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HIT Database Analytics

Analytics for HIT Database--makes pretty graphs

目前為 2015-10-17 提交的版本，檢視 最新版本。

  1. // ==UserScript==
  2. // @name         HIT Database Analytics
  3. // @author       feihtality
  4. // @namespace    https://greasyfork.org/en/users/12709
  5. // @version      0.6.000
  6. // @description  Analytics for HIT Database--makes pretty graphs
  7. // @match        https://www.mturk.com/mturk/dashboard
  8. // @require      https://cdn.jsdelivr.net/momentjs/2.10.6/moment.min.js
  9. // @grant        none
  10. // ==/UserScript==
  11.  
  12.  
  13.  
  14. ((D) => {
  15.   'use strict';
  16.  
  17.   if (!('decRound' in Math) || !('Status' in window) || !('Progress' in window)) {
  18.       console.log('execution order is either too high or HITDB MKII is not detected');
  19.       return;
  20.   }
  21.  
  22.   var pad = n => ("00"+n).substr(-2),
  23.       digitGroup = function(n) {
  24.         n = String(n).split('.');
  25.         if (n[0].length < 4) return n.join('.');
  26.         n[0] = n[0].replace(/(\d)(?=(\d{3})+$)/g, '$1,');
  27.         return n.join('.');
  28.       },
  29.       dec = (n,l) => Number(Math.decRound(n,l)).toFixed(l),
  30.       m = this.moment;
  31.  
  32.   // inject interface
  33.   var insertion = D.getElementById('hdbCSVInput'),
  34.       searchbtn = D.getElementById('hdbSearch'),
  35.       acheckbox = insertion.parentNode.insertBefore(D.createElement('INPUT'), insertion.nextSibling),
  36.       alabel    = insertion.parentNode.insertBefore(D.createElement('LABEL'), insertion.nextSibling),
  37.       metrics   = null;
  38.  
  39.   acheckbox.type     = 'checkbox';
  40.   acheckbox.id       = 'hdbAnalytics';
  41.   acheckbox.style.verticalAlign = 'middle';
  42.   alabel.textContent = 'Analyze';
  43.   alabel.htmlFor     = 'hdbAnalytics';
  44.   alabel.style.verticalAlign = 'middle';
  45.  
  46.   acheckbox.onclick = function() {
  47.     if (searchbtn.textContent === "Export CSV") insertion.click();
  48.     if (searchbtn.textContent === "Analyze") searchbtn.textContent = 'Search';
  49.     else searchbtn.textContent = 'Analyze';
  50.   };
  51.   searchbtn.addEventListener('click', getData);
  52.  
  53.   function getData(e) {
  54.     if (e.target.textContent !== "Analyze") return;
  55.     if (!window.HITStorage.db) { window.Status.push('AccessViolation: Database is not defined.', 'red'); return; }
  56.     
  57.     var range;
  58.     dbrange = [D.getElementById('hdbMinDate').value || undefined, D.getElementById('hdbMaxDate').value || undefined];
  59.     if (!dbrange[0] && !dbrange[1]) {
  60.       dbrange[2] = 'ALL';
  61.       dbrange[3] = ['9999-99-99', '0000-00-00'];
  62.       range = null;
  63.     } else if (dbrange[0] && !dbrange[1]) {
  64.       dbrange[2] = dbrange[0]+'>>';
  65.       dbrange[3] = [dbrange[0], '0000-00-00'];
  66.       range = window.IDBKeyRange.lowerBound(dbrange[0]);
  67.     } else if (!dbrange[0] && dbrange[1]) {
  68.       dbrange[2] = '<<'+dbrange[1];
  69.       dbrange[3] = ['9999-99-99', dbrange[1]];
  70.       range = window.IDBKeyRange.upperBound(dbrange[1]);
  71.     } else {
  72.       dbrange[2] = dbrange[0]+':'+dbrange[1];
  73.       dbrange[3] = [dbrange[0], dbrange[1]];
  74.       range = window.IDBKeyRange.bound(dbrange[0],dbrange[1]);
  75.     }
  76.  
  77.     sets = new Sets();
  78.     window.Progress.show();
  79.     metrics = new window.Metrics('database_analytics');
  80.     metrics.mark('dbrecall', 'start');
  81.     dbrecall("HIT", {range: range}).then(analyzeData);
  82.   }
  83.  
  84. /* . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . */
  85.  
