annotate analysis/analysis.js @ 1275:b4a0244bf5ed

Analysis: Percentile calculation interpolates. Use mean, not 50th percentile for box plot.
author Nicholas Jillings <n.g.r.jillings@se14.qmul.ac.uk>
date Thu, 24 Mar 2016 13:01:52 +0000
parents 227ca4d00ab1
children 6c819878ac85
rev   line source
n@1223 1 /*
n@1223 2 * Analysis script for WAET
n@1223 3 */
n@1223 4
n@1223 5 var chartContext;
n@1223 6 window.onload = function() {
n@1223 7 // Load the Visualization API and the corechart package.
n@1223 8 google.charts.load('current', {'packages':['corechart']});
n@1223 9 chartContext = new Chart();
n@1223 10 }
n@1223 11
n@1227 12 function arrayMean(values) {
n@1227 13 var mean = 0;
n@1227 14 for (var value of values) {
n@1227 15 mean += value;
n@1227 16 }
n@1227 17 mean /= values.length;
n@1227 18 return mean;
n@1227 19 }
n@1227 20
n@1275 21 function percentile(values, p) {
n@1275 22 //http://web.stanford.edu/class/archive/anthsci/anthsci192/anthsci192.1064/handouts/calculating%20percentiles.pdf
n@1227 23 values.sort( function(a,b) {return a - b;} );
n@1227 24 // get ordinal rank
n@1275 25 var index = values.length*p/100;
n@1275 26 var k = Math.floor(index);
n@1275 27 if (k == index) {
n@1275 28 return values[k];
n@1275 29 } else {
n@1275 30 var f = index-k;
n@1275 31 var x_int = (1-f)*values[k]+f*values[k+1];
n@1275 32 return x_int;
n@1275 33 }
n@1227 34 }
n@1227 35
n@1227 36 function arrayMin(array) {
n@1227 37 // Return the minimum value of an array
n@1227 38 var min = array[0];
n@1227 39 for (var value of array) {
n@1227 40 if (value < min) {
n@1227 41 min = value;
n@1227 42 }
n@1227 43 }
n@1227 44 return min;
n@1227 45 }
n@1227 46
n@1227 47 function arrayMax(array) {
n@1227 48 // Return the minimum value of an array
n@1227 49 var max = array[0];
n@1227 50 for (var value of array) {
n@1227 51 if (value > max) {
n@1227 52 max = value;
n@1227 53 }
n@1227 54 }
n@1227 55 return max;
n@1227 56 }
n@1227 57
n@1273 58 function boxplotRow(array) {
n@1273 59 // Take an array of element values and return array of computed intervals
n@1273 60 var result = {
n@1275 61 median : arrayMean(array),
n@1273 62 pct25 : percentile(array,25),
n@1273 63 pct75 : percentile(array,75),
n@1273 64 IQR : null,
n@1273 65 min: null,
n@1273 66 max: null,
n@1273 67 outliers: new Array()
n@1273 68 }
n@1273 69 result.IQR = result.pct75-result.pct25;
n@1273 70 var rest = [];
n@1273 71 var pct75_IQR = result.pct75+1.5*result.IQR;
n@1273 72 var pct25_IQR = result.pct25-1.5*result.IQR;
n@1273 73 for (var i=0; i<array.length; i++) {
n@1273 74 //outliers, ranger above pct75+1.5*IQR or below pct25-1.5*IQR
n@1273 75 var point = array[i];
n@1273 76 if (point > pct75_IQR || point < pct25_IQR) {
n@1273 77 result.outliers.push(point);
n@1273 78 } else {
n@1273 79 rest.push(point);
n@1273 80 }
n@1273 81 }
n@1273 82 result.max = arrayMax(rest);
n@1273 83 result.min = arrayMin(rest);
n@1273 84 return result;
n@1273 85
n@1273 86 }
n@1273 87
n@1227 88 function arrayHistogram(values,steps,min,max) {
n@1227 89 if (steps == undefined) {
n@1227 90 steps = 0.25;
n@1227 91 console.log("Warning: arrayHistogram called without steps size set, default to 0.25");
n@1227 92 }
n@1227 93 if (min == undefined) {min = arrayMin(values);}
n@1227 94 if (max == undefined) {max = arrayMax(values);}
n@1227 95 var histogram = [];
n@1227 96 var index = min;
n@1227 97 while(index < max) {
n@1227 98 histogram.push({
n@1227 99 marker: index,
n@1227 100 lt: index,
n@1227 101 rt: index+steps,
n@1227 102 count: 0
n@1227 103 });
n@1227 104 index += steps;
n@1227 105 }
n@1227 106 for (var value of values) {
n@1227 107 for (var entry of histogram) {
n@1227 108 if (value >= entry.lt && value <= entry.rt) {
n@1227 109 entry.count++;
