Gleaning Valuable Product Information from Text Data - Mastering JMP
Published on 04-07-202510:17 AM by
gail_massari| Updated on 04-07-202510:40 AM
Are you a subject matter expert with information buried in unstructured text, such as survey free-response fields from surveys, incident reports, product reviews, or warranty records? Do you want to determine and understand the value and relevancy of patterns found in the text? Do you want to assure you will interpret the text information accurately to add insight into a problem you need to solve or to help develop a new product to improve the current product?
In this session, we use the following steps to explore textual information and identify statistically significant underlying themes in the text of health inspector restaurant reports:
Identify and see examples of unique terminology and vocabulary used in text mining.
Examine sample graphical reports showing text mining conclusions.
Curate text iteratively to prepare for text analysis.
Save rules you identify as useful so you can apply them to new data sets.
Score results and save important text to a data table or Document Term Matrix.
Find underlying clusters/themes/topics in text using JMP Pro Latent Semantic Analysis (LSA) and Latent Class Analysis (LCA) .
Save LSA and LCA correlations back to the data table to use in analysis or model.
Hi @yukari_k_hughes . After you register you will get a confirmation email with the link. I noticed you viewed the page but did not register. So feel free to register!
'
var data = div.getElementsByClassName("video-js");
var script = document.createElement('script');
script.src = "https://players.brightcove.net/" + data_account + "/" + data_palyer + "_default/index.min.js";
for(var i=0;i< data.length;i++){
videodata.push(data[i]);
}
}
}
for(var i=0;i< videodata.length;i++){
document.getElementsByClassName('lia-vid-container')[i].innerHTML = videodata[i].outerHTML;
document.body.appendChild(script);
}
}
catch(e){
}
/* Re compile html */
$compile(rootElement.querySelectorAll('div.lia-message-body-content')[0])($scope);
}
if (code_l.toLowerCase() != newBody.getAttribute("slang").toLowerCase()) {
/* Adding Translation flag */
var tr_obj = $filter('filter')($scope.sourceLangList, function (obj_l) {
return obj_l.code.toLowerCase() === newBody.getAttribute("slang").toLowerCase()
});
if (tr_obj.length > 0) {
tr_text = "This post originally written in lilicon-trans-text has been computer translated for you. When you reply, it will also be translated back to lilicon-trans-text.".replace(/lilicon-trans-text/g, tr_obj[0].title);
try {
if ($scope.wootMessages[$rootScope.profLang] != undefined) {
tr_text = $scope.wootMessages[$rootScope.profLang].replace(/lilicon-trans-text/g, tr_obj[0].title);
}
} catch (e) {
}
} else {
//tr_text = "This message was translated for your convenience!";
tr_text = "This message was translated for your convenience!";
}
try {
if (!document.getElementById("tr-msz-" + value)) {
var tr_para = document.createElement("P");
tr_para.setAttribute("id", "tr-msz-" + value);
tr_para.setAttribute("class", "tr-msz");
tr_para.style.textAlign = 'justify';
var tr_fTag = document.createElement("IMG");
tr_fTag.setAttribute("class", "tFlag");
tr_fTag.setAttribute("src", "/html/assets/lingoTrFlag.PNG");
tr_fTag.style.marginRight = "5px";
tr_fTag.style.height = "14px";
tr_para.appendChild(tr_fTag);
var tr_textNode = document.createTextNode(tr_text);
tr_para.appendChild(tr_textNode);
/* Woot message only for multi source */
if(rootElement.querySelector(".lia-quilt-forum-message")){
rootElement.querySelector(".lia-quilt-forum-message").appendChild(tr_para);
