coronaindia

<!doctype html> <html lang="en"> <head> <script data-ad-client="ca-pub-3584207319564393" async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js"></script> <script async src="https://www.googletagmanager.com/gtag/js?id=UA-161859093-2"></script>  <script>(function (w, d, s, l, i) { w[l] = w[l] || []; w[l].push({ 'gtm.start': new Date().getTime(), event: 'gtm.js' }); var f = d.getElementsByTagName(s)[0], j = d.createElement(s), dl = l != 'dataLayer' ? '&l=' + l : ''; j.async = true; j.src = 'https://www.googletagmanager.com/gtm.js?id=' + i + dl; f.parentNode.insertBefore(j, f); })(window, document, 'script', 'dataLayer', 'GTM-N2ZNT32');</script>  <script> window.dataLayer = window.dataLayer || []; function gtag() { dataLayer.push(arguments); } gtag('js', new Date()); gtag('config', 'UA-161859093-2'); </script> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <meta name="description" content="COVID19 Machine Learning, Artificial Intelligence for India"> <title>Corona India Research Centre</title> <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.2.1/jquery.min.js"></script> <link rel="stylesheet" href="https://unpkg.com/purecss@1.0.1/build/pure-min.css" integrity="sha384-" crossorigin="anonymous">   <link rel="stylesheet" href="https://unpkg.com/purecss@1.0.1/build/grids-responsive-min.css">  <link href="media/bootstrap/bootstrap-4.3.1/css/bootstrap.min.css" rel="stylesheet" type="text/css" /> <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/font-awesome/4.0.3/css/font-awesome.css">   <link rel="stylesheet" href="media/rccss/layouts/marketing.css"> <link rel="stylesheet" type="text/css" href="media/misc/css/researchGate.css">  </head> <body>  <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-N2ZNT32" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>  <div class="header"> <div class="home-menu pure-menu pure-menu-horizontal pure-menu-fixed"> <a class="pure-menu-heading" href="../index.html">Corona India</a> <ul class="pure-menu-list"> <li class="pure-menu-item"><a href="../index.html" class="pure-menu-link">Home</a></li>  <li class="pure-menu-item"><a href="about.html" class="pure-menu-link">About Us</a></li> </ul> </div> </div> <div class="splash-container"> <div class="splash"> <h1 class="splash-head">Research Centre</h1> <p class="splash-subhead"> This is our effort in developing and using machine learning models for fighting COVID19. </p> <p style="color:white;"> Scroll down to begin !! </p>   </div> </div> <div class="content-wrapper">  <div class="content"> <h2 class="content-head is-center">Predictive Analytics</h2> <div class="pure-g"> <div class="l-box pure-u-1 pure-u-md-1-2 pure-u-lg-1-16"> <h3 class="content-subhead"> <i class="fa fa-rocket"></i> Prediction of Total Cases in India </h3> <p> <figure class="highcharts-figure"> <div id="container" style="border-right: 1px black;" class="chartContainer"> <div id="loading1" class="waiting"> <img src="loading.gif"></img> </div> </div>  </figure> </p> </div> </div> <div class="pure-g"> <div class="l-box pure-u-1 pure-u-md-1-2 pure-u-lg-1-16"> <h3 class="content-subhead"> <i class="fa fa-mobile"></i> Prediction of Total Cured Cases in India </h3> <p> <figure class="highcharts-figure"> <div id="container2" class="chartContainer"> <div id="loading2" class="waiting"> <img src="loading.gif"></img> </div> </div>  </figure> </p> </div> </div> <div class="pure-g"> <div class="l-box pure-u-1 pure-u-md-1-2 pure-u-lg-1-16"> <h3 class="content-subhead"> <i class="fa fa-th-large"></i> Prediction of Total Deaths in India </h3> <p> <figure class="highcharts-figure"> <div id="container3" class="chartContainer"> <div id="loading3" class="waiting"> <img src="loading.gif"></img> </div> </div>  </figure> </p> </div> </div>   </div> <div class="content"> <h2 class="content-head is-left">Projected case growth</h2> <p>Days it will take to reach total cases <i>x</i> times.