6.9 ⇒ v0.7.5  [3cdcf5f2] ↑ RecipesBase v1.0.2 ⇒ v1.1.1  [01d81517] ↑ RecipesPipeline v0.1.11 ⇒ v0.1.13  [731186ca] ↑ RecursiveArrayTools v2.5.0 ⇒ v2.11.4  [f2c3362d] ↑ RecursiveFactorization v0.1.4 ⇒ v0.1.8  [ae029012] ↑ Requires v1.0.1 ⇒ v1.1.3  [f50d1b31] ↑ Rmath_jll v0.2.2+1 ⇒ v0.2.2+2  [f2b01f46] ↑ Roots v1.0.4 ⇒ v1.0.9  [21efa798] ↑ SIMDPirates v0.8.17 ⇒ v0.8.26  [0bca4576] + SciMLBase v1.13.5  [321657f4] + ScientificTypes v1.1.2  [91c51154] + SentinelArrays v1.3.3  [efcf1570] + Setfield v0.7.0  [992d4aef] ↑ Showoff v0.3.1 ⇒ v0.3.2  [11a47235] ↑ SignalDecomposition v1.0.0 ⇒ v1.0.2  [05bca326] ↑ SimpleDiffEq v1.1.0 ⇒ v1.5.1  [699a6c99] ↑ SimpleTraits v0.9.2 ⇒ v0.9.3  [fb8f903a] + Snowball v0.1.0  [88f46535] + Snowball_jll v2.0.0+0  [b85f4697] ↑ SoftGlobalScope v1.0.10 ⇒ v1.1.0  [47a9eef4] ↑ SparseDiffTools v1.9.1 ⇒ v1.13.2  [171d559e] + SplittablesBase v0.1.13  [860ef19b] ↑ StableRNGs v0.1.1 ⇒ v1.0.0  [90137ffa] ↑ StaticArrays v0.12.4 ⇒ v0.12.5  [64bff920] + StatisticalTraits v1.1.0  [82ae8749] + StatsAPI v1.0.0  [4c63d2b9] ↑ StatsFuns v0.9.5 ⇒ v0.9.8  [3eaba693] ↑ StatsModels v0.6.12 ⇒ v0.6.21  [f3b207a7] ↑ StatsPlots v0.14.6 ⇒ v0.14.22  [9700d1a9] + StrTables v1.0.1  [09ab397b] ↑ StructArrays v0.4.4 ⇒ v0.5.1  [856f2bd8] ↑ StructTypes v1.1.0 ⇒ v1.7.2  [8a913413] ↑ Survival v0.2.0 ⇒ v0.2.1  [fa267f1f] + TOML v1.0.3  [198dc43e] ↑ TSML v2.3.8 ⇒ v2.7.0  [ab02a1b2] ↑ TableOperations v0.2.1 ⇒ v1.0.0  [3783bdb8] ↑ TableTraits v1.0.0 ⇒ v1.0.1  [bd369af6] ↑ Tables v1.0.4 ⇒ v1.4.3  [5d786b92] ↑ TerminalLoggers v0.1.2 ⇒ v0.1.3  [a2db99b7] + TextAnalysis v0.7.3  [e0df1984] ↑ TextParse v1.0.0 ⇒ v1.0.1  [9e3dc215] ↑ TimeSeries v0.18.0 ⇒ v0.20.1  [f269a46b] ↑ TimeZones v1.3.1 ⇒ v1.5.5  [a759f4b9] ↑ TimerOutputs v0.5.6 ⇒ v0.5.9  [9f7883ad] ↑ Tracker v0.2.8 ⇒ v0.2.16  [28d57a85] + Transducers v0.4.65  [fce5fe82] ↑ Turing v0.7.0 ⇒ v0.15.16  [3a884ed6] ↑ UnPack v1.0.1 ⇒ v1.0.2  [b8865327] ↑ UnicodePlots v1.2.0 ⇒ v1.3.0  [3d5dd08c] ↑ VectorizationBase v0.12.26 ⇒ v0.12.33  [0f1e0344] - WebIO v0.8.14  [104b5d7c] - WebSockets v1.5.2  [cc8bc4a8] ↑ Widgets v0.6.2 ⇒ v0.6.3  [efce3f68] ↑ WoodburyMatrices v0.5.2 ⇒ v0.5.3  [796a5d58] + WordTokenizers v0.5.6  [fdbf4ff8] ↑ XLSX v0.7.2 ⇒ v0.7.6  [02c8fc9c] ↑ XML2_jll v2.9.10+1 ⇒ v2.9.10+3  [aed1982a] ↑ XSLT_jll v1.1.33+2 ⇒ v1.1.33+4  [4f6342f7] ↑ Xorg_libX11_jll v1.6.9+2 ⇒ v1.6.9+4  [0c0b7dd1] ↑ Xorg_libXau_jll v1.0.9+2 ⇒ v1.0.9+4  [a3789734] ↑ Xorg_libXdmcp_jll v1.1.3+2 ⇒ v1.1.3+4  [1082639a] ↑ Xorg_libXext_jll v1.3.4+2 ⇒ v1.3.4+4  [ea2f1a96] ↑ Xorg_libXrender_jll v0.9.10+2 ⇒ v0.9.10+4  [14d82f49] ↑ Xorg_libpthread_stubs_jll v0.1.0+1 ⇒ v0.1.0+3  [c7cfdc94] ↑ Xorg_libxcb_jll v1.13.0+2 ⇒ v1.13.0+3  [c5fb5394] ↑ Xorg_xtrans_jll v1.4.0+1 ⇒ v1.4.0+3  [8f1865be] ↑ ZeroMQ_jll v4.3.2+4 ⇒ v4.3.2+6  [a5390f91] ↑ ZipFile v0.9.2 ⇒ v0.9.3  [83775a58] ↑ Zlib_jll v1.2.11+14 ⇒ v1.2.11+18  [e88e6eb3] ↑ Zygote v0.5.3 ⇒ v0.5.17  [700de1a5] ↑ ZygoteRules v0.2.0 ⇒ v0.2.1  [0ac62f75] ↑ libass_jll v0.14.0+2 ⇒ v0.14.0+4  [f638f0a6] ↑ libfdk_aac_jll v0.1.6+2 ⇒ v0.1.6+4  [b53b4c65] ↑ libpng_jll v1.6.37+3 ⇒ v1.6.37+6  [a9144af2] + libsodium_jll v1.0.19+0  [f27f6e37] ↑ libvorbis_jll v1.3.6+4 ⇒ v1.3.6+6  [3f19e933] + p7zip_jll v16.2.0+3  [1270edf5] ↑ x264_jll v2019.5.25+2 ⇒ v2020.7.14+2  [dfaa095f] ↑ x265_jll v3.0.0+1 ⇒ v3.0.0+3  Building GR ───────────→ `C:\Users\pkab4\.julia\packages\GR\BwGt2\deps\build.log`  Building ARCHModels ───→ `C:\Users\pkab4\.julia\packages\ARCHModels\BbG8n\deps\build.log`  Building Conda ────────→ `C:\Users\pkab4\.julia\packages\Conda\sNGum\deps\build.log`  Building IJulia ───────→ `C:\Users\pkab4\.julia\packages\IJulia\e8kqU\deps\build.log`  Building HTML_Entities → `C:\Users\pkab4\.julia\packages\HTML_Entities\0GIgo\deps\build.log`  Building FFTW ─────────→ `C:\Users\pkab4\.julia\packages\FFTW\ayqyZ\deps\build.log`  Building DataDeps ─────→ `C:\Users\pkab4\.julia\packages\DataDeps\ooWXe\deps\build.log`  Building PyCall ───────→ `C:\Users\pkab4\.julia\packages\PyCall\BD546\deps\build.log`  Building TimeZones ────→ `C:\Users\pkab4\.julia\packages\TimeZones\y3gf6\deps\build.log`
import TextAnalysis
Julia
┌ Info: Precompiling TextAnalysis [a2db99b7-8b79-58f8-94bf-bbc811eef33d] └ @ Base loading.jl:1260
begin
    using TextAnalysis
    using CSV
    using DataFrames
    using Pipe: @pipe
    using Plots
end
Julia
┌ Info: Precompiling CSV [336ed68f-0bac-5ca0-87d4-7b16caf5d00b] └ @ Base loading.jl:1260 ┌ Info: Precompiling DataFrames [a93c6f00-e57d-5684-b7b6-d8193f3e46c0] └ @ Base loading.jl:1260
import Pkg; Pkg.add("Pipe")
Julia
 Resolving package versions...  Installed Pipe ─ v1.3.0  Updating `C:\Users\pkab4\.julia\environments\v1.4\Project.toml`  [b98c9c47] + Pipe v1.3.0  Updating `C:\Users\pkab4\.julia\environments\v1.4\Manifest.toml`  [b98c9c47] + Pipe v1.3.0
pathname = "Enerman.txt"
Julia
fd = Document(pathname)
Julia
text(fd)
Julia
remove_corrupt_utf8!(fd)
Julia
ngrams(fd)
Julia
str = StringDocument(text(fd))
Julia
remove_corrupt_utf8!(str)
Julia
prepare!(str, strip_punctuation)
Julia
remove_case!(str)
Julia
prepare!(str, strip_articles)
Julia
prepare!(str, strip_indefinite_articles)
Julia
prepare!(str, strip_definite_articles)
Julia
prepare!(str, strip_prepositions)
Julia
prepare!(str, strip_pronouns)
Julia
prepare!(str, strip_stopwords)
Julia
prepare!(str, strip_numbers)
Julia
prepare!(str, strip_non_letters)
Julia
prepare!(str, strip_frequent_terms)
Julia
prepare!(str, strip_html_tags)
Julia
stem!(str)
Julia
crps = Corpus([str])
Julia
lexicon(crps)
Julia
update_lexicon!(crps)
Julia
m = DocumentTermMatrix(crps)
