├── inst ├── .DS_Store └── htmlwidgets │ ├── lib │ ├── mark.css │ ├── jquery.mark.min.js │ ├── bootstrap.min.js │ └── jquery-3.3.1.min.js │ ├── .DS_Store │ ├── kwictopicsWidget.yaml │ └── kwictopicsWidget.js ├── NAMESPACE ├── DESCRIPTION ├── kwictopics.Rproj ├── .gitignore ├── LICENSE ├── README.md └── R └── kwictopicsWidget.R /inst/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aneesha/kwicRtopics/master/inst/.DS_Store -------------------------------------------------------------------------------- /inst/htmlwidgets/lib/mark.css: -------------------------------------------------------------------------------- 1 | mark{ 2 | background: orange; 3 | color: black; 4 | } -------------------------------------------------------------------------------- /NAMESPACE: -------------------------------------------------------------------------------- 1 | # Generated by roxygen2: fake comment so roxygen2 overwrites silently. 2 | exportPattern("^[^\\.]") 3 | -------------------------------------------------------------------------------- /inst/htmlwidgets/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aneesha/kwicRtopics/master/inst/htmlwidgets/.DS_Store -------------------------------------------------------------------------------- /DESCRIPTION: -------------------------------------------------------------------------------- 1 | Package: kwictopics 2 | Title: What the Package Does (one line, title case) 3 | Version: 0.0.0.9000 4 | Authors@R: person("First", "Last", email = "first.last@example.com", role = c("aut", "cre")) 5 | Description: What the package does (one paragraph). 6 | Depends: R (>= 3.5.0) 7 | License: What license is it under? 8 | Encoding: UTF-8 9 | LazyData: true 10 | -------------------------------------------------------------------------------- /kwictopics.Rproj: -------------------------------------------------------------------------------- 1 | Version: 1.0 2 | 3 | RestoreWorkspace: No 4 | SaveWorkspace: No 5 | AlwaysSaveHistory: Default 6 | 7 | EnableCodeIndexing: Yes 8 | Encoding: UTF-8 9 | 10 | AutoAppendNewline: Yes 11 | StripTrailingWhitespace: Yes 12 | 13 | BuildType: Package 14 | PackageUseDevtools: Yes 15 | PackageInstallArgs: --no-multiarch --with-keep.source 16 | PackageRoxygenize: rd,collate,namespace 17 | -------------------------------------------------------------------------------- /inst/htmlwidgets/kwictopicsWidget.yaml: -------------------------------------------------------------------------------- 1 | # (uncomment to add a dependency) 2 | # dependencies: 3 | # - name: 4 | # version: 5 | # src: 6 | # script: 7 | # stylesheet: 8 | dependencies: 9 | - name: jquery 10 | version: 3.3.1 11 | src: htmlwidgets 12 | script: ./lib/jquery-3.3.1.min.js 13 | - name: bootstrap 14 | version: 3.1 15 | src: htmlwidgets 16 | script: ./lib/bootstrap.min.js 17 | style: ./lib/bootstrap.min.css 18 | - name: mark 19 | version: 2 20 | src: htmlwidgets 21 | script: ./lib/jquery.mark.min.js 22 | style: ./lib/mark.css -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # History files 2 | .Rhistory 3 | .Rapp.history 4 | 5 | # Session Data files 6 | .RData 7 | 8 | # Example code in package build process 9 | *-Ex.R 10 | 11 | # Output files from R CMD build 12 | /*.tar.gz 13 | 14 | # Output files from R CMD check 15 | /*.Rcheck/ 16 | 17 | # RStudio files 18 | .Rproj.user/ 19 | 20 | # produced vignettes 21 | vignettes/*.html 22 | vignettes/*.pdf 23 | 24 | # OAuth2 token, see https://github.com/hadley/httr/releases/tag/v0.3 25 | .httr-oauth 26 | 27 | # knitr and R markdown default cache directories 28 | /*_cache/ 29 | /cache/ 30 | 31 | # Temporary files created by R markdown 32 | *.utf8.md 33 | *.knit.md 34 | 35 | # Shiny token, see https://shiny.rstudio.com/articles/shinyapps.html 36 | rsconnect/ 37 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2018 aneesha 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # kwicRtopics 2 | HTML widget for displaying a Topic Model Browser that aids Topic interpretation and evidence gathering 3 | 4 | Displays both the top words and top documents in a topic model. Implements keyswords in context fucntionality to aid with the interpretation of topics. 