</p> <div class="card-body"> <div class="row"> <div class="col-12"> <p style="float:right" class="is-right"><select id="stateList" onchange="calculateDoubling(this.value)"></select></p> </div> </div> <div class="text-success" id="noDoublingData">No Change in cases since yesterday !</div> <div class="row" id="doublingData"> <div class="col-md-3 col-4 mr-md-1 bg-danger tiles"> <h2 class=" text-white" id="tile2"><i class="fa fa-spinner fa-spin"></i></h2> <div class="increment-text text-right text-white">2x</div> </div> <div class="col-md-3 col-4 mr-md-1 bg-info tiles"> <h2 class=" text-white" id="tile3"><i class="fa fa-spinner fa-spin"></i></h2> <div class="increment-text text-right text-white">3x</div> </div> <div class="col-md-3 col-4 mr-md-1 bg-primary tiles"> <h2 class="text-white" id="tile5"><i class="fa fa-spinner fa-spin"></i></h2> <div class="increment-text text-right text-white">5x</div> </div> </div> </div> </div> <div class="content"> <h2 class="content-head is-center">Neural Search Engine</h2> <div class="card-body"> <div class="row ml-2 mr-2"> <div class="offset-md-1 col-8 justify-content-md-center"> <input type="text" class="form-control form-control-lg" id="question" placeholder="Enter Question. Try When will it end?" name="question"> </div> <div class="col-2 "> <button type="button" class='btn btn-danger btn-lg' onclick="searchAnswer()">Search</button> </div> </div> <div class="col-12"> <div class="direct-chat-messages customScrollBar" id="answerScroll"> <div class="container"> <div id="loading" style="display:none; text-align: center; position: absolute; right: 0; left: 0; top: 50%; "> <img src="loading.gif"></img> </div> <br><br> <div id="aboutAnswerContent" style='text-align:left;font-weight: 600;'> <p class="text-justify"> It uses state-of-the-art neural intelligence (AI) network models for answering questions using the <a href="https://pages.semanticscholar.org/coronavirus-research" target="_blank">COVID Open Research Dataset (CORD-19)</a> provided by the Allen Institute for AI and <a href="https://github.com/castorini/covidex" target="_blank"> CORD Search </a>. It contains more than 47,000 articles from which the search is facilitated. </p> Try some of the example questions below: <ol id="questionList"> <li>What is the incubation period of COVID-19?</li> <li>What's the effectiveness of chloroquine for COVID-19?</li> <li>Are there cases of asymptomatic transmission of COVID-19?</li> <li>How do weather conditions affect the transmission of COVID-19?</li> <li>Tell me about IgG and IgM tests for covid-19.</li> <li>What is the prognostic value of IL-6 levels in covid-19?</li> </ol> </div> <div class="row justify-content-center text-center" id="answerFeed"> </div> </div> </div> </div> </div> <div class=" l-box is-center"> Copyright © elComrades </div> </div> <div class="modal" id="questionModal" tabindex="-1" role="dialog"> <div class="modal-dialog modal-lg" role="document" style="margin-top: 75px;"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="questionTitle">Modal title</h5> <button type="button" class="close" data-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <h5>Authors</h5> <div id="authors"></div> <br /> <h5>Abstract</h5> <p class="text-justify" id="abstract"></p> <br /> <h5>Full-Text Excerpt</h5> <div class="text-justify" id="paragraphs"></div> </div> <div class="modal-footer"> <button type="button" class="btn btn-secondary" data-dismiss="modal">Close</button> </div> </div> </div> </div> <script src="https://code.highcharts.com/highcharts.js"></script> <script src="https://code.highcharts.com/modules/data.js"></script> <script src="https://code.highcharts.com/modules/series-label.js"></script> <script src="https://code.highcharts.com/modules/exporting.js"></script> <script src="https://code.highcharts.com/modules/export-data.js"></script> <script src="https://code.highcharts.com/modules/accessibility.js"></script> <script src="media/bootstrap/bootstrap-4.3.1/js/bootstrap.min.js" type="text/javascript"></script> <script> var casesData = []; var todayStateData =[]; var yesterdayStateData =[]; function cases(actual_arr, predict_arr, date_arr) { Highcharts.chart('container', { chart: { type: 'line' }, title: { text: 'Total COVID19 cases expected during next 7 days' }, xAxis: { categories: date_arr }, yAxis: { title: { text: 'Number of Cases' } }, series: [{ name: 'Prediction', data: predict_arr }, { name: 'Actual', data: actual_arr },], }); } function cured(actual_arr, predict_arr, date_arr) { Highcharts.chart('container2', { chart: { type: 'line' }, title: { text: 'Total patients expected to be cured during next 7 days' }, xAxis: { categories: date_arr }, yAxis: { title: { text: 'Patients Cured' } }, series: [{ name: 'Prediction', data: predict_arr }, { name: 'Actual', data: actual_arr },], }); } function deaths(actual_arr, predict_arr, date_arr) { Highcharts.chart('container3', { chart: { type: 'line' }, title: { text: 'Total expected deaths due to COVID19 in next 7 days' }, xAxis: { categories: date_arr }, yAxis: { title: { text: 'Number of Death' } }, series: [{ name: 'Prediction', data: predict_arr }, { name: 'Actual', data: actual_arr },], }); } $(document).ready(function () { $.get("common-config.html", function (data) { $("#commonfile").html(data); }); console.log("now running"); var myurl = 'https://www.menggabungkanpdf.id/get_prediction.php'; $.ajax({ type: "get", url: myurl, dataType: 'json', success: function (results) { results = JSON.parse(results.response); console.log("results are", results); $(".waiting").hide(); cases(results["cases"]["actual"], results["cases"]["predict"], results["cases"]["date"]); cured(results["cured"]["actual"], results["cured"]["predict"], results["cured"]["date"]); deaths(results["deaths"]["actual"], results["deaths"]["predict"], results["deaths"]["date"]); }, error: function (request, error) { console.log("There is an error. " + error); }, }); $("#questionList li").on("click", function () { var question = $(this).html(); $("#question").val(question); searchAnswer(); }) // $('#aboutSlider').carousel({ // interval: 2000 // }) }); /*automatic question start here*/ var questionData = []; function searchAnswer() { console.log("calling search answer") var question = document.getElementById("question"); if ($.trim(question.value) == "") { alert("Please enter your question"); $(question).focus(); ("#answerFeed").hide(); $("#aboutAnswerContent").show(); return; } console.log("question in ", question.value); $("#answerFeed").hide(); $("#aboutAnswerContent").hide(); $("#loading").show(); var myurl = 'https://www.menggabungkanpdf.id/faq1.php?query=' + encodeURI(question.value); console.log("url is", myurl); $.ajax({ type: "GET", url: myurl, dataType: "json", success: function (results) { console.log("response", results); questionData = results.response; results = results.response; for (data in results) { var abstractedText = getHighlightedText(results[data]); var title = results[data].title; console.log("data is", results[data]); console.log("title", title); //console.log(date); $('#answerFeed').append("<div class='card mr-2 ml-2' style='width: 80rem;'><h6 class='card-title'><br><b>" + title + "</b></h6><div class='card-body'><p class='text-justify'>" + abstractedText + "</p><button type='button' onclick=\"openAllDetails('" + data + "')\" class='btn btn-dark text-center' target='_blank'>Read More</button></div></div> "); } $("#answerFeed").unhighlight(); var questArray = tokenize(question.value); for (var i = 0; i < questArray.length; i++) { $("#answerFeed").highlight(questArray[i]); console.log("tokens are", questArray); } $("#loading").hide(); $("#answerFeed").show(); }, error: function (results) { console.log("There is an error in newsapi. " + results.stringfy); }, }); } function getHighlightedText(data) { console.log("data", data); var isHighlight = data['highlighted_abstract']; var highlightAbs = null; data["highlights"][0]; var highlightPara = null; var abstractedText = ""; if (isHighlight) { highlightAbs = data["highlights"][0]; highlightPara = data["highlights"][1]; } else { highlightPara = data["highlights"][0]; } if (isHighlight) { for (var i = 0; i < highlightAbs.length; i++) { var