Julia
dtm(m)
Julia
tf(m)
Julia
tf_idf(m)
Julia
details(m)
Julia
splitted_sents = WordTokenizers.split_sentences(str)
Julia
a= lexicon(crps)
Julia
inverse_index(crps)
Julia
update_inverse_index!(crps)
inverse_index(crps)
Julia
lexical_frequency(crps, "energi")
Julia
lexicon(crps)
Julia
b = sort(collect(zip(values(a),keys(a))))
Julia
show(b)
Julia
[(1, "abil"), (1, "accord"), (1, "account"), (1, "accur"), (1, "achiev"), (1, "actual"), (1, "adopt"), (1, "advanc"), (1, "ahus"), (1, "annual"), (1, "anod"), (1, "anylog"), (1, "assign"), (1, "autom"), (1, "autonom"), (1, "auxilari"), (1, "bespok"), (1, "bodi"), (1, "built"), (1, "busi"), (1, "buy"), (1, "byproduct"), (1, "call"), (1, "capabl"), (1, "car"), (1, "care"), (1, "cheap"), (1, "chemic"), (1, "chillersheatersdust"), (1, "chocol"), (1, "choic"), (1, "cim"), (1, "clean"), (1, "cleanroom"), (1, "clearanc"), (1, "come"), (1, "con"), (1, "consid"), (1, "continu"), (1, "correl"), (1, "daili"), (1, "decoupl"), (1, "decreas"), (1, "deeper"), (1, "deliv"), (1, "deminer"), (1, "demo"), (1, "densiti"), (1, "depict"), (1, "deploy"), (1, "design"), (1, "determin"), (1, "document"), (1, "don"), (1, "drive"), (1, "effect"), (1, "employ"), (1, "endtoend"), (1, "energyconsumpt"), (1, "energyeffici"), (1, "enpi"), (1, "establish"), (1, "excel"), (1, "expect"), (1, "extra"), (1, "extractor"), (1, "famili"), (1, "familiar"), (1, "feasibl"), (1, "floor"), (1, "focus"), (1, "follow"), (1, "foreseen"), (1, "gap"), (1, "gather"), (1, "goe"), (1, "granular"), (1, "guid"), (1, "guidanc"), (1, "histor"), (1, "holist"), (1, "humandriven"), (1, "hvac"), (1, "impact"), (1, "import"), (1, "increas"), (1, "individu"), (1, "inlet"), (1, "instead"), (1, "interfac"), (1, "interrupt"), (1, "introduc"), (1, "introduct"), (1, "investig"), (1, "item"), (1, "kpis"), (1, "laser"), (1, "life"), (1, "line"), (1, "link"), (1, "list"), (1, "liter"), (1, "litter"), (1, "live"), (1, "loadsfrom"), (1, "local"), (1, "locat"), (1, "make"), (1, "manual"), (1, "match"), (1, "materi"), (1, "measurementmonitor"), (1, "meet"), (1, "melt"), (1, "meltshop"), (1, "mention"), (1, "metal"), (1, "metric"), (1, "mode"), (1, "month"), (1, "ms"), (1, "na"), (1, "none"), (1, "onlin"), (1, "onsit"), (1, "osipi"), (1, "outcom"), (1, "particl"), (1, "pathway"), (1, "person"), (1, "personnel"), (1, "piec"), (1, "plane"), (1, "plc"), (1, "poli"), (1, "presenc"), (1, "previous"), (1, "prioriti"), (1, "profil"), (1, "proper"), (1, "publish"), (1, "pulpit"), (1, "qualiti"), (1, "react"), (1, "reassign"), (1, "recommend"), (1, "refil"), (1, "relev"), (1, "remain"), (1, "replac"), (1, "request"), (1, "resist"), (1, "respons"), (1, "seamless"), (1, "section"), (1, "secur"), (1, "seen"), (1, "semiconductor"), (1, "sensor"), (1