} else if(rootElement.querySelector(".lia-message-view-blog-topic-message")) {
rootElement.querySelector(".lia-message-view-blog-topic-message").appendChild(tr_para);
} else if(rootElement.querySelector(".lia-quilt-blog-reply-message")){
rootElement.querySelector(".lia-quilt-blog-reply-message").appendChild(tr_para);
} else if(rootElement.querySelector(".lia-quilt-tkb-message")){
rootElement.querySelector(".lia-quilt-tkb-message").appendChild(tr_para);
} else if(rootElement.querySelector(".lia-quilt-tkb-reply-message")){
rootElement.querySelector(".lia-quilt-tkb-reply-message").insertBefore(tr_para,rootElement.querySelector(".lia-quilt-row.lia-quilt-row-footer"));
} else if(rootElement.querySelector(".lia-quilt-idea-message")){
rootElement.querySelector(".lia-quilt-idea-message").appendChild(tr_para);
}else if(rootElement.querySelector(".lia-quilt-column-alley-left")){
rootElement.querySelector(".lia-quilt-column-alley-left").appendChild(tr_para);
}
else {
if (rootElement.querySelectorAll('div.lia-quilt-row-footer').length > 0) {
rootElement.querySelectorAll('div.lia-quilt-row-footer')[0].appendChild(tr_para);
} else {
rootElement.querySelectorAll('div.lia-quilt-column-message-footer')[0].appendChild(tr_para);
}
}
}
} catch (e) {
}
}
} else {
/* Do not display button for same language */
// syncList.remove(value);
var index = $scope.syncList.indexOf(value);
if (index > -1) {
$scope.syncList.splice(index, 1);
}
}
}
}
}
}
angular.forEach(mszList_l, function (value) {
if (document.querySelectorAll('div.lia-js-data-messageUid-' + value).length > 0) {
var rootElements = document.querySelectorAll('div.lia-js-data-messageUid-' + value);
}else if(document.querySelectorAll('.lia-occasion-message-view .lia-component-occasion-message-view').length >0){
var rootElements = document.querySelectorAll('.lia-occasion-message-view .lia-component-occasion-message-view')[0].querySelectorAll('.lia-occasion-description')[0];
}else {
var rootElements = document.querySelectorAll('div.message-uid-' + value);
}
angular.forEach(rootElements, function (rootElement) {
if (value == '866565' && "OccasionPage" == "TkbArticlePage") {
rootElement = document.querySelector('.lia-thread-topic');
}
/* V1.1 Remove from UI */
if (document.getElementById("tr-msz-" + value)) {
document.getElementById("tr-msz-" + value).remove();
}
if (document.getElementById("tr-sync-" + value)) {
document.getElementById("tr-sync-" + value).remove();
}
/* XPath expression for subject and Body */
var lingoRBExp = "//lingo-body[@id = " + "'lingo-body-" + value + "'" + "]";
lingoRSExp = "//lingo-sub[@id = " + "'lingo-sub-" + value + "'" + "]";
/* Get translated subject of the message */
lingoRSXML = doc.evaluate(lingoRSExp, doc, null, XPathResult.UNORDERED_NODE_SNAPSHOT_TYPE, null);
for (var i = 0; i < lingoRSXML.snapshotLength; i++) {
/* Replace Reply/Comment subject with transalted subject */
var newSub = lingoRSXML.snapshotItem(i);
/*** START : extracting subject from source if selected language and source language is same **/
var sub_L = "";
if (newSub.getAttribute("slang").toLowerCase() == code_l.toLowerCase()) {
if (value == '866565') {
sub_L = decodeURIComponent($scope.sourceContent[value].subject);
}
else{
sub_L = decodeURIComponent($scope.sourceContent[value].subject);
}
} else {
sub_L = newSub.innerHTML;
}
/*** End : extracting subject from source if selected language and source language is same **/
/* This code is placed to remove the extra meta tag adding in the UI*/
try{
sub_L = sub_L.replace('<meta http-equiv="Content-Type" content="text/html; charset=UTF-8" />','');
}
catch(e){
}
// if($scope.viewTrContentOnly || (newSub.getAttribute("slang").toLowerCase() != code_l.toLowerCase())) {