  86.   var
  87.     Sets = function() {//{{{ main data obj
  88.       this.year = {
  89.         aggregate: { def: {}, req: {} },
  90.         pay:   { labels: [], data: [] },
  91.         hits:  { labels: [], data: [] },
  92.         rpay:  {},
  93.         rhits: {}
  94.       };
  95.       this.month = {
  96.         aggregate: { def: {}, req: {} },
  97.         pay:   { labels: [], data: [] },
  98.         hits:  { labels: [], data: [] },
  99.         rpay:  {},
  100.         rhits: {}
  101.       };
  102.       this.week = {
  103.         aggregate: { def: {}, req: {} },
  104.         pay:   { labels: [], data: [] },
  105.         hits:  { labels: [], data: [] },
  106.         rpay:  {},
  107.         rhits: {}
  108.       };
  109.       this.day = {
  110.         aggregate: { def: {}, req: {} },
  111.         pay:   { labels: [], data: [] },
  112.         hits:  { labels: [], data: [] },
  113.         rpay:  {},
  114.         rhits: {}
  115.       };
  116.       this.all = {
  117.         aggregate: [],
  118.         distribution: {
  119.           hits: {'1':0,'2-5':0,'6-10':0,'11-15':0,'16-20':0,'21-25':0,'26-30':0,'31-35':0,
  120.             '36-40':0,'41-45':0,'46-50':0,'51-100':0,'101-150':0,'151-200':0,'201-250':0,'251-300':0,
  121.             '301-350':0,'351-400':0,'401-450':0,'451-500':0,'501-550':0,'551-600':0,'601-650':0,'651-700':0,
  122.             '701-750':0,'751-800':0,'801-850':0,'851-900':0,'901-950':0,'951-1000':0,'1001+':0},
  123.           pay: {'0':0, '0.01-0.05':0,'0.06-0.10':0,'0.11-0.15':0,'0.16-0.20':0,'0.21-0.25':0,
  124.             '0.26-0.30':0,'0.31-0.35':0,'0.36-0.40':0,'0.41-0.45':0,'0.46-0.50':0,'0.51-0.55':0,
  125.             '0.56-0.60':0,'0.61-0.65':0,'0.66-0.70':0,'0.71-0.75':0,'0.76-0.80':0,'0.81-0.85':0,
  126.             '0.86-0.90':0,'0.91-0.95':0,'0.96-1.00':0,'1.01-1.25':0,'1.26-1.50':0,'1.51-1.75':0,
  127.             '1.76-2.00':0,'2.01-2.25':0,'2.26-2.50':0,'2.51-2.75':0,'2.76-3.00':0,'3.01-3.25':0,
  128.             '3.26-3.50':0,'3.51-3.75':0,'3.76-4.00':0,'4.01-4.25':0,'4.26-4.50':0,'4.51-4.75':0,
  129.             '4.76-5.00':0,'5.01+':0},
  130.           data: { hits: [], labelsh: [], pay: [], labelsp: [] } },
  131.         hits: { total: 0, rejected: 0, pending: 0, bonus: 0, titles: {}, batch: [] },
  132.         pay : { total: 0, rejected: 0, pending: 0, bonus: 0 },
  133.         hitsPerRequester: { avg: 0, data: [], sd: 0, se: 0 },
  134.         payPerHit: { avg: 0, data: [], sd: 0, se: 0 }
  135.       };
  136.     },//}}}
  137.     sets   = new Sets(),
  138.     disth  = Object.keys(sets.all.distribution.hits),
  139.     distp  = Object.keys(sets.all.distribution.pay),
  140.     ymwdLabels = Object.keys(sets), dbrange;
  141.  
  142.   function dbrecall(os, options) {
  143.     options = options || {};
  144.     var 
  145.       index = options.index || "date",
  146.       range = options.range || null;
  147.       //wRange = [null, null];
  148.  
  149.     var total = 0;
  150.     return new Promise( y => {
  151.       window.HITStorage.db.transaction(os, "readonly").objectStore(os).index(index).openCursor(range).onsuccess = function() {
  152.         if (this.result) { 
  153.           window.Status.message = 'Aggregating data... [ '+(total++)+' ]';
  154.           aggregateCursor(this.result.value);
  155.           this.result.continue();
  156.         }
  157.         else y(1);
  158.       };
  159.     });
  160.   }
  161.  
  162.   function analyzeData(r) {
  163.     void(r);
  164.     metrics.mark('dbrecall','end');
  165.     //var sets = data.getDatasets();
  166.     metrics.mark('dsWorker', 'start');
  167.     dsWorker.postMessage(sets);
  168.   }
  169.  