temphighlight = highlightAbs[i]; console.log("highlights are", temphighlight); console.log("inside abs"); //console.log("complete text",data.abstract) console.log("temphighlight[0]", temphighlight[0]); console.log("temphighlight[0]", temphighlight[1]); abstractedText += "..." + data.abstract.substring(temphighlight[0], temphighlight[1]); } } if (typeof highlightPara != 'undefined') { for (var i = 0; i < highlightPara.length; i++) { var temphighlight = highlightPara[i]; if (typeof data.paragraphs[i] != 'undefined') { console.log("highlights are", temphighlight); console.log("complete text", data.paragraphs[i]); //console.log("data should be",data.paragraphs[i].substring(temphighlight[0],temphighlight[1])); abstractedText += "..." + data.paragraphs[i].substring(temphighlight[0], temphighlight[1]); } else { abstractedText += "..." + data.paragraphs[i - 1].substring(temphighlight[0], temphighlight[1]); } } } return abstractedText; } function getHighlightedTextArray(data) { console.log("data", data); var isHighlight = data['highlighted_abstract']; var highlightAbs = null; data["highlights"][0]; var highlightPara = null; var abstractedText = []; if (isHighlight) { highlightAbs = data["highlights"][0]; highlightPara = data["highlights"][1]; } else { highlightPara = data["highlights"][0]; } if (isHighlight) { for (var i = 0; i < highlightAbs.length; i++) { var temphighlight = highlightAbs[i]; abstractedText.push(data.abstract.substring(temphighlight[0], temphighlight[1])); } } if (typeof highlightPara != 'undefined') { for (var i = 0; i < highlightPara.length; i++) { var temphighlight = highlightPara[i]; if (typeof data.paragraphs[i] != 'undefined') { abstractedText.push(data.paragraphs[i].substring(temphighlight[0], temphighlight[1])); } else { abstractedText.push(data.paragraphs[i - 1].substring(temphighlight[0], temphighlight[1])); } } } return abstractedText; } function openAllDetails(index) { var question = document.getElementById("question").value; var data = questionData[index]; var abstractedTextArr = getHighlightedTextArray(data); var authors = data.authors; var title = data.title; var abstract = data.abstract; var paragraphs = data.paragraphs; var url = data.url; var authHtml = ""; var paragraphHtml = ""; for (var i = 0; i < authors.length; i++) { authHtml += " <span class='badge badge-danger'>" + authors[i] + "</span>"; } for (var i = 0; i < paragraphs.length; i++) { paragraphHtml += "<p class='text-justify'>" + paragraphs[i] + "</p>"; } paragraphHtml += "Read complete <a href='" + url + "' target='_blank'>here</a>"; $("#questionTitle").html(title); $("#authors").html(authHtml); $("#abstract").html(abstract); $("#paragraphs").html(paragraphHtml); for (var i = 0; i < abstractedTextArr.length; i++) { $("#questionModal").highlight(abstractedTextArr[i]); } var questArray = tokenize(question); $("#questionModal").unhighlight(); for (var i = 0; i < questArray.length; i++) { $("#questionModal").highlight(questArray[i]); } $("#questionModal").modal("show"); } function tokenize(text) { var results = []; var words = text .toLowerCase() .replace('-', ' ') .replace('.', ' ') .replace(',', ' ') .replace('?', ' ') .split(' '); words.forEach((word) => { if (!GRAM_WORDS.includes(word)) { results.push(word); } }); return results; } //highlight script jQuery.extend({ highlight: function (e, t, n, i) { if (3 === e.nodeType) { var r = e.data.match(t); if (r) { var a = document.createElement(n || "span"); a.className = i || "highlight"; var h = e.splitText(r.index); h.splitText(r[0].length); var s = h.cloneNode(!0); return a.appendChild(s), h.parentNode.replaceChild(a, h), 1 } } else if (1 === e.nodeType && e.childNodes && !/(script|style)/i.test(e.tagName) && (e.tagName !== n.toUpperCase() || e.className !