5 | 6 | Code is experimental and under active development. 7 | 8 | ``` 9 | # Code to test KwicRTopics Widget 10 | 11 | library("htmlwidgets") 12 | 13 | # navigate to package dir 14 | setwd("kwictopics") 15 | 16 | survey_responses_raw<-read.csv("/Users/aneesha/user2018/surveyresponses.csv", stringsAsFactors = FALSE) 17 | # Perform Character Encoding 18 | survey_responses$documents <- iconv(survey_responses_raw$documents, "latin1", "ASCII", sub="") 19 | # Vectorize the documents 20 | survey_responses <- Corpus(VectorSource(as.vector(survey_responses$documents))) 21 | # Text Preprocessing 22 | # Convert to lowercase 23 | survey_responses <- tm_map(survey_responses, tolower) 24 | # remove punctuation 25 | survey_responses <- tm_map(survey_responses, removePunctuation) 26 | #remove numbers 27 | survey_responses <- tm_map(survey_responses, removeNumbers); 28 | # remove generic and custom stopwords 29 | stopword <- c(stopwords('english'), "best"); 30 | survey_responses <- tm_map(survey_responses, removeWords, stopword) 31 | survey_responses <- tm_map(survey_responses, stemDocument) 32 | 33 | survey_Dtm <- DocumentTermMatrix(survey_responses, control = list(minWordLength = 2)); 34 | survey_Dtm2 <- removeSparseTerms(survey_Dtm, sparse=0.98) 35 | 36 | k = 12; 37 | SEED = 1234; 38 | 39 | no_top_words = 6 40 | no_top_documents = 6 41 | 42 | survey.lda <- LDA(survey_Dtm2, k, method="Gibbs", control=list(seed = SEED)) 43 | 44 | devtools::install() 45 | library(kwictopics) 46 | 47 | kwictopicsWidget(survey.lda, k, survey_responses_raw$documents) 48 | 49 | 50 | 51 | ``` 52 | -------------------------------------------------------------------------------- /R/kwictopicsWidget.R: -------------------------------------------------------------------------------- 1 | #' 2 | #' 3 | #' 4 | #' 5 | #' @import htmlwidgets 6 | #' 7 | #' @export 8 | kwictopicsWidget <- function(topicmodel, no_topics, documents, width = NULL, height = NULL, elementId = NULL) { 9 | 10 | terms <- terms(topicmodel, 6) 11 | 12 | 13 | topics_words <- list() 14 | for (topic_no in 1:no_topics){ 15 | words <- terms[,topic_no] 16 | topic_no_str = paste(topic_no,"",sep="") 17 | topics_words[[topic_no_str]]=words 18 | #print(topics) 19 | #print(toJSON(topics)) 20 | } 21 | 22 | topics_docs <- list() 23 | for (topic_no in 1:no_topics){ 24 | docs_in_topic <- topicmodel@gamma[,topic_no] 25 | ordered_docs <- order(docs_in_topic, decreasing = TRUE) 26 | top_ordered_docs <- ordered_docs[1:6] 27 | topic_no_str = paste(topic_no,"",sep="") 28 | topics_docs[[topic_no_str]]=top_ordered_docs 29 | #print(topics) 30 | #print(toJSON(topics)) 31 | } 32 | 33 | # forward options using x 34 | x = list( 35 | topics_words = topics_words, 36 | topics_docs = topics_docs, 37 | documents = documents 38 | ) 39 | 40 | # create widget 41 | htmlwidgets::createWidget( 42 | name = 'kwictopicsWidget', 43 | x, 44 | width = width, 45 | height = height, 46 | package = 'kwictopics', 47 | elementId = elementId 48 | ) 49 | } 50 | 51 | #' Shiny bindings for kwictopicsWidget 52 | #' 53 | #' Output and render functions for using kwictopicsWidget within Shiny 54 | #' applications and interactive Rmd documents. 55 | #' 56 | #' @param outputId output variable to read from 57 | #' @param width,height Must be a valid CSS unit (like \code{'100\%'}, 58 | #' \code{'400px'}, \code{'auto'}) or a number, which will be coerced to a 59 | #' string and have \code{'px'} appended. 