var rawData = [
[0.0, 1.0, 0.0, 0.0, 726.0, 0.0, 274.0, 0.43, 0.27, 1.0, 1.0, 0.27],
[0.01, 16.0, 0.0, 11.0, 715.0, 0.0, 274.0, 0.43, 0.28, 0.98, 1.0, 0.28],
[0.02, 42.0, 0.0, 35.0, 691.0, 0.0, 274.0, 0.44, 0.28, 0.95, 1.0, 0.31],
[0.03, 42.0, 2.0, 77.0, 649.0, 0.0, 274.0, 0.46, 0.3, 0.89, 1.0, 0.35],
[0.04, 31.0, 2.0, 119.0, 607.0, 2.0, 272.0, 0.47, 0.31, 0.84, 0.99, 0.39],
[0.05, 42.0, 2.0, 158.0, 568.0, 4.0, 270.0, 0.49, 0.32, 0.78, 0.99, 0.43],
[0.06, 27.0, 5.0, 190.0, 536.0, 6.0, 268.0, 0.5, 0.33, 0.74, 0.98, 0.46],
[0.07, 26.0, 2.0, 216.0, 510.0, 11.0, 263.0, 0.5, 0.34, 0.7, 0.96, 0.48],
[0.08, 21.0, 2.0, 241.0, 485.0, 13.0, 261.0, 0.51, 0.35, 0.67, 0.95, 0.5],
[0.09, 20.0, 4.0, 258.0, 468.0, 16.0, 258.0, 0.52, 0.36, 0.64, 0.94, 0.52],
[0.1, 25.0, 3.0, 283.0, 443.0, 20.0, 254.0, 0.52, 0.36, 0.61, 0.93, 0.54],
[0.11, 16.0, 1.0, 299.0, 427.0, 22.0, 252.0, 0.53, 0.37, 0.59, 0.92, 0.55],
[0.12, 23.0, 3.0, 322.0, 404.0, 23.0, 251.0, 0.54, 0.38, 0.56, 0.92, 0.57],
[0.13, 17.0, 0.0, 343.0, 383.0, 26.0, 248.0, 0.55, 0.39, 0.53, 0.91, 0.59],
[0.14, 11.0, 2.0, 353.0, 373.0, 26.0, 248.0, 0.55, 0.4, 0.51, 0.91, 0.6],
[0.15, 14.0, 2.0, 364.0, 362.0, 28.0, 246.0, 0.56, 0.4, 0.5, 0.9, 0.61],
[0.16, 21.0, 2.0, 387.0, 339.0, 30.0, 244.0, 0.57, 0.42, 0.47, 0.89, 0.63],
[0.17, 17.0, 3.0, 404.0, 322.0, 33.0, 241.0, 0.58, 0.43, 0.44, 0.88, 0.64],
[0.18, 15.0, 2.0, 418.0, 308.0, 36.0, 238.0, 0.58, 0.44, 0.42, 0.87, 0.66],
[0.19, 10.0, 1.0, 431.0, 295.0, 38.0, 236.0, 0.59, 0.44, 0.41, 0.86, 0.67],
[0.2, 12.0, 3.0, 443.0, 283.0, 38.0, 236.0, 0.6, 0.45, 0.39, 0.86, 0.68],
[0.21, 14.0, 5.0, 460.0, 266.0, 42.0, 232.0, 0.6, 0.47, 0.37, 0.85, 0.69],
[0.22, 8.0, 4.0, 467.0, 259.0, 46.0, 228.0, 0.6, 0.47, 0.36, 0.83, 0.7],
[0.23, 9.0, 4.0, 475.0, 251.0, 50.0, 224.0, 0.6, 0.47, 0.35, 0.82, 0.7],
[0.24, 10.0, 4.0, 486.0, 240.0, 54.0, 220.0, 0.6, 0.48, 0.33, 0.8, 0.71],
[0.25, 14.0, 3.0, 498.0, 228.0, 59.0, 215.0, 0.6, 0.49, 0.31, 0.78, 0.71],
[0.26, 10.0, 4.0, 510.0, 216.0, 61.0, 213.0, 0.61, 0.5, 0.3, 0.78, 0.72],
[0.27, 6.0, 3.0, 517.0, 209.0, 65.0, 209.0, 0.6, 0.5, 0.29, 0.76, 0.73],
[0.28, 11.0, 3.0, 525.0, 201.0, 68.0, 206.0, 0.6, 0.51, 0.28, 0.75, 0.73],
[0.29, 8.0, 4.0, 535.0, 191.0, 73.0, 201.0, 0.6, 0.51, 0.26, 0.73, 0.74],
[0.3, 10.0, 6.0, 544.0, 182.0, 75.0, 199.0, 0.61, 0.52, 0.25, 0.73, 0.74],
[0.31, 8.0, 3.0, 555.0, 171.0, 82.0, 192.0, 0.6, 0.53, 0.24, 0.7, 0.75],
[0.32, 10.0, 6.0, 563.0, 163.0, 84.0, 190.0, 0.61, 0.54, 0.22, 0.69, 0.75],
[0.33, 9.0, 4.0, 572.0, 154.0, 90.0, 184.0, 0.6, 0.54, 0.21, 0.67, 0.76],
[0.34, 13.0, 2.0, 581.0, 145.0, 94.0, 180.0, 0.6, 0.55, 0.2, 0.66, 0.76],
[0.35, 0.0, 1.0, 587.0, 139.0, 96.0, 178.0, 0.6, 0.56, 0.19, 0.65, 0.76],