n@1227 110 break;
n@1227 111 }
n@1227 112 }
n@1227 113 }
n@1227 114 return histogram;
n@1227 115 }
n@1227 116
n@1223 117 function Chart() {
n@1226 118 this.valueData = null;
n@1226 119 this.commentData = null;
n@1226 120 this.loadStatus = 0;
n@1227 121 this.charts = [];
n@1223 122
n@1226 123 var XMLHttp = new XMLHttpRequest();
n@1226 124 XMLHttp.parent = this;
n@1226 125 XMLHttp.open("GET","../scripts/score_parser.php?format=JSON",true);
n@1226 126 XMLHttp.onload = function() {
n@1226 127 // Now we have the JSON data, extract
n@1226 128 this.parent.valueData = JSON.parse(this.responseText);
n@1226 129 this.parent.loadStatus++;
n@1223 130 }
n@1226 131 XMLHttp.send();
n@1226 132 var XMLHttp2 = new XMLHttpRequest();
n@1226 133 XMLHttp2.parent = this;
n@1226 134 XMLHttp2.open("GET","../scripts/comment_parser.php?format=JSON",true);
n@1226 135 XMLHttp2.onload = function() {
n@1226 136 // Now we have the JSON data, extract
n@1226 137 this.parent.commentData = JSON.parse(this.responseText);
n@1226 138 this.parent.loadStatus++;
n@1226 139 }
n@1226 140 XMLHttp2.send();
n@1223 141
n@1227 142 this.chartObject = function(name) {
n@1227 143 // Create the charting object
n@1227 144 this.name = name;
n@1227 145 this.root = document.createElement("div");
n@1227 146 this.root.className = "chart-holder";
n@1227 147 this.root.setAttribute("name",name);
n@1227 148 this.chartDOM = document.createElement("div");
n@1227 149 this.tableDOM = document.createElement("div");
n@1227 150 this.latexDOM = document.createElement("div");
n@1227 151 this.downloadDOM = document.createElement("div");
n@1227 152 this.chart = undefined;
n@1227 153 this.data = new google.visualization.DataTable();
n@1227 154 this.options = {};
n@1227 155 this.print = document.createElement("button");
n@1228 156 this.sortDataButton = document.createElement("button");
n@1228 157 this.sortDataButton.textContent = "Sort by Data";
n@1228 158 this.sortDataButton.addEventListener("click",this);
n@1228 159 this.sortDataButton.setAttribute("name","sort-data");
n@1228 160 this.sortNameButton = document.createElement("button");
n@1228 161 this.sortNameButton.textContent = "Sort by Name";
n@1228 162 this.sortNameButton.addEventListener("click",this);
n@1228 163 this.sortNameButton.setAttribute("name","sort-name");
n@1228 164 this.draw = function() {
n@1228 165 if (this.chart == undefined) {return;}
n@1228 166 this.tableDOM.innerHTML = null;
n@1228 167 this.latexDOM.innerHTML = null;
n@1228 168 this.buildTable();
n@1228 169 this.writeLatex();
n@1228 170 this.chart.draw(this.data,this.options);
n@1228 171 }
n@1228 172 this.sortData = function() {
n@1265 173 this.data.sort(1);
n@1228 174 }
n@1228 175 this.sortName = function() {
n@1265 176 this.data.sort(0);
n@1228 177 }
n@1227 178 this.handleEvent = function() {
n@1227 179 // Only used to handle the chart.event.addListener(this,'ready') callback
n@1228 180 switch(event.currentTarget.getAttribute("name"))
n@1228 181 {
n@1228 182 case "download":
n@1228 183 window.open(this.chart.getImageURI());
n@1228 184 break;
n@1228 185 case "sort-data":
n@1228 186 this.sortData();
n@1228 187 this.draw();
n@1228 188 break;
n@1228 189 case "sort-name":
n@1228 190 this.sortName();
n@1228 191 this.draw();
n@1228 192 break;
n@1228 193 }
n@1227 194 }
n@1227 195
n@1227 196 this.root.appendChild(this.chartDOM);
n@1227 197 this.root.appendChild(this.tableDOM);
n@1227 198 this.root.appendChild(this.latexDOM);
n@1228 199 this.root.appendChild(this.sortDataButton);
n@1228 200 this.root.appendChild(this.sortNameButton);
n@1227 201 this.root.appendChild(this.print);
n@1227 202 this.print.textContent = "Download";
n@1228 203 this.print.setAttribute("name","download");