if ($scope.viewTrContentOnly) {
if ("OccasionPage" == "IdeaPage") {
if (value == '866565') {
if( (sub_L != "") && (sub_L != undefined) && (sub_L != "undefined") ){
document.querySelector('.MessageSubject .lia-message-subject').innerHTML = sub_L;
}
}
}
if ("OccasionPage" == "TkbArticlePage") {
if (value == '866565') {
if( (sub_L != "") && (sub_L != undefined) && (sub_L != "undefined") ){
var subTkbElement = document.querySelector('.lia-thread-subject');
if(subTkbElement){
document.querySelector('.lia-thread-subject').innerHTML = sub_L;
}
}
}
}
else if ("OccasionPage" == "BlogArticlePage") {
if (value == '866565') {
try {
if((sub_L != "") && (sub_L!= undefined) && (sub_L != "undefined")){
var subElement = rootElement.querySelector('.lia-blog-article-page-article-subject');
if(subElement) {
subElement.innerText = sub_L;
}
}
} catch (e) {
}
/* var subElement = rootElement.querySelectorAll('.lia-blog-article-page-article-subject');
for (var subI = 0; subI < subElement.length; subI++) {
if((sub_L != "") && (sub_L!= undefined) && (sub_L != "undefined")){
subElement[subI].innerHTML = sub_L;
}
} */
}
else {
try {
// rootElement.querySelectorAll('.lia-blog-article-page-article-subject').innerHTML= sub_L;
/** var subElement = rootElement.querySelectorAll('.lia-blog-article-page-article-subject');
for (var j = 0; j < subElement.length; j++) {
if( (sub_L != "") && (sub_L != undefined) && (sub_L != "undefined") ){
subElement[j].innerHTML = sub_L;
}
} **/
} catch (e) {
}
}
}
else {
if (value == '866565') {
try{
/* Start: This code is written by iTalent as part of iTrack LILICON - 98 */
if( (sub_L != "") && (sub_L != undefined) && (sub_L != "undefined") ){
if(document.querySelectorAll('.lia-quilt-forum-topic-page').length > 0){
if(rootElement.querySelector('div.lia-message-subject').querySelector('h5')){
rootElement.querySelector('div.lia-message-subject').querySelector('h5').innerText = decodeURIComponent(sub_L);
} else {
rootElement.querySelector('.MessageSubject .lia-message-subject').innerText = sub_L;
}
} else {
rootElement.querySelector('.MessageSubject .lia-message-subject').innerText = sub_L;
}
}
/* End: This code is written by iTalent as part of iTrack LILICON - 98 */
}
catch(e){
console.log("subject not available for second time. error details: " + e);
}
} else {
try {
/* Start: This code is written by iTalent as part of LILICON - 98 reported by Ian */
if ("OccasionPage" == "IdeaPage") {
if( (sub_L != "") && (sub_L != undefined) && (sub_L != "undefined") ){
document.querySelector('.lia-js-data-messageUid-'+ value).querySelector('.MessageSubject .lia-message-subject').innerText = sub_L;
}
}
else{
if( (sub_L != "") && (sub_L != undefined) && (sub_L != "undefined") ){
rootElement.querySelector('.MessageSubject .lia-message-subject').innerText = sub_L;
/* End: This code is written as part of LILICON - 98 reported by Ian */
}
}
} catch (e) {
console.log("Reply subject not available. error details: " + e);
}
}
}
// Label translation
var labelEle = document.querySelector("#labelsForMessage");
if (!labelEle) {
labelEle = document.querySelector(".LabelsList");
}
if (labelEle) {
var listContains = labelEle.querySelector('.label');
if (listContains) {
/* Commenting this code as bussiness want to point search with source language label */
// var tagHLink = labelEle.querySelectorAll(".label")[0].querySelector(".label-link").href.split("label-name")[0];
var lingoLabelExp = "//lingo-label/text()";
trLabels = [];
trLabelsHtml = "";
/* Get translated labels of the message */
lingoLXML = doc.evaluate(lingoLabelExp, doc, null, XPathResult.UNORDERED_NODE_SNAPSHOT_TYPE, null);
/* try{
for(var j=0;j,';
}
trLabelsHtml = trLabelsHtml+'