[0.36, 6.0, 1.0, 593.0, 133.0, 97.0, 177.0, 0.61, 0.57, 0.18, 0.65, 0.77],
[0.37, 6.0, 3.0, 598.0, 128.0, 99.0, 175.0, 0.61, 0.58, 0.18, 0.64, 0.77],
[0.38, 8.0, 7.0, 604.0, 122.0, 101.0, 173.0, 0.61, 0.59, 0.17, 0.63, 0.78],
[0.39, 5.0, 6.0, 612.0, 114.0, 109.0, 165.0, 0.6, 0.59, 0.16, 0.6, 0.78],
[0.4, 11.0, 2.0, 622.0, 104.0, 114.0, 160.0, 0.59, 0.61, 0.14, 0.58, 0.78],
[0.41, 0.0, 2.0, 623.0, 103.0, 116.0, 158.0, 0.59, 0.61, 0.14, 0.58, 0.78],
[0.42, 2.0, 4.0, 626.0, 100.0, 118.0, 156.0, 0.59, 0.61, 0.14, 0.57, 0.78],
[0.43, 2.0, 2.0, 629.0, 97.0, 122.0, 152.0, 0.58, 0.61, 0.13, 0.55, 0.78],
[0.44, 9.0, 2.0, 634.0, 92.0, 124.0, 150.0, 0.58, 0.62, 0.13, 0.55, 0.78],
[0.45, 6.0, 4.0, 642.0, 84.0, 127.0, 147.0, 0.58, 0.64, 0.12, 0.54, 0.79],
[0.46, 7.0, 6.0, 646.0, 80.0, 131.0, 143.0, 0.58, 0.64, 0.11, 0.52, 0.79],
[0.47, 0.0, 3.0, 650.0, 76.0, 136.0, 138.0, 0.57, 0.64, 0.1, 0.5, 0.79],
[0.48, 5.0, 3.0, 652.0, 74.0, 139.0, 135.0, 0.56, 0.65, 0.1, 0.49, 0.79],
[0.49, 2.0, 2.0, 658.0, 68.0, 142.0, 132.0, 0.56, 0.66, 0.09, 0.48, 0.79],
[0.5, 5.0, 5.0, 662.0, 64.0, 145.0, 129.0, 0.55, 0.67, 0.09, 0.47, 0.79],
[0.51, 1.0, 3.0, 664.0, 62.0, 149.0, 125.0, 0.54, 0.67, 0.09, 0.46, 0.79],
[0.52, 3.0, 2.0, 666.0, 60.0, 152.0, 122.0, 0.54, 0.67, 0.08, 0.45, 0.79],
[0.53, 5.0, 5.0, 669.0, 57.0, 154.0, 120.0, 0.53, 0.68, 0.08, 0.44, 0.79],
[0.54, 3.0, 8.0, 674.0, 52.0, 159.0, 115.0, 0.52, 0.69, 0.07, 0.42, 0.79],
[0.55, 1.0, 2.0, 675.0, 51.0, 167.0, 107.0, 0.5, 0.68, 0.07, 0.39, 0.78],
[0.56, 12.0, 3.0, 680.0, 46.0, 169.0, 105.0, 0.49, 0.7, 0.06, 0.38, 0.78],
[0.57, 0.0, 6.0, 687.0, 39.0, 172.0, 102.0, 0.49, 0.72, 0.05, 0.37, 0.79],
[0.58, 2.0, 7.0, 688.0, 38.0, 180.0, 94.0, 0.46, 0.71, 0.05, 0.34, 0.78],
[0.59, 0.0, 2.0, 690.0, 36.0, 185.0, 89.0, 0.45, 0.71, 0.05, 0.32, 0.78],
[0.6, 5.0, 2.0, 694.0, 32.0, 188.0, 86.0, 0.44, 0.73, 0.04, 0.31, 0.78],
[0.61, 1.0, 1.0, 696.0, 30.0, 189.0, 85.0, 0.44, 0.74, 0.04, 0.31, 0.78],
[0.62, 1.0, 6.0, 696.0, 30.0, 190.0, 84.0, 0.43, 0.74, 0.04, 0.31, 0.78],
[0.63, 1.0, 5.0, 698.0, 28.0, 196.0, 78.0, 0.41, 0.74, 0.04, 0.28, 0.78],
[0.64, 1.0, 10.0, 698.0, 28.0, 201.0, 73.0, 0.39, 0.72, 0.04, 0.27, 0.77],
[0.65, 1.0, 3.0, 700.0, 26.0, 212.0, 62.0, 0.34, 0.7, 0.04, 0.23, 0.76],
[0.66, 3.0, 5.0, 703.0, 23.0, 215.0, 59.0, 0.33, 0.72, 0.03, 0.22, 0.76],
[0.67, 1.0, 4.0, 703.0, 23.0, 220.0, 54.0, 0.31, 0.7, 0.03, 0.2, 0.76],
[0.68, 5.0, 3.0, 706.0, 20.0, 223.0, 51.0, 0.3, 0.72, 0.03, 0.19, 0.76],
[0.69, 1.0, 3.0, 707.0, 19.0, 226.0, 48.0, 0.28, 0.72, 0.03, 0.18, 0.76],
[0.7, 0.0, 6.0, 710.0, 16.0, 229.0, 45.0, 0.27, 0.74, 0.02, 0.16, 0.76],
[0.71, 1.0, 4.0, 711.0, 15.0, 235.0, 39.0, 0.24, 0.72, 0.02, 0.14, 0.75],