  170.   function drawCharts(sets) {//{{{
  171.     var 
  172.       hitlineopt = { 
  173.         label: 'HITs Submitted',
  174.         yAxixID: 'hits',
  175.         backgroundColor: 'rgba(149,89,240,0.1)'/*'rgba(42,161,152,0.1)'*/,
  176.         borderColor    : 'rgba(149,89,240,0.5)'/*'rgba(42,161,152,0.5)'*/,
  177.         pointBackgroundColor     : 'rgba(149,89,240,1)'/*'rgba(42,161,152,1)'*/,
  178.         pointHoverBackgroundColor: 'rgba(92,0,230,1)'/*'rgba(38,139,210,1)'*/
  179.       },
  180.       paylineopt = {
  181.         label: 'Total Pay',
  182.         yAxisID: 'pay',
  183.         backgroundColor: 'rgba(200,242,48,0.1)'/*'rgba(181,137,0,0.1)'*/,
  184.         borderColor    : 'rgba(200,242,48,0.5)'/*'rgba(181,137,0,0.5)'*/,
  185.         pointBackgroundColor     : 'rgba(200,242,48,1)'/*'rgba(181,137,0,1)'*/,
  186.         pointHoverBackgroundColor: 'rgba(129,163,5,1)'/*'rgba(133,153,0,1)'*/
  187.       },
  188.       chartopt = {};
  189.       
  190.     for (var k of Object.keys(sets)) {
  191.       if (k === 'all') {
  192.         var a = sets.all.hits;
  193.         chartopt.bsratio = {
  194.           type: 'pie', data: {
  195.             labels: ['batch', 'survey'],
  196.             datasets: [{ data: [Math.decRound(100*a.batch.total/a.total,2), Math.decRound(100*(a.total-a.batch.total)/a.total,2)],
  197.               backgroundColor: ['#6A90F7', '#EDC147'] }]
  198.           }, options: { tooltips: { template: '<%= label %>: <%= value %>%', fontSize: 12 } }
  199.         };
  200.         chartopt.pdist = {
  201.           type: 'bar', data: {
  202.             labels: sets.all.distribution.data.labelsp,
  203.             datasets: [{ data: sets.all.distribution.data.pay,
  204.               backgroundColor: '#47EDE1', hoverBackgroundColor: '#C7ED3E' }]
  205.           }, options: { scales: { xAxes: [{ ticks: {show: false}, categorySpacing: 1 }] },
  206.             tooltips: { multiTemplate: '<%= datasetLabel %><%= value %>%' }
  207.           }
  208.         };
  209.         chartopt.hdist = {
  210.           type: 'bar', data: {
  211.             labels: sets.all.distribution.data.labelsh,
  212.             datasets: [{ data: sets.all.distribution.data.hits,
  213.               backgroundColor: '#47EDE1', hoverBackgroundColor: '#C7ED3E' }]
  214.           }, options: { scales: { xAxes: [{ ticks: {show: false}, categorySpacing: 1}] },
  215.             tooltips: { multiTemplate: '<%= datasetLabel %><%= value %>%' }
  216.           }
  217.         };
  218.         continue;
  219.       }
  220.       var timeOpts;
  221.       switch (k) {
  222.         case 'day': timeOpts = { format: 'YYYY-MM-DD', displayFormat: 'MMMDD', unit: k }; break;
  223.         case 'week': timeOpts = { format: 'YYYY[ week ]ww', displayFormat: 'YY[w]ww', unit: k }; break;
  224.         case 'month': timeOpts = { format: 'YYYY-MM', displayFormat: 'MMM[\']YY', unit: k }; break;
  225.         case 'year': timeOpts = { format: 'YYYY', displayFormat: 'YYYY', unit: k }; break;
  226.       }
  227.       Object.assign(sets[k].hits, hitlineopt);
  228.       Object.assign(sets[k].pay, paylineopt);
  229.       chartopt[k] = {
  230.         type:'line', data: { labels: sets[k].hits.labels, datasets: [sets[k].hits, sets[k].pay] }, 
  231.         options: {
  232.           stacked: false, scales: {
  233.             xAxes: [{ gridLines: { offsetGridLines: false }, display: true, type: 'time', time: timeOpts,
  234.               scaleLabel: { show: false, labelString: k } }],
  235.             yAxes: [{ type: 'linear', display: true, position: 'left', id: 'hits',
  236.                       /*scaleLabel: {show: true, labelString: 'hits', fontColor: '#EEE8d5', fontFamily: 'Arial'}*/ },
  237.                     { type: 'linear', display: true, position: 'right', id: 'pay', gridLines: { drawOnChartArea: false },
  238.                       /*scaleLabel: {show:true, labelString: 'pay', fontColor: '#EEE8d5', fontFamily: 'Arial'}*/ }]
  239.           }
  240.         }
  241.       };
  242.     }
  243.     var html = ['<head>',
  244.        '<link href="https://fonts.googleapis.com/css?family=Open+Sans:300,400" rel="stylesheet" type="text/css">',