== i)) for (var l = 0; l < e.childNodes.length; l++) l += jQuery.highlight(e.childNodes[l], t, n, i); return 0 } }), jQuery.fn.unhighlight = function (e) { var t = { className: "highlight", element: "span" }; return jQuery.extend(t, e), this.find(t.element + "." + t.className).each(function () { var e = this.parentNode; e.replaceChild(this.firstChild, this), e.normalize() }).end() }, jQuery.fn.highlight = function (e, t) { var n = { className: "highlight", element: "span", caseSensitive: !1, wordsOnly: !1 }; if (jQuery.extend(n, t), e.constructor === String && (e = [e]), e = jQuery.grep(e, function (e, t) { return "" != e }), 0 == (e = jQuery.map(e, function (e, t) { return e.replace(/[-[\]{}()*+?.,\\^$|#\s]/g, "\\$&") })).length) return this; var i = n.caseSensitive ? "" : "i", r = "(" + e.join("|") + ")"; n.wordsOnly && (r = "\\b" + r + "\\b"); var a = new RegExp(r, i); return this.each(function () { jQuery.highlight(this, a, n.element, n.className) }) }; //GRAMMER WORDS var GRAM_WORDS = [ 'i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', 'her', 'hers', 'herself', 'it', 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', 'should', 'now', ]; /*automatic question ends here*/ var apiUrlDailyStats = 'https://api.rootnet.in/covid19-in/stats/daily'; ajaxDailyStats = $.ajax({ type: "GET", url: apiUrlDailyStats, dataType: "json", success: function (result) { getDoublingSeries(getCopyOfJSONObject(result.data)); generateStateList(getCopyOfJSONObject(result.data[result.data.length - 1])); casesData = getCopyOfJSONObject(result.data); } }); function getDoublingSeries(data) { console.log("doubling data", data); var allData = []; var todayLatestCases = parseInt(data[data.length - 1].summary.total) - parseInt(data[data.length - 2].summary.total); var yesterDayCases = parseInt(data[data.length - 2].summary.total); if(todayLatestCases == 0){ $("#doublingData").hide(); $("#noDoublingData").show(); }else{ $("#noDoublingData").hide(); $("#doublingData").show(); } var r = todayLatestCases / yesterDayCases; //console.log("value of r is",r); for (var i = 2; i <= 5; i++) { var double = (Math.log(i) / Math.log(1 + r)); $("#tile"+i).html(Math.round(double)); } [todayStateData, yesterdayStateData] = generateStateData(data); } function calculateDoubling(state){ if(state == "All States"){ getDoublingSeries(casesData); return; } var todayData = todayStateData[state]; var yesterdayData = yesterdayStateData[state]; var todayLatestCases = parseInt(todayData)-parseInt(yesterdayData); var yesterDayCases = parseInt(yesterdayData); if(todayLatestCases == 0){ $("#doublingData").hide(); $("#noDoublingData").show(); }else{ $("#noDoublingData").hide(); $("#doublingData").show(); } var r = todayLatestCases / yesterDayCases; //console.log("value of r is",r); for (var i = 2; i <= 5; i++) { var double = (Math.log(i) / Math.log(1 + r)); $("#tile"+i).html(Math.round(double)); } } function generateStateData(data) { var todayAllData = data[data.length - 1]; var todayStateData = []; var yesterdayAllData = data[data.length - 2]; var yesterdayStateData = []; for (var i = 0; i < todayAllData.regional.length; i++) { var state = todayAllData.regional[i].loc;; let data1 = todayAllData.regional[i]; todayStateData[state] = getSumOfTheObjectKeys(data1); } for (var i = 0; i < yesterdayAllData.regional.length; i++) { var state = yesterdayAllData.regional[i].loc;; var data1 = yesterdayAllData.regional[i]; yesterdayStateData[state] = getSumOfTheObjectKeys(data1) } console.log("today list", todayStateData); console.log("yesterday list", yesterdayStateData); return [todayStateData, yesterdayStateData]; } function getSumOfTheObjectKeys(localData) { var keys = Object.keys(localData); var total = 0; total = localData.confirmedCasesIndian + localData.confirmedCasesForeign; return total; } //deep copy function getCopyOfJSONObject(data) { return JSON.parse(JSON.stringify(data)); } function generateStateList(data) { var stateList = []; $("#stateList").find('option').remove(); $('<option/>', { value: "All States" }).text("All States").appendTo('#stateList'); for (var i = 0; i < data.regional.length; i++) { var state = data.regional[i].loc; stateList.push(state); $('<option/>', { value: state }).text(state).appendTo('#stateList'); } } </script> <div id="commonfile"></div> </body> </html>