[0.72, 1.0, 2.0, 711.0, 15.0, 239.0, 35.0, 0.22, 0.7, 0.02, 0.13, 0.75],
[0.73, 1.0, 5.0, 712.0, 14.0, 241.0, 33.0, 0.21, 0.7, 0.02, 0.12, 0.74],
[0.74, 0.0, 6.0, 713.0, 13.0, 247.0, 27.0, 0.17, 0.68, 0.02, 0.1, 0.74],
[0.75, 6.0, 2.0, 715.0, 11.0, 252.0, 22.0, 0.14, 0.67, 0.02, 0.08, 0.74],
[0.76, 1.0, 5.0, 720.0, 6.0, 256.0, 18.0, 0.12, 0.75, 0.01, 0.07, 0.74],
[0.77, 1.0, 2.0, 721.0, 5.0, 259.0, 15.0, 0.1, 0.75, 0.01, 0.05, 0.74],
[0.78, 0.0, 1.0, 721.0, 5.0, 261.0, 13.0, 0.09, 0.72, 0.01, 0.05, 0.73],
[0.79, 0.0, 2.0, 721.0, 5.0, 262.0, 12.0, 0.08, 0.71, 0.01, 0.04, 0.73],
[0.8, 2.0, 4.0, 722.0, 4.0, 264.0, 10.0, 0.07, 0.71, 0.01, 0.04, 0.73],
[0.81, 1.0, 2.0, 723.0, 3.0, 268.0, 6.0, 0.04, 0.67, 0.0, 0.02, 0.73],
[0.82, 1.0, 0.0, 723.0, 3.0, 270.0, 4.0, 0.03, 0.57, 0.0, 0.01, 0.73],
[0.83, 0.0, 1.0, 724.0, 2.0, 270.0, 4.0, 0.03, 0.67, 0.0, 0.01, 0.73],
[0.84, 0.0, 2.0, 725.0, 1.0, 271.0, 3.0, 0.02, 0.75, 0.0, 0.01, 0.73],
[0.85, 0.0, 0.0, 725.0, 1.0, 273.0, 1.0, 0.01, 0.5, 0.0, 0.0, 0.73],
[0.86, 1.0, 0.0, 726.0, 0.0, 273.0, 1.0, 0.01, 1.0, 0.0, 0.0, 0.73],
[0.87, 0.0, 1.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.88, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.89, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.9, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.91, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.92, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.93, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.94, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.95, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.96, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.97, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.98, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[0.99, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73],
[1.0, 0.0, 0.0, 726.0, 0.0, 274.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.73]
];
var cost = [220.0, 308.0, 500.0, 836.0, 1068.0, 1276.0, 1428.0, 1376.0, 1472.0, 1452.0, 1444.0, 1468.0, 1600.0, 1612.0, 1692.0, 1676.0, 1756.0, 1736.0, 1692.0, 1692.0, 1788.0, 1716.0, 1564.0, 1420.0, 1300.0, 1136.0, 1128.0, 976.0, 884.0, 704.0, 672.0, 396.0, 356.0, 116.0, -20.0, -76.0, -80.0, -144.0, -200.0, -552.0, -732.0, -828.0, -908.0, -1092.0, -1156.0, -1248.0, -1424.0, -1652.0, -1792.0, -1900.0, -2024.0, -2216.0, -2356.0, -2436.0, -2656.0, -3064.0, -3128.0, -3228.0, -3636.0, -3880.0, -4004.0, -4040.0, -4092.0, -4388.0, -4648.0, -5204.0, -5336.0, -5596.0, -5728.0, -5876.0, -6008.0, -6312.0, -6520.0, -6616.0, -6920.0, -7164.0, -7332.0, -7480.0, -7584.0, -7636.0, -7732.0, -7932.0, -8036.0, -8028.0, -8072.0, -8176.0, -8168.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0, -8220.0];