60 | #' @param expr An expression that generates a kwictopicsWidget 61 | #' @param env The environment in which to evaluate \code{expr}. 62 | #' @param quoted Is \code{expr} a quoted expression (with \code{quote()})? This 63 | #' is useful if you want to save an expression in a variable. 64 | #' 65 | #' @name kwictopicsWidget-shiny 66 | #' 67 | #' @export 68 | kwictopicsWidgetOutput <- function(outputId, width = '100%', height = '400px'){ 69 | htmlwidgets::shinyWidgetOutput(outputId, 'kwictopicsWidget', width, height, package = 'kwictopics') 70 | } 71 | 72 | #' @rdname kwictopicsWidget-shiny 73 | #' @export 74 | renderKwictopicsWidget <- function(expr, env = parent.frame(), quoted = FALSE) { 75 | if (!quoted) { expr <- substitute(expr) } # force quoted 76 | htmlwidgets::shinyRenderWidget(expr, kwictopicsWidgetOutput, env, quoted = TRUE) 77 | } 78 | -------------------------------------------------------------------------------- /inst/htmlwidgets/kwictopicsWidget.js: -------------------------------------------------------------------------------- 1 | HTMLWidgets.widget({ 2 | 3 | name: 'kwictopicsWidget', 4 | 5 | type: 'output', 6 | 7 | factory: function(el, width, height) { 8 | 9 | // TODO: define shared variables for this instance 10 | 11 | return { 12 | 13 | renderValue: function(x) { 14 | 15 | // TODO: code to render the widget, e.g. 16 | //el.innerText = "HELLO";//x.message; 17 | //$(el).empty(); 18 | 19 | topics_words = x.topics_words; 20 | topics_docs = x.topics_docs; 21 | documents = x.documents; 22 | //console.log(topics_words); 23 | //console.log(topics_docs); 24 | //console.log(documents); 25 | topic_html = ""; 26 | 27 | topic_html += ''; 28 | 29 | for (topic_key in topics_words) 30 | { 31 | topic_html += '
'; 32 | topic_html += '
Topic ' + topic_key + '
'; 33 | topic_html += '
'; 34 | topic_html += '
'; 35 | topic_html += 'Topic Label'; 36 | topic_html += '' 37 | topic_html += '
'; 38 | topic_html += '
'; 39 | var topic_words_array = topics_words[topic_key]; 40 | for (wrd in topic_words_array){ 41 | var highlight_fn = 'javascript:$(\'#tm_'+topic_key+'\').unmark();$(\'#tm_'+topic_key+'\').mark(\'' + topic_words_array[wrd] + '\',{\'accuracy\': \'partially\'});' 42 | topic_html += '' + topic_words_array[wrd] + ' '; 43 | } 44 | 45 | topic_html += '

'; 46 | topic_html += '
'; 47 | topic_html += '
    '; 48 | var topic_docs_array = topics_docs[topic_key]; 49 | for (doc in topic_docs_array){ 50 | topic_html += '
  • ' + documents[topic_docs_array[doc]] + '
    • '; 51 | } 52 | topic_html += '
'; 53 | topic_html += '
'; 54 | topic_html += '
'; 55 | topic_html += '
'; 56 | 57 | } 58 | 59 | $(el).append(topic_html); 60 | 61 | }, 62 | 63 | resize: function(width, height) { 64 | 65 | // TODO: code to re-render the widget with a new size 66 | 67 | } 68 | 69 | }; 70 | } 71 | }); -------------------------------------------------------------------------------- /inst/htmlwidgets/lib/jquery.mark.min.js: -------------------------------------------------------------------------------- 1 | /*!*************************************************** 2 | * mark.js v8.11.1 3 | * https://markjs.io/ 4 | * Copyright (c) 2014–2018, Julian Kühnel 5 | * Released under the MIT license https://git.io/vwTVl 6 | *****************************************************/ 7 | !function(e,t){"object"==typeof exports&&"undefined"!=typeof module?module.exports=t(require("jquery")):"function"==typeof define&&define.amd?define(["jquery"],t):e.Mark=t(e.jQuery)}(this,function(e){"use strict";e=e&&e.hasOwnProperty("default")?e.default:e;var t="function"==typeof Symbol&&"symbol"==typeof 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