n@1227 204 this.print.addEventListener("click",this);
n@1227 205 this.root.appendChild(this.downloadDOM);
n@1227 206 this.buildTable = function() {
n@1227 207 var table = document.createElement("table");
n@1227 208 table.border = "1";
n@1264 209 var numRows = this.data.getNumberOfRows();
n@1264 210 var numColumns = this.data.getNumberOfColumns();
n@1264 211 for (var columnIndex=0; columnIndex<numColumns; columnIndex++)
n@1264 212 {
n@1273 213 var tableTitle = this.data.getColumnLabel(columnIndex);
n@1273 214 if (tableTitle != "") {
n@1273 215 var table_row = document.createElement('tr');
n@1273 216 table.appendChild(table_row);
n@1273 217 var row_title = document.createElement('td');
n@1273 218 table_row.appendChild(row_title);
n@1273 219 row_title.textContent = tableTitle;
n@1273 220 for (var rowIndex=0; rowIndex<numRows; rowIndex++)
n@1264 221 {
n@1273 222 var row_entry = document.createElement('td');
n@1273 223 table_row.appendChild(row_entry);
n@1273 224 var entry = this.data.getValue(rowIndex,columnIndex);
n@1273 225 if (isFinite(Number(entry)))
n@1273 226 {
n@1273 227 entry = String(Number(entry).toFixed(4));
n@1273 228 }
n@1273 229 row_entry.textContent = entry;
n@1264 230 }
n@1227 231 }
n@1227 232 }
n@1227 233 this.tableDOM.appendChild(table);
n@1227 234 };
n@1227 235 this.writeLatex = function() {
n@1264 236 var numRows = this.data.getNumberOfRows();
n@1264 237 var numColumns = this.data.getNumberOfColumns();
n@1227 238 var root = document.createElement("div");
n@1227 239 root.className = "code";
n@1227 240 var holder = document.createElement("pre");
n@1227 241 // Table start
n@1227 242 var start = document.createElement("p");
n@1227 243 start.textContent = "\\" + "begin{tabular}{|l|";
n@1227 244 holder.appendChild(start);
n@1264 245 for (var i=0; i<numRows; i++) {
n@1227 246 start.textContent = start.textContent+"c|";
n@1227 247 }
n@1228 248 start.textContent = start.textContent.concat("}");
n@1227 249 // Now write the rows:
n@1264 250 for (var rIndex=0; rIndex<numColumns; rIndex++) {
n@1273 251 var tableTitle = this.data.getColumnLabel(rIndex);
n@1273 252 if(tableTitle != "")
n@1273 253 {
n@1273 254 var row = document.createElement("p");
n@1273 255 row.textContent = tableTitle.concat(" & ");
n@1273 256 for (var cIndex=0; cIndex<numRows; cIndex++) {
n@1273 257 var entry = this.data.getValue(cIndex,rIndex);
n@1273 258 if (isFinite(Number(entry)))
n@1273 259 {
n@1273 260 entry = String(Number(entry).toFixed(4));
n@1273 261 }
n@1273 262 row.textContent = row.textContent.concat(entry);
n@1273 263 if (cIndex < numRows-1) {
n@1273 264 row.textContent = row.textContent.concat(" & ");
n@1273 265 } else {
n@1273 266 row.textContent = row.textContent.concat(" \\\\ \\hline");
n@1273 267 }
n@1264 268 }
n@1273 269 holder.appendChild(row);
n@1227 270 }
n@1227 271 }
n@1227 272 // Table end
n@1227 273 var end = document.createElement("p");
n@1227 274 end.textContent = "\\" + "end{tabular}";
n@1227 275 holder.appendChild(end);
n@1227 276 root.appendChild(holder);
n@1227 277 this.latexDOM.appendChild(root);
n@1227 278 }
n@1227 279 }
n@1227 280
n@1227 281 this.clear = function() {
n@1227 282 var inject = document.getElementById("test-pages");
n@1227 283 for (var chart of this.charts) {
n@1227 284 inject.removeChild(chart.root);
n@1227 285 }
n@1227 286 this.charts = [];
n@1227 287 }
n@1227 288
n@1227 289 this.drawTestMean = function() {
n@1227 290 // This draws one bargraph per axis with every test element on
n@1227 291 if (this.valueData == null) {
n@1227 292 console.log("Error - Data not loaded");
n@1227 293 return;
n@1227 294 }
n@1227 295 var chartList = [];
n@1227 296
n@1227 297 // Create the data table
n@1227 298 for (var page of this.valueData.pages) {