  245.        '<script src="https://cdn.jsdelivr.net/g/momentjs@2.10.6,chart.js@2.0.0-alpha4"></script>',
  246.        '<style>',
  247.         '.caption {width:60%;margin:auto;padding:5px;text-align:center;font-size:0.75em}',
  248.         '.hc {color:#9559F0} .pc {color:#C8F230}',
  249.         '.bc {color:#6A90F7} .sc {color:#EDC147}',
  250.         '.container {display:flex;flex-wrap:wrap;align-content:center;justify-content:space-around}',
  251.         '.mi {font-size:0.6em}',
  252.         '.title {background-color:#EEE8D5;color:#073642;width:90%;margin:1% 6% 0% 5%;padding-left:2%;font-weight:400;}',
  253.        '</style>',
  254.        '<title>HIT Database Analytics | '+dbrange[2]+'</title>',
  255.       '</head>',
  256.       '<body style="color:#fff;background-color:#073642;font-size:100%;font-family:\'Open Sans\',Arial;font-weight:300">',
  257.        '<h2 style="margin:1% 15%">MTurk HIT Database Analytics</h2>',
  258.        '<h4 style="margin:0.5% 20%">'+dbrange[3][0]+' to '+dbrange[3][1]+'</h4>',
  259.        '<div class="title">GENERAL STATISTICS</div>',
  260.        '<div class="container">',
  261.         '<div style="margin-top:5%;margin-left:5%;flex:1">',
  262.          '<div class="container" style="margin-right:10%">',
  263.            '<span style="text-align:right;color:#C7ED3E;flex:1">'+digitGroup(sets.all.hits.total)+'</span>',
  264.            '<span style="text-align:center;flex:1">SUBMITTED</span>',
  265.            '<span style="text-align:left;color:#C7ED3E;flex:1">$'+digitGroup(dec(sets.all.pay.total,2))+'</span>',
  266.          '</div><div class="container" style="margin-right:10%">',
  267.            '<span style="text-align:right;color:#C7ED3E;flex:1">'+digitGroup(sets.all.hits.bonus)+'</span>',
  268.            '<span style="text-align:center;flex:1">BONUSES</span>',
  269.            '<span style="text-align:left;color:#C7ED3E;flex:1">$'+digitGroup(dec(sets.all.pay.bonus,2))+'</span>',
  270.          '</div><div class="container" style="margin-right:10%">',
  271.            '<span style="text-align:right;color:#FF6666;flex:1">'+digitGroup(sets.all.hits.rejected)+'</span>',
  272.            '<span style="text-align:center;flex:1">REJECTED</span>',
  273.            '<span style="text-align:left;color:#FF6666;flex:1">$'+digitGroup(dec(sets.all.pay.rejected,2))+'</span>',
  274.          '</div><div class="container" style="margin-right:10%">',
  275.            '<span style="text-align:right;color:#E0B438;flex:1">'+digitGroup(sets.all.hits.pending)+'</span>',
  276.            '<span style="text-align:center;flex:1">PENDING</span>',
  277.            '<span style="text-align:left;color:#E0B438;flex:1">$'+digitGroup(dec(sets.all.pay.pending,2))+'</span>',
  278.          '</div>',
  279.          '<span class="mi" style="text-align:justify"><span style="color:#30CEF2">NOTE:</span> DOLLAR AMOUNT FOR \'PENDING\' MAY ',
  280.            'REFLECT VALUES FOR HITS WHICH HAVE ALREADY BEEN APPROVED. THESE FUNDS HAVE NOT BEEN FULLY CLEARED ',
  281.            'AND CREDITED TO YOUR ACCOUNT, AND THUS ARE STILL TECHNICALLY PENDING.</span>',
  282.          '<div style="margin:10% 10% 10% 0;flex:1;text-align:center;">',
  283.           'AVERAGE SUBMISSION OF <span style="color:#C7ED3E">'+dec(sets.all.hitsPerRequester.avg,3)+'</span> ',
  284.           '(<span style="color:#C7ED3E">&#177;'+dec(sets.all.hitsPerRequester.se,3)+'</span>) HITS PER REQUESTER',
  285.           '<br><span class="mi">STANDARD DEVIATION: <span style="color:#FA5583">'+dec(sets.all.hitsPerRequester.sd,3)+'</span></span>',
  286.           '<hr style="width:45%;color:#fff;background-color:#fff">',
  287.           'AVERAGE PAY OF <span style="color:#C7ED3E">$'+dec(sets.all.payPerHit.avg,3)+'</span> ',
  288.           '(<span style="color:#C7ED3E">&#177;$'+dec(sets.all.payPerHit.se,3)+'</span>) PER HIT',
  289.           '<br><span class="mi">STANDARD DEVIATION: <span style="color:#FA5583">'+dec(sets.all.payPerHit.sd,3)+'</span></span>',
  290.           '<hr style="width:45%;color:#fff;background-color:#fff">',
  291.           'AVERAGING <span style="color:#C7ED3E">'+Math.ceil(1/(sets.all.payPerHit.avg+sets.all.payPerHit.se))+'</span>',
  292.           '<span id="minbound"> TO <span style="color:#C7ED3E">'+Math.ceil(1/(sets.all.payPerHit.avg-sets.all.payPerHit.se))+
