[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)