, "sm"), (1, "softwar"), (1, "softwaretool"), (1, "sourc"), (1, "speed"), (1, "spray"), (1, "static"), (1, "step"), (1, "stomana"), (1, "strength"), (1, "studi"), (1, "subdepart"), (1, "suggest"), (1, "supervisor"), (1, "take"), (1, "tc"), (1, "techniqu"), (1, "technolog"), (1, "tensil"), (1, "term"), (1, "thermal"), (1, "throughput"), (1, "topic"), (1, "total"), (1, "treat"), (1, "twinsimul"), (1, "various"), (1, "vast"), (1, "versus"), (1, "virtual"), (1, "visual"), (1, "vs"), (1, "wafer"), (1, "warm"), (1, "weather"), (1, "year"), (2, "access"), (2, "acquisit"), (2, "addit"), (2, "affili"), (2, "allow"), (2, "atmospher"), (2, "avoid"), (2, "boiler"), (2, "boundari"), (2, "calcul"), (2, "chain"), (2, "check"), (2, "chill"), (2, "comparison"), (2, "complet"), (2, "compon"), (2, "connect"), (2, "consequ"), (2, "consum"), (2, "contribut"), (2, "correct"), (2, "current"), (2, "cycl"), (2, "day"), (2, "decisionmak"), (2, "demand"), (2, "depend"), (2, "describ"), (2, "dss"), (2, "durat"), (2, "ecolog"), (2, "econom"), (2, "emiss"), (2, "envis"), (2, "etc"), (2, "event"), (2, "exchang"), (2, "extern"), (2, "fabric"), (2, "factor"), (2, "factori"), (2, "file"), (2, "fit"), (2, "flue"), (2, "found"), (2, "freez"), (2, "furthermor"), (2, "hard"), (2, "historian"), (2, "human"), (2, "indic"), (2, "industri"), (2, "infineon"), (2, "inform"), (2, "insight"), (2, "integr"), (2, "issu"), (2, "lead"), (2, "loss"), (2, "low"), (2, "main"), (2, "major"), (2, "market"), (2, "mean"), (2, "minut"), (2, "motor"), (2, "natur"), (2, "normal"), (2, "occur"), (2, "oil"), (2, "one"), (2, "perform"), (2, "phase"), (2, "power"), (2, "predefin"), (2, "privileg"), (2, "procedur"), (2, "protect"), (2, "provid"), (2, "radiat"), (2, "realiz"), (2, "refiningconch"), (2, "scope"), (2, "separ"), (2, "short"), (2, "solv"), (2, "sort"), (2, "space"), (2, "stop"), (2, "suppli"), (2, "team"), (2, "technic"), (2, "threat"), (2, "transfer"), (2, "trigener"), (2, "typolog"), (2, "upgrad"), (2, "use"), (2, "variat"), (2, "view"), (2, "warningnotif"), (3, "ab"), (3, "acquir"), (3, "approach"), (3, "avail"), (3, "basi"), (3, "bms"), (3, "carbon"), (3, "cold"), (3, "compani"), (3, "compress"), (3, "custom"), (3, "decid"), (3, "degreas"), (3, "devic"), (3, "direct"), (3, "dont"), (3, "eaf"), (3, "electr"), (3, "em"), (3, "equip"), (3, "estim"), (3, "final"), (3, "footprint"), (3, "gas"), (3, "heater"), (3, "improv"), (3, "indoor"), (3, "influenc"), (3, "iso"), (3, "lf"), (3, "machin"), (3, "maintain"), (3, "measur"), (3, "monitor"), (3, "onoff"), (3, "organ"), (3, "overal"), (3, "peopl"), (3, "perspect"), (3, "prepar"), (3, "pressur"), (3, "regard"), (3, "resourc"), (3, "setpoint"), (3, "shift"), (3, "signal"), (3, "site"), (3, "status"), (3, "sustain"), (3, "tool