  293.             '</span></span> HITS PER $1.00',
  294.          '</div>',
  295.         '</div>',
  296.         '<div style="margin-top:3%;flex:1">',
  297.          '<div><canvas id="hitdist"></canvas><div class="caption">HIT DISTRIBUTION PER REQUESTER</div></div>',
  298.          '<div><canvas id="paydist"></canvas><div class="caption">PAY DISTRIBUTION PER HIT</div></div>',
  299.         '</div>',
  300.         '<div style="margin-top:10%;flex:1">',
  301.          '<canvas id="batchpie"></canvas>',
  302.          '<div class="caption"><span class="bc">BATCH</span> : <span class="sc">SURVEY</span><br>RATIO APPROXIMATION</div>',
  303.         '</div>',
  304.        '</div>',
  305.        '<div class="title">ACTIVITY</div>',
  306.        '<div class="container">',
  307.         '<div style="margin-top:1%;margin-left:5%;flex:1">',
  308.          '<canvas id="dailyline"></canvas>',
  309.          '<div class="caption"><span class="hc">HITS SUBMITTED</span> | <span class="pc">TOTAL PAY</span><br>DAILY</div>',
  310.         '</div>',
  311.         '<div style="margin-top:1%;margin-right:6%;flex:1">',
  312.          '<canvas id="monthlyline"></canvas>',
  313.          '<div class="caption"><span class="hc">HITS SUBMITTED</span> | <span class="pc">TOTAL PAY</span><br>MONTHLY</div>',
  314.         '</div>',
  315.        '</div>',
  316.        '<div class="container">',
  317.         '<div style="margin-top:1%;margin-left:5%;flex:1">',
  318.          '<canvas id="weeklyline"></canvas>',
  319.          '<div class="caption"><span class="hc">HITS SUBMITTED</span> | <span class="pc">TOTAL PAY</span><br>WEEKLY</div>',
  320.         '</div>',
  321.         '<div style="margin-top:1%;margin-right:6%;flex:1">',
  322.          '<canvas id="yearlyline"></canvas>',
  323.          '<div class="caption"><span class="hc">HITS SUBMITTED</span> | <span class="pc">TOTAL PAY</span><br>YEARLY</div>',
  324.         '</div>',
  325.        '</div>',
  326.        '<div class="title">TOP REQUESTERS</div>',
  327.        '<div class="container">',
  328.         '<table id="req10pay" style="font-weight:300;margin-top:1%;margin-left:5%;">',
  329.          '<thead><tr><th colspan="2" style="text-align:left;padding-left:15">PAY</th></tr></thead><tbody></tbody></table>',
  330.         '<table id="req10hit" style="font-weight:300;margin-top:1%;">',
  331.          '<thead><tr><th colspan="2" style="text-align:left;padding-left:15">HITS</th></tr></thead><tbody></tbody></table>',
  332.         '<table id="req10bns" style="font-weight:300;margin-top:1%;">',
  333.          '<thead><tr><th colspan="2" style="text-align:left;padding-left:15">BONUS</th></tr></thead><tbody></tbody></table>',
  334.         '<table id="req10rej" style="font-weight:300;margin-top:1%;margin-right:5%;">',
  335.          '<thead><tr><th colspan="2" style="text-align:left;padding-left:15">REJECTIONS</th></tr></thead><tbody></tbody></table>',
  336.        '</div>',
  337.        '<script>',
  338.         'if (!NodeList.prototype[Symbol.iterator]) NodeList.prototype[Symbol.iterator] = Array.prototype[Symbol.iterator];',
  339.         'var chartopt = '+JSON.stringify(chartopt)+',',
  340.         '    dLines = new Chart(document.getElementById("dailyline").getContext("2d"), chartopt.day),',
  341.         '    mLines = new Chart(document.getElementById("monthlyline").getContext("2d"), chartopt.month),',
  342.         '    wLines = new Chart(document.getElementById("weeklyline").getContext("2d"), chartopt.week),',
  343.         '    yLines = new Chart(document.getElementById("yearlyline").getContext("2d"), chartopt.year),',
  344.         '    bsPie  = new Chart(document.getElementById("batchpie").getContext("2d"), chartopt.bsratio),',
  345.         '    hdist  = new Chart(document.getElementById("hitdist").getContext("2d"), chartopt.hdist),',
  346.         '    pdist  = new Chart(document.getElementById("paydist").getContext("2d"), chartopt.pdist),',
  347.         '    r10hit = document.getElementById("req10hit").tBodies[0], r10hHtml = [],',
  348.         '    r10pay = document.getElementById("req10pay").tBodies[0], r10pHtml = [],',
  349.         '    r10bns = document.getElementById("req10bns").tBodies[0], r10bHtml = [],',
