{
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  "Package": "SentimentAnalysis",
  "Type": "Package",
  "Title": "Dictionary-Based Sentiment Analysis",
  "Version": "1.3-5",
  "Date": "2023-08-23",
  "Authors@R": "c(person(\"Nicolas\", \"Proellochs\", email=\"nicolas@nproellochs.com\",\nrole=c(\"aut\", \"cre\")),\nperson(\"Stefan\", \"Feuerriegel\", email=\"sentiment@sfeuerriegel.com\",\nrole=c(\"aut\")))",
  "Description": "Performs a sentiment analysis of textual contents in R.\nThis implementation utilizes various existing dictionaries,\nsuch as Harvard IV, or finance-specific dictionaries.\nFurthermore, it can also create customized dictionaries. The\nlatter uses LASSO regularization as a statistical approach to\nselect relevant terms based on an exogenous response variable.",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/sfeuerriegel/SentimentAnalysis",
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  "Date/Publication": "2023-08-23 19:56:31 UTC",
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  "Author": "Nicolas Proellochs [aut, cre],\nStefan Feuerriegel [aut]",
  "Maintainer": "Nicolas Proellochs <nicolas@nproellochs.com>",
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  "_exports": [
    "analyzeSentiment",
    "compareDictionaries",
    "compareToResponse",
    "convertToBinaryResponse",
    "convertToDirection",
    "countWords",
    "enetEstimation",
    "extractWords",
    "generateDictionary",
    "glmEstimation",
    "lassoEstimation",
    "lmEstimation",
    "loadDictionaryGI",
    "loadDictionaryHE",
    "loadDictionaryLM",
    "loadDictionaryLM_Uncertainty",
    "loadDictionaryQDAP",
    "loadImdb",
    "lookupEstimationMethod",
    "ngram_tokenize",
    "numEntries",
    "numNegativeEntries",
    "numPositiveEntries",
    "plotSentiment",
    "plotSentimentResponse",
    "preprocessCorpus",
    "read",
    "ridgeEstimation",
    "ruleLinearModel",
    "ruleNegativity",
    "rulePositivity",
    "ruleRatio",
    "ruleSentiment",
    "ruleSentimentPolarity",
    "ruleWordCount",
    "SentimentDictionary",
    "SentimentDictionaryBinary",
    "SentimentDictionaryWeighted",
    "SentimentDictionaryWordlist",
    "spikeslabEstimation",
    "toDocumentTermMatrix",
    "transformIntoCorpus",
    "write"
  ],
  "_datasets": [
    {
      "name": "DictionaryGI",
      "title": "Dictionary with opinionated words from the Harvard-IV dictionary as used in the General Inquirer software",
      "object": "DictionaryGI",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "DictionaryHE",
      "title": "Dictionary with opinionated words from Henry's Financial dictionary",
      "object": "DictionaryHE",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "DictionaryLM",
      "title": "Dictionary with opinionated words from Loughran-McDonald Financial dictionary",
      "object": "DictionaryLM",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "analyzeSentiment",
      "title": "Sentiment analysis",
      "topics": [
        "analyzeSentiment",
        "analyzeSentiment.character",
        "analyzeSentiment.Corpus",
        "analyzeSentiment.data.frame",
        "analyzeSentiment.DocumentTermMatrix",
        "analyzeSentiment.TermDocumentMatrix"
      ]
    },
    {
      "page": "compareDictionaries",
      "title": "Compares two dictionaries",
      "topics": [
        "compareDictionaries"
      ]
    },
    {
      "page": "compareToResponse",
      "title": "Compare sentiment values to existing response variable",
      "topics": [
        "compareToResponse",
        "compareToResponse.data.frame",
        "compareToResponse.factor",
        "compareToResponse.integer",
        "compareToResponse.logical",
        "compareToResponse.numeric"
      ]
    },
    {
      "page": "convertToBinaryResponse",
      "title": "Convert continuous sentiment to direction",
      "topics": [
        "convertToBinaryResponse"
      ]
    },
    {
      "page": "convertToDirection",
      "title": "Convert continuous sentiment to direction",
      "topics": [
        "convertToDirection"
      ]
    },
    {
      "page": "countWords",
      "title": "Count words",
      "topics": [
        "countWords",
        "countWords.character",
        "countWords.Corpus",
        "countWords.data.frame",
        "countWords.DocumentTermMatrix",
        "countWords.TermDocumentMatrix"
      ]
    },
    {
      "page": "DictionaryGI",