n@1227 299 for (var element of page.elements) {
n@1227 300 for (var axis of element.axis) {
n@1227 301 // Find the axis
n@1227 302 var axisChart = chartList.find(function(element,index,array){
n@1227 303 if (element.name == this) {return true;} else {return false;}
n@1273 304 },"mean-test-"+axis.name);
n@1227 305 if (axisChart == null) {
n@1273 306 axisChart = new this.chartObject("mean-test-"+axis.name);
n@1227 307 axisChart.options = {
n@1227 308 'title':'Mean of axis: '+axis.name,
n@1227 309 'width':window.innerWidth*0.9,
n@1227 310 'height':(window.innerWidth*0.9)/1.77
n@1227 311 }
n@1227 312 axisChart.data.addColumn('string','id');
n@1227 313 axisChart.data.addColumn('number',axis.name);
n@1227 314 chartList.push(axisChart);
n@1227 315 document.getElementById("test-pages").appendChild(axisChart.root);
n@1227 316 }
n@1227 317 var mean = arrayMean(axis.values);
n@1227 318 axisChart.data.addRow([element.id,mean]);
n@1227 319 }
n@1227 320 }
n@1227 321 }
n@1227 322
n@1227 323 // Build and push charts
n@1227 324 for (var chart of chartList) {
n@1227 325 chart.chart = new google.visualization.ColumnChart(chart.chartDOM);
n@1227 326 chart.chart.draw(chart.data,chart.options);
n@1227 327 chart.buildTable();
n@1227 328 chart.writeLatex();
n@1227 329 this.charts.push(chart);
n@1227 330 }
n@1227 331 }
n@1227 332
n@1273 333 this.drawTestBoxplot = function() {
n@1273 334 if (this.valueData == null) {
n@1273 335 console.log("Error - Data not loaded");
n@1273 336 return;
n@1273 337 }
n@1273 338 var chartList = [];
n@1273 339
n@1273 340 // Creates one chart per axis
n@1273 341
n@1273 342 // Create the data table
n@1273 343 for (var page of this.valueData.pages) {
n@1273 344 for (var element of page.elements) {
n@1273 345 for (var axis of element.axis) {
n@1273 346 // Find the axis
n@1273 347 var axisChart = chartList.find(function(element,index,array){
n@1273 348 if (element.name == this) {return true;} else {return false;}
n@1273 349 },"boxplot-test-"+axis.name);
n@1273 350 if (axisChart == null) {
n@1273 351 // Axis chart doesn't exist
n@1273 352 axisChart = new this.chartObject("boxplot-test-"+axis.name);
n@1273 353 axisChart.options = {
n@1273 354 'title':'Boxplot of axis '+axis.name,
n@1273 355 'width':window.innerWidth*0.9,
n@1273 356 'height':(window.innerWidth*0.9)/1.77,
n@1273 357 legend: {position: 'none'},
n@1273 358 lineWidth: 0,
n@1273 359 series: [{'color': '#D3362D'}],
n@1273 360 intervals: {
n@1273 361 barWidth: 1,
n@1273 362 boxWidth: 1,
n@1273 363 lineWidth: 2,
n@1273 364 style: 'boxes'
n@1273 365 },
n@1273 366 interval: {
n@1273 367 max: {
n@1273 368 style: 'bars',
n@1273 369 fillOpacity: 1,
n@1273 370 color: '#777'
n@1273 371 },
n@1273 372 min: {
n@1273 373 style: 'bars',
n@1273 374 fillOpacity: 1,
n@1273 375 color: '#777'
n@1273 376 }
n@1273 377 }
n@1273 378 };
n@1273 379 axisChart.data.addColumn('string','id');
n@1273 380 axisChart.data.addColumn('number','median');
n@1273 381 axisChart.data.addColumn({id:'max',type:'number',role:'interval'});
n@1273 382 axisChart.data.addColumn({id:'min',type:'number',role:'interval'});
n@1273 383 axisChart.data.addColumn({id:'firstQuartile',type:'number',role:'interval'});
n@1273 384 axisChart.data.addColumn({id:'median',type:'number',role:'interval'});
n@1273 385 axisChart.data.addColumn({id:'thirdQuartile',type:'number',role:'interval'});
n@1273 386 chartList.push(axisChart);
n@1273 387 document.getElementById("test-pages").appendChild(axisChart.root);
n@1273 388 }
n@1273 389 var result = boxplotRow(axis.values);
n@1273 390 axisChart.data.addRow([element.id,result.median,result.max,result.min,result.pct25,result.median,result.pct75]);
n@1273 391 }
n@1273 392 }
n@1273 393 }
n@1273 394 // Build and push charts