"), (3, "topcoat"), (3, "trend"), (3, "updat"), (3, "valu"), (4, "ai"), (4, "aim"), (4, "alarm"), (4, "algorithm"), (4, "analysi"), (4, "automat"), (4, "bodyshop"), (4, "booth"), (4, "cop"), (4, "drift"), (4, "endnod"), (4, "exampl"), (4, "handl"), (4, "hmi"), (4, "identifi"), (4, "idss"), (4, "ifag"), (4, "includ"), (4, "involv"), (4, "kpi"), (4, "ml"), (4, "moment"), (4, "network"), (4, "notif"), (4, "output"), (4, "outsid"), (4, "plant"), (4, "produc"), (4, "propos"), (4, "reduct"), (4, "relat"), (4, "save"), (4, "specif"), (4, "standard"), (4, "strategi"), (5, "affect"), (5, "co"), (5, "cool"), (5, "decisionsupport"), (5, "dynam"), (5, "eg"), (5, "environment"), (5, "facil"), (5, "framework"), (5, "help"), (5, "intern"), (5, "minim"), (5, "model"), (5, "paintshop"), (5, "paramet"), (5, "project"), (5, "real"), (5, "repres"), (5, "requir"), (5, "scenario"), (5, "steam"), (5, "support"), (5, "type"), (5, "wast"), (6, "ahu"), (6, "build"), (6, "compar"), (6, "decis"), (6, "effici"), (6, "elabor"), (6, "engin"), (6, "extract"), (6, "feed"), (6, "forecast"), (6, "load"), (6, "predict"), (6, "price"), (6, "program"), (6, "reduc"), (6, "simul"), (6, "subtask"), (6, "unit"), (6, "user"), (7, "answer"), (7, "applic"), (7, "dust"), (7, "field"), (7, "generat"), (7, "hot"), (7, "humid"), (7, "implement"), (7, "interact"), (7, "optim"), (7, "rate"), (7, "result"), (7, "test"), (7, "time"), (7, "util"), (8, "action"), (8, "feedback"), (8, "kwh"), (8, "manufactur"), (8, "realtim"), (8, "smart"), (9, "chiller"), (9, "cost"), (9, "refer"), (9, "tank"), (9, "usag"), (10, "central"), (10, "oper"), (10, "report"), (12, "chang"), (12, "collect"), (12, "heat"), (12, "meter"), (12, "target"), (13, "abl"), (13, "base"), (13, "condit"), (13, "run"), (14, "manag"), (14, "server"), (15, "flow"), (15, "instal"), (15, "solut"), (15, "twin"), (16, "digit"), (19, "control"), (20, "level"), (20, "water"), (22, "data"), (22, "temperatur"), (26, "air"), (26, "product"), (38, "enerman"), (47, "consumpt"), (51, "system"), (54, "process"), (56, "energi")]
c = sort(collect(zip(values(b), keys(b))), rev=true)[1:35]
Julia
d = vcat(map(c -> [c[1] sum(c[2:end])], values(c))...)
Julia
e = d[:,1]
Julia
show(f)
Julia
[(56, "energi"); (54, "process"); (51, "system"); (47, "consumpt"); (38, "enerman"); (26, "product"); (26, "air"); (22, "temperatur"); (22, "data"); (20, "water"); (20, "level"); (19, "control"); (16, "digit"); (15, "twin"); (15, "solut"); (15, "instal"); (15, "flow"); (14, "server"); (14, "manag"); (13, "run"); (13, "condit"); (13, "base"); (13, "abl"); (12, "target"); (12, "meter"); (12, "heat"); (12, "collect"); (12, "chang"); (10, "report"); (10, "oper"); (10, "central"); (9, "usag"); (9, "tank"); (9, "refer"); (9, "cost")]
Runtimes (1)