  350.         '    r10rej = document.getElementById("req10rej").tBodies[0], r10rHtml = [],',
  351.         '    payArr = '+JSON.stringify(sets.all.rpay)+',',
  352.         '    hitArr = '+JSON.stringify(sets.all.rhits)+',',
  353.         '    bnsArr = '+JSON.stringify(sets.all.rbonus)+',',
  354.         '    rejArr = '+JSON.stringify(sets.all.rrej)+',',
  355.         '    mb     = document.getElementById("minbound");',
  356.         'if (mb.children[0].textContent === mb.previousSibling.textContent) mb.style.display = "none";',
  357.         'payArr.forEach(v => r10pHtml',
  358.           '.push("<tr><td style=\\"text-align:right;padding-right:10;color:#47EDE1\\">$"+v.pay+"</td>',
  359.             '<td style=\\"max-width:200\\">"+v.name+"</td></tr>"));',
  360.         'hitArr.forEach(v => r10hHtml',
  361.           '.push("<tr><td style=\\"text-align:right;padding-right:10;color:#47EDE1\\">"+v.hits+"</td>',
  362.             '<td style=\\"max-width:200\\">"+v.name+"</td></tr>"));',
  363.         'bnsArr.forEach(v => r10bHtml',
  364.           '.push("<tr><td style=\\"text-align:right;padding-right:10;color:#47EDE1\\">$"+v.bonus+"</td>',
  365.             '<td style=\\"max-width:200\\">"+v.name+"</td></tr>"));',
  366.         'rejArr.forEach(v => r10rHtml',
  367.           '.push("<tr><td style=\\"text-align:right;padding-right:10;color:#FF6666\\">"+v.rej+',
  368.             '" <span style=\\"color:#fff\\">(</span>$"+v.rejAmt+"<span style=\\"color:#fff\\">)</span></td>',
  369.             '<td style=\\"max-width:200\\">"+v.name+"</td></tr>"));',
  370.         'if (r10bHtml.length === 0) r10bns.parentNode.style.display="none";',
  371.         'if (r10rHtml.length === 0) r10rej.parentNode.style.display="none";',
  372.         'r10hit.innerHTML = r10hHtml.join(""); r10pay.innerHTML = r10pHtml.join("");',
  373.         'r10bns.innerHTML = r10bHtml.join(""); r10rej.innerHTML = r10rHtml.join("");',
  374.        '</script>',
  375.       '</body>'];
  376.     var blob = new Blob(html, {type:'text/html'}), _a = D.body.appendChild(D.createElement('A'));
  377.     _a.href = URL.createObjectURL(blob);
  378.     _a.target = '_blank';
  379.     _a.click();
  380.     _a.remove();
  381.   }//}}}
  382.  
  383.   function aggregateCursor(dat) {//{{{
  384.     var ymwd = [dat.date.substr(0,4), dat.date.substr(0,7), dat.date.substr(0,4)+' week '+m(dat.date, 'YYYY-MM-DD').week(), dat.date],
  385.         pay = isNaN(dat.reward) ? +dat.reward.pay : +dat.reward,
  386.         bonus = isNaN(dat.reward) ? +dat.reward.bonus : 0;
  387.  
  388.     if (dat.date < dbrange[3][0]) dbrange[3][0] = dat.date;
  389.     else if (dat.date > dbrange[3][1]) dbrange[3][1] = dat.date;
  390.  
  391.     // populate scaled aggregates
  392.     for (var i=0; i<ymwd.length; i++) {
  393.       // ... basic
  394.       var def = sets[ymwdLabels[i]].aggregate.def,
  395.           req = sets[ymwdLabels[i]].aggregate.req;
  396.       if (!([ymwd[i]] in def)) {
  397.         def[ymwd[i]] = { hits:0, pay:0 };
  398.         if (i < 2) req[ymwd[i]] = {};
  399.       }
  400.       def[ymwd[i]].hits += 1;
  401.       def[ymwd[i]].pay  += pay;
  402.       // ... by requester
  403.       /*** data currently unused ***
  404.       if (i > 1) continue; // skip--don't need this for day or week
  405.       if (!(dat.requesterId in req[ymwd[i]]))
  406.         req[ymwd[i]][dat.requesterId] = { name: dat.requesterName, hits: 0, pay: 0 };
  407.       req[ymwd[i]][dat.requesterId].hits += 1;
  408.       req[ymwd[i]][dat.requesterId].pay += pay;
  409.       */
  410.     }// end for ymwd loop
  411.     // repeat requester aggregation for 'all'
  412.     if (!(dat.requesterId in sets.all.aggregate))
  413.         sets.all.aggregate[dat.requesterId] = { name: dat.requesterName, hits: 0, pay: 0, bonus: 0, rej: 0, rejAmt: 0};
  414.     sets.all.aggregate[dat.requesterId].hits += 1;
  415.     sets.all.aggregate[dat.requesterId].pay += pay;
  416.     sets.all.aggregate[dat.requesterId].bonus += bonus;
  417.     sets.all.aggregate[dat.requesterId].rej += dat.status === "Rejected" ? 1 : 0;
  418.     sets.all.aggregate[dat.requesterId].rejAmt += dat.status === "Rejected" ? pay : 0;
  419.  