n@1273 395 for (var chart of chartList) {
n@1273 396 chart.chart = new google.visualization.LineChart(chart.chartDOM);
n@1273 397 chart.chart.draw(chart.data,chart.options);
n@1273 398 chart.buildTable();
n@1273 399 chart.writeLatex();
n@1273 400 this.charts.push(chart);
n@1273 401 }
n@1273 402 }
n@1273 403
n@1227 404 this.drawPageMean = function() {
n@1223 405 // First we must get the value data
n@1226 406 if (this.valueData == null) {
n@1226 407 console.log("Error - Data not loaded");
n@1226 408 return;
n@1226 409 }
n@1226 410 // We create one plot per page
n@1226 411 for (var page of this.valueData.pages) {
n@1227 412
n@1227 413 // Create the chart resulting point
n@1227 414 var chart = new this.chartObject("mean-page-"+page.id);
n@1227 415 document.getElementById("test-pages").appendChild(chart.root);
n@1226 416
n@1226 417 // Create the data table
n@1227 418 chart.data.addColumn('string','id');
n@1226 419 // Get axis labels
n@1226 420 for (var axis of page.elements[0].axis) {
n@1227 421 chart.data.addColumn('number',axis.name);
n@1226 422 }
n@1226 423 var rows = []; // Rows is an array of tuples [col1, col2, col3 ... colN];
n@1226 424 for (var element of page.elements) {
n@1226 425 var entry = [element.id];
n@1226 426 for (var i=0; i<page.elements[0].axis.length; i++) {
n@1226 427 var mean =0;
n@1226 428 if (i < element.axis.length) {
n@1226 429 var axis = element.axis[i];
n@1227 430 mean = arrayMean(axis.values);
n@1226 431 }
n@1226 432 entry.push(mean);
n@1226 433 }
n@1226 434 rows.push(entry);
n@1226 435 }
n@1227 436 chart.data.addRows(rows);
n@1227 437 chart.options = {
n@1227 438 'title':'Mean of page: '+page.id,
n@1227 439 'width':800,
n@1227 440 'height':700
n@1227 441 }
n@1226 442 // Draw the chart
n@1227 443 chart.chart = new google.visualization.ColumnChart(chart.chartDOM);
n@1227 444 chart.chart.draw(chart.data,chart.options);
n@1227 445 chart.buildTable();
n@1227 446 chart.writeLatex();
n@1227 447 this.charts.push(chart);
n@1227 448 }
n@1227 449 }
n@1227 450
n@1227 451 this.drawElementHistogram = function() {
n@1227 452 // First we must get the value data
n@1227 453 if (this.valueData == null) {
n@1227 454 console.log("Error - Data not loaded");
n@1227 455 return;
n@1227 456 }
n@1227 457 // We create one plot per element, enjoy...
n@1227 458 for (var page of this.valueData.pages) {
n@1227 459 for (var element of page.elements) {
n@1227 460 // Build the chart object
n@1227 461 var chart = new this.chartObject("histogram-element-"+element.id);
n@1227 462 document.getElementById("test-pages").appendChild(chart.root);
n@1227 463 chart.data.addColumn('string','index');
n@1227 464 var histograms = [];
n@1227 465 for (var axis of element.axis) {
n@1227 466 chart.data.addColumn('number',axis.name);
n@1227 467 histograms.push(arrayHistogram(axis.values,0.125,0.0,1.0));
n@1227 468 }
n@1227 469 for (var axis of element.axis) {
n@1227 470 for (var i=0; i<histograms[0].length; i++)
n@1227 471 {
n@1227 472 var entry = [""+histograms[0][i].lt.toPrecision(2)+"-"+histograms[0][i].rt.toPrecision(3)]
n@1227 473 for (var histogram of histograms) {
n@1227 474 entry.push(histogram[i].count);
n@1227 475 }
n@1227 476 chart.data.addRow(entry);
n@1227 477 }
n@1227 478 }
n@1227 479 chart.options = {
n@1227 480 'title':'Histogram of element: '+element.id,
n@1227 481 'width':800,
n@1227 482 'height':700,
n@1227 483 'bar':{'groupWidth': '100%'}
n@1227 484 }
n@1227 485 // Draw the chart
n@1227 486 chart.chart = new google.visualization.ColumnChart(chart.chartDOM);
n@1227 487 chart.chart.draw(chart.data,chart.options);
n@1227 488 chart.buildTable();
n@1227 489 chart.writeLatex();
n@1227 490 this.charts.push(chart);
n@1227 491 }
n@1226 492 }
n@1223 493 }
n@1223 494 }