{
"cells": [
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"VaderSentiment.SentimentIntensityAnalyzer"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"using VaderSentiment\n",
"using Plots\n",
"analyzer = VaderSentiment.SentimentIntensityAnalyzer"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"moving_average (generic function with 1 method)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"moving_average(vs,n) = [sum(@view vs[i:(i+n-1)])/n for i in 1:(length(vs)-(n-1))]"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"r\"\\d+:\\d+ \""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"CHAPTER_REGEX = r\"CHAPTER .+\\n\\n.+\\n\"\n",
"SENTENCE_REGEX = r\"(? String # Read in the book\n",
"book_raw = replace(book_raw, \"*\" => \"\", BIBLE_REGEX => \"\", \"+\" => \"\") # remove parts that arent text\n",
"# chapters = split(book_raw, CHAPTER_REGEX)[2:end] .|> strip # break book into chapters\n",
"# \"Chapters: \" * string(length(chapters))"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"8639-element Vector{SubString{String}}:\n",
" \"Preliminary Matter.\"\n",
" \" \\n\\nThis text of Melville's Moby-Dick is based on the Hendricks House edition.\"\n",
" \"It was prepared by Professor Eugene F.\"\n",
" \"Irey at the University of Colorado.\"\n",
" \"Any subsequent copies of this d\" ⋯ 107 bytes ⋯ \"ence to Professor Irey's work.\"\n",
" \"\\nEtymology (Supplied by a late\" ⋯ 85 bytes ⋯ \"body, and brain; I see him now.\"\n",
" \"He was ever dusting his old le\" ⋯ 101 bytes ⋯ \"he known nations of the world.\"\n",
" \"He loved to dust his old gramma\" ⋯ 21 bytes ⋯ \" reminded him of his mortality.\"\n",
" \"Extracts (supplied by a sub-sub\" ⋯ 270 bytes ⋯ \"whatsoever, sacred or profane.\"\n",
" \"Therefore you must not, in ever\" ⋯ 99 bytes ⋯ \" for veritable gospel\\ncetology.\"\n",
" ⋮\n",
" \"\\nIT SO CHANCED, THAT AFTER THE \" ⋯ 218 bytes ⋯ \"KING BOAT, WAS DROPPED ASTERN.\"\n",
" \"SO, FLOATING ON THE MARGIN OF\\n\\n\" ⋯ 135 bytes ⋯ \"N TOWARDS THE CLOSING VO\\nRTEX.\"\n",
" \"WHEN I REACHED IT, IT HAD SUBSIDED TO A CREAMY POOL.\"\n",
" \"ROUND AND ROUND\\n, THEN, AND EVE\" ⋯ 104 bytes ⋯ \"E ANOTHER IXION I DID REVOLVE.\"\n",
" \"TILL, G\\nAINING THAT VITAL CENTR\" ⋯ 205 bytes ⋯ \" OVER,\\nAND FLOATED BY MY SIDE.\"\n",
" \"BUOYED UP BY THAT COFFIN, FOR A\" ⋯ 40 bytes ⋯ \" ON A SOFT AND DIRGE-LIKE MAIN.\"\n",
" \"THE UNHARMING SHARKS,\\nTHEY GLID\" ⋯ 61 bytes ⋯ \"KS SAILE\\nD WITH SHEATHED BEAKS.\"\n",
" \"ON THE SECOND DAY, A SAIL DREW NEAR, NEARER, AND PIC\\nKED ME UP AT LAST.\"\n",
" \"IT WAS THE DEVIOUS-CRUISING RACHEL, THAT IN HER RETRACIN\\n\""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sentences = split(book_raw, SENTENCE_REGEX)"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"8639-element Vector{Float64}:\n",
" 0.0258\n",
" 0.0\n",
" 0.2263\n",
" 0.0\n",
" 0.0\n",
" 0.6369\n",
" 0.0\n",
" 0.5994\n",
" -0.8176\n",
" 0.0\n",
" ⋮\n",
" 0.0\n",
" 0.0516\n",
" 0.1027\n",
" 0.4995\n",
" 0.886\n",
" 0.0\n",
" -0.4588\n",
" 0.0\n",
" 0.0"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scores = sentences .|> analyzer .|> x -> x.polarity_scores[\"compound\"] "
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"image/svg+xml": "\n\n",
"text/html": [
"\n",
"\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(moving_average(scores,10), label=\"\")"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.8.0-beta1",
"language": "julia",
"name": "julia-1.8"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.8.0-beta1"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}