  420.     // populate pay distribution data
  421.     //   hit distribution needs to wait until later--after aggregation
  422.     sets.all.payPerHit.data.push(pay);
  423.     distp.forEach( v => {
  424.       var range = v.split('-');
  425.       if (pay === 0) { sets.all.distribution.pay['0'] += 1; return; }
  426.       if (pay > 5) { sets.all.distribution.pay['5.01+'] += 1; return; }
  427.       if (pay >= range[0] && pay <= range[1]) { sets.all.distribution.pay[v] += 1; return; }
  428.     });
  429.     // increment general stats
  430.     var _t = dat.title.trim();
  431.     sets.all.hits.total += 1;
  432.     sets.all.hits.rejected += dat.status === 'Rejected' ? 1 : 0;
  433.     sets.all.hits.pending += dat.status === 'Pending Approval' ? 1 : 0;
  434.     sets.all.hits.bonus += bonus ? 1 : 0;
  435.     sets.all.hits.titles[_t] = sets.all.hits.titles[_t] + 1 || 1;
  436.     sets.all.pay.total += pay;
  437.     sets.all.pay.rejected += dat.status === 'Rejected' ? pay : 0;
  438.     sets.all.pay.pending += /pending/i.test(dat.status) ? pay : 0;
  439.     sets.all.pay.bonus += bonus;
  440.     // populate data for batch approximation
  441.     var hitLoc = sets.all.hits.batch.findIndex(v => v.title === _t && v.req === dat.requesterId);
  442.     if (~hitLoc)
  443.       sets.all.hits.batch[hitLoc].count += 1;
  444.     else
  445.       sets.all.hits.batch.push({ title: _t, req: dat.requesterId, count: 1 });
  446.   }//}}}
  447.  
  448.  
  449.   //set up a worker thread to prevent interface locking on large datasets
  450.   var datasetsWorker = [//{{{
  451.     'var dec = '+dec+', digitGroup = '+digitGroup+';',
  452.     'Math.decRound = '+Math.decRound+';',
  453.     // calculate the standard deviation
  454.     'function stdev(avg, N, data) {',
  455.       'var sum = 0;',
  456.       'data.forEach(v => sum += Math.pow(v-avg, 2));',
  457.       'return Math.sqrt(sum/(N-1));',
  458.     '}',
  459.  
  460.     'function arrayFromObj(obj) {',
  461.       'var arr = [];',
  462.       'for (var k in obj) {',
  463.         'if (obj.hasOwnProperty(k))',
  464.           'arr.push(obj[k]);',
  465.       '}',
  466.       'return arr;',
  467.     '}',
  468.  