      "title": "Dictionary with opinionated words from the Harvard-IV dictionary as used in the General Inquirer software",
      "topics": [
        "DictionaryGI"
      ]
    },
    {
      "page": "DictionaryHE",
      "title": "Dictionary with opinionated words from Henry's Financial dictionary",
      "topics": [
        "DictionaryHE"
      ]
    },
    {
      "page": "DictionaryLM",
      "title": "Dictionary with opinionated words from Loughran-McDonald Financial dictionary",
      "topics": [
        "DictionaryLM"
      ]
    },
    {
      "page": "enetEstimation",
      "title": "Elastic net estimation",
      "topics": [
        "enetEstimation"
      ]
    },
    {
      "page": "extractWords",
      "title": "Extract words from dictionary",
      "topics": [
        "extractWords"
      ]
    },
    {
      "page": "generateDictionary",
      "title": "Generates dictionary of decisive terms",
      "topics": [
        "generateDictionary",
        "generateDictionary.character",
        "generateDictionary.Corpus",
        "generateDictionary.data.frame",
        "generateDictionary.DocumentTermMatrix",
        "generateDictionary.TermDocumentMatrix"
      ]
    },
    {
      "page": "glmEstimation",
      "title": "Estimation via generalized least squares",
      "topics": [
        "glmEstimation"
      ]
    },
    {
      "page": "lassoEstimation",
      "title": "Lasso estimation",
      "topics": [
        "lassoEstimation"
      ]
    },
    {
      "page": "lmEstimation",
      "title": "Ordinary least squares estimation",
      "topics": [
        "lmEstimation"
      ]
    },
    {
      "page": "loadDictionaryGI",
      "title": "Loads Harvard-IV dictionary into object",
      "topics": [
        "loadDictionaryGI"
      ]
    },
    {
      "page": "loadDictionaryHE",
      "title": "Loads Henry's finance-specific dictionary into object",
      "topics": [
        "loadDictionaryHE"
      ]
    },
    {
      "page": "loadDictionaryLM",
      "title": "Loads Loughran-McDonald dictionary into object",
      "topics": [
        "loadDictionaryLM"
      ]
    },
    {
      "page": "loadDictionaryLM_Uncertainty",
      "title": "Loads uncertainty words from Loughran-McDonald into object",
      "topics": [
        "loadDictionaryLM_Uncertainty"
      ]
    },
    {
      "page": "loadDictionaryQDAP",
      "title": "Loads polarity words from qdap package into object",
      "topics": [
        "loadDictionaryQDAP"
      ]
    },
    {
      "page": "loadImdb",
      "title": "Retrieves IMDb dataset",
      "topics": [
        "loadImdb"
      ]
    },
    {
      "page": "lookupEstimationMethod",
      "title": "Estimation method",
      "topics": [
        "lookupEstimationMethod"
      ]
    },
    {
      "page": "ngram_tokenize",
      "title": "N-gram tokenizer",
      "topics": [
        "ngram_tokenize"
      ]
    },
    {
      "page": "numEntries",
      "title": "Number of words in dictionary",
      "topics": [
        "numEntries"
      ]
    },
    {
      "page": "numNegativeEntries",
      "title": "Number of negative words in dictionary",
      "topics": [
        "numNegativeEntries"
      ]
    },
    {
      "page": "numPositiveEntries",
      "title": "Number of positive words in dictionary",
      "topics": [
        "numPositiveEntries"
      ]
    },
    {
      "page": "plot.SentimentDictionaryWeighted",
      "title": "KDE plot of estimated coefficients",
      "topics": [
        "plot.SentimentDictionaryWeighted"
      ]
    },
    {
      "page": "plotSentiment",
      "title": "Line plot with sentiment scores",
      "topics": [
        "plotSentiment"
      ]
    },
    {
      "page": "plotSentimentResponse",
      "title": "Scatterplot with trend line between sentiment and response",
      "topics": [
        "plotSentimentResponse"
      ]
    },
    {
      "page": "predict.SentimentDictionaryWeighted",
      "title": "Prediction for given dictionary",
      "topics": [
        "predict.SentimentDictionaryWeighted"
      ]
    },
    {
      "page": "preprocessCorpus",
      "title": "Default preprocessing of corpus",
      "topics": [
        "preprocessCorpus"
      ]
    },
    {
      "page": "print",
      "title": "Output content of sentiment dictionary",
      "topics": [
        "print.SentimentDictionaryBinary",
        "print.SentimentDictionaryWeighted",
        "print.SentimentDictionaryWordlist"
      ]
    },
    {
      "page": "read",
      "title": "Read dictionary from text file",
      "topics": [
        "read"
      ]
    },
    {
      "page": "ridgeEstimation",
      "title": "Ridge estimation",
      "topics": [
        "ridgeEstimation"
      ]
    },
    {
      "page": "ruleLinearModel",
      "title": "Sentiment based on linear model",
      "topics": [
        "ruleLinearModel"
      ]
    },
    {
      "page": "ruleNegativity",
      "title": "Ratio of negative words",
      "topics": [
        "ruleNegativity"
      ]
    },
    {
      "page": "rulePositivity",
      "title": "Ratio of positive words",
      "topics": [
        "rulePositivity"
      ]
    },
    {
      "page": "ruleRatio",
      "title": "Ratio of dictionary words",
      "topics": [
        "ruleRatio"
      ]
    },
    {
      "page": "ruleSentiment",
      "title": "Sentiment score",
      "topics": [
        "ruleSentiment"
      ]
    },
    {
      "page": "ruleSentimentPolarity",
      "title": "Sentiment polarity score",
      "topics": [
        "ruleSentimentPolarity"
      ]
    },
    {
      "page": "ruleWordCount",
      "title": "Counts word frequencies",
      "topics": [
        "ruleWordCount"
      ]
    },
    {
      "page": "SentimentDictionary",
      "title": "Create new sentiment dictionary based on input",
      "topics": [
        "SentimentDictionary"
      ]
    },
    {
      "page": "SentimentDictionaryBinary",
      "title": "Create a sentiment dictionary of positive and negative words",
      "topics": [
        "SentimentDictionaryBinary"
      ]
    },
    {
      "page": "SentimentDictionaryWeighted",
      "title": "Create a sentiment dictionary of words linked to a score",
      "topics": [
        "SentimentDictionaryWeighted"
      ]
    },
    {
      "page": "SentimentDictionaryWordlist",
      "title": "Create a sentiment dictionary consisting of a simple wordlist",
      "topics": [
        "SentimentDictionaryWordlist"
      ]
    },
    {
      "page": "spikeslabEstimation",
      "title": "Spike-and-slab estimation",
      "topics": [
        "spikeslabEstimation"
      ]
    },
    {
      "page": "summary",
      "title": "Output summary information on sentiment dictionary",
      "topics": [
        "summary.SentimentDictionaryBinary",
        "summary.SentimentDictionaryWeighted",
        "summary.SentimentDictionaryWordlist"
      ]
    },
    {
      "page": "toDocumentTermMatrix",
      "title": "Default preprocessing of corpus and conversion to document-term matrix",
      "topics": [
        "toDocumentTermMatrix"
      ]
    },
    {
      "page": "transformIntoCorpus",
      "title": "Transforms the input into a Corpus object",
      "topics": [
        "transformIntoCorpus"
      ]
    },
    {
      "page": "write",
      "title": "Write dictionary to text file",
      "topics": [
        "write",
        "write.SentimentDictionaryBinary",
        "write.SentimentDictionaryWeighted",
        "write.SentimentDictionaryWordlist"
      ]
    }
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  "_readme": "https://github.com/sfeuerriegel/sentimentanalysis/raw/HEAD/README.md",
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  "_vignettes": [
    {
      "source": "SentimentAnalysis.Rmd",
      "filename": "SentimentAnalysis.html",
      "title": "SentimentAnalysis Vignette",
      "author": "Stefan Feuerriegel, Nicolas Proellochs",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Applications in research",
        "Applications in practice",
        "Methods for sentiment analysis",
        "Setup of the SentimentAnalysis package",
        "Brief demonstration",
        "Functionality",
        "Interface",
        "Vector of strings",
        "Document-term matrix",
        "Corpus object",
        "Built-in dictionaries",
        "Dictionary functions",
        "SentimentDictionaryWordlist",
        "SentimentDictionaryBinary",
        "SentimentDictionaryWeighted",
        "Dictionary generation",
        "Performance evaluation",
        "Configuration of preprocessing",
        "Performance optimization",
        "Language support and extensibility",
        "Worked examples",
        "Word couting",
        "Outlook",
        "License",
        "References"
      ],
      "created": "2016-06-18 16:05:46",
      "modified": "2023-08-23 19:56:31",
      "commits": 19
    }
  ],
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