  469.     'onmessage = (e) => {',
  470.       'var sets = e.data, disth = '+JSON.stringify(disth)+', distp = '+JSON.stringify(distp)+', reqArr;',
  471.       // sort aggregates
  472.       'for (var period of Object.keys(sets)) {',
  473.         'if (period === \'all\') { ',
  474.           'reqArr = arrayFromObj(sets.all.aggregate);',
  475.           // calculate averages, sd, se
  476.           'postMessage( {type: "status", data: "Calculating averages..." });',
  477.           'var _pph = sets.all.payPerHit, _hpr = sets.all.hitsPerRequester;',
  478.           '_pph.avg = sets.all.pay.total / sets.all.hits.total;',
  479.           '_pph.sd = stdev(_pph.avg, _pph.data.length, _pph.data);',
  480.           '_pph.se = _pph.sd/Math.sqrt(_pph.data.length);',
  481.           '_hpr.data = reqArr.map( v => v.hits );',
  482.           '_hpr.avg = sets.all.hits.total / _hpr.data.length;',
  483.           '_hpr.sd = stdev(_hpr.avg, _hpr.data.length, _hpr.data);',
  484.           '_hpr.se = _hpr.sd/Math.sqrt(_hpr.data.length);',
  485.           // get hit distribution
  486.           'postMessage( {type: "status", data: "Populating distributions..." });',
  487.           'reqArr.forEach(v => {',
  488.             'disth.forEach(w => {',
  489.               'var range = w.split(\'-\');',
  490.               'if (range.length === 1) range.push(\'1\');',
  491.               'if (v.hits > 1000) { sets.all.distribution.hits[\'1001+\'] += 1; return; }',
  492.               'if (v.hits >= range[0] && v.hits <= range[1]) { sets.all.distribution.hits[w] += 1; return; }',
  493.             '});',
  494.           '});',
  495.           // extract raw data for distributions
  496.           'disth.forEach(v => sets.all.distribution.data.hits.push(Math.decRound(100*sets.all.distribution.hits[v]/reqArr.length,3)));',
  497.           'distp.forEach(v => sets.all.distribution.data.pay.push(Math.decRound(100*sets.all.distribution.pay[v]/sets.all.hits.total,3)));',
  498.           'sets.all.distribution.data.labelsh = Object.keys(sets.all.distribution.hits);',
  499.           'sets.all.distribution.data.labelsp = Object.keys(sets.all.distribution.pay);',
  500.           // get 'top' lists
  501.           'sets.all.rpay  = reqArr.sort((a,b) => b.pay  - a.pay ).slice(0,10);',
  502.           'sets.all.rhits = reqArr.sort((a,b) => b.hits - a.hits).slice(0,10);',
  503.           'sets.all.rbonus= reqArr.filter(e => e.bonus > 0).sort((a,b) => b.bonus - a.bonus).slice(0,10);',
  504.           'sets.all.rrej  = reqArr.filter(e => e.rej > 0).sort((a,b) => b.rej - a.rej).slice(0,10);',
  505.           'sets.all.rpay.forEach(v => v.pay = digitGroup(dec(v.pay,2)));',
  506.           'sets.all.rhits.forEach(v => v.hits = digitGroup(v.hits));',
  507.           'sets.all.rbonus.forEach(v => v.bonus = digitGroup(dec(v.bonus,2)));',
  508.           'sets.all.rrej.forEach(v => v.rejAmt = dec(v.rejAmt,2));',
  509.           'continue;',
  510.         '}',
  511.         // populate labels/data for graphing
  512.         'postMessage({ type: "status", data: "Sorting by "+period+"..." });',
  513.         'var labels = Object.keys(sets[period].aggregate.def);',
  514.         'for (k of labels) {',
  515.           'if (~[\'hits\',\'pay\'].indexOf(k)) continue;',
  516.           'sets[period].pay.labels.push(k);',
  517.           'sets[period].hits.labels.push(k);',
  518.           'sets[period].pay.data.push(Math.decRound(sets[period].aggregate.def[k].pay,2));',
  519.           'sets[period].hits.data.push(sets[period].aggregate.def[k].hits);',
  520.  
  521.           // sort req lists/period 
  522.           /*********** not currently used
  523.           'if (~[\'week\',\'day\'].indexOf(period)) continue;',
  524.           'var len = period === \'year\' ? 10 : 5;',
  525.           'reqArr = arrayFromObj(sets[period].aggregate.req[k]);',
  526.           'sets[period].rpay[k] = reqArr.sort((a,b) => b.pay - a.pay).slice(0,len);',
  527.           'sets[period].rhits[k] = reqArr.map(v => v).sort((a,b) => b.hits - a.hits).slice(0,len);',
  528.           */
  529.         '}',
  530.       '}',
  531.       // if there are more than 5 hits with the same title under the same requester, assume it's a batch
  532.       'sets.all.hits.batch = sets.all.hits.batch.filter(v => v.count > 5);',
  533.       'sets.all.hits.batch.total = 0;',
  534.       'sets.all.hits.batch.forEach(v => {if (typeof v === "object") sets.all.hits.batch.total += v.count});',
  535.  
  536.       'postMessage({ type: "obj", data: sets });',
  537.  
  538.     '}'];//}}}
  539.   datasetsWorker = new Blob(datasetsWorker, {type:'text/javascript'});
  540.   var workerURL = URL.createObjectURL(datasetsWorker);
  541.   var dsWorker = new Worker(workerURL);
  542.   dsWorker.onmessage = (e) => {
  543.     if (e.data.type === 'status') {
  544.       window.Status.message = e.data.data;
  545.       console.log(e.data.data);
  546.     } else {
  547.       metrics.mark('dsWorker','end');
  548.       metrics.stop();metrics.report();
  549.       window.Status.message = 'Done!';
  550.       window.Progress.hide();
  551.       drawCharts(e.data.data);
  552.     }
  553.   };
  554.  
  555. })(document);
  556.  
  557. // vim: ts=2:sw=2:et:fdm=marker:noai