var m = {
tnw: 0,
fpw:-8,
fnw:-30,
tpw:22,
}
function splitData(rawData,m) {
var cutoffs = [];
var freq_0 = [];
var freq_1 = [];
var cm = [];
var measures = [];
var cost = [];
for (var i = 0; i < rawData.length; i++) {
cutoffs.push(rawData[i][0]);
freq_0.push(rawData[i][1]);
freq_1.push(rawData[i][2]);
var cm_rec = {
tn: rawData[i][3],
fp: rawData[i][4],
fn: rawData[i][5],
tp: rawData[i][6],
}
cm.push(cm_rec);
cost.push(cm_rec.tn * m.tnw + cm_rec.fp * m.fpw + cm_rec.fn * m.fnw + cm_rec.tp * m.tpw);
measures.push({
fscore: rawData[i][7],
precision: rawData[i][8],
fpr: rawData[i][9],
recall: rawData[i][10],
accuracy: rawData[i][11],
}
);
}
return {
cutoffs: cutoffs,
freq_0: freq_0,
freq_1: freq_1,
cm: cm,
measures: measures,
cost:cost,
};
}
var data = splitData(rawData,m);
var cutoffs = data.cutoffs;
var freq_0 = data.freq_0;
var freq_1 = data.freq_1;
var cm = data.cm;
var measures = data.measures;
var cost = data.cost;
// var optiamlCutoff = ;
option = {
backgroundColor: 'rgba(245, 245, 245, 0.8)',
title: [{
x: 0,
y: 0,
text: 'Predictive Probability distrubition',
textStyle: {
fontWeight: 'normal',
fontSize: 16,
color: '#F1F1F3'
},
left: '6%'
}, {
x: 1,
y2: 1,
text: 'Revenue Chart',
textStyle: {
fontWeight: 'normal',
fontSize: 16,
color: '#F1F1F3'
},
left: '6%',
position: 'top',
}],
tooltip: {
axisPointer:{
lineStyle:{
opacity: 0.5,
width: 4,
}
},
trigger: 'axis',
triggerOn: 'mousemove | click',
backgroundColor: 'rgba(245, 245, 245, 0.8)',
borderWidth: 1,
borderColor: '#ccc',
padding: 10,
textStyle: {
color: '#000'
},
formatter: function(params) {
index = params[0].dataIndex;
console.log(index);
return "Cutoff :" + index / 100 +
"<br/>"+ "Profit :" + cost[index];
},
},
legend: {
icon: 'rect',
itemWidth: 14,
itemHeight: 5,
itemGap: 13,
data: ['0', '1'],
right: '4%',
textStyle: {
fontSize: 12,
color: '#F1F1F3'
},
},
grid: [{
left: '7%',
right: '7%',
width: '86%',
height: '38%'
},
{
left: '7%',
right: '7%',
width: '86%',
top: '57%'
},
],
axisPointer: {
link: {
xAxisIndex: 'all'
},
label: {
backgroundColor: '#777'
}
},
// {
// left: '3%',
// right: '4%',
// bottom: '3%',
// containLabel: true
// },
xAxis: [{
gridIndex: 0,
type: 'category',
boundaryGap: false,
axisLine: {
oneZero: false,
// lineStyle: {
// color: '#57617B'
// }
},
data: cutoffs
}, {
gridIndex: 1,
type: 'category',
boundaryGap: false,
axisLine: {
oneZero: false,
// lineStyle: {
// color: '#57617B'
// }
},
axisLabel: {
show:false,
},
data: cutoffs
}, ],
yAxis: [{
gridIndex: 0,
type: 'value',
name: 'Observations',
axisTick: {
show: false
},
axisLine: {
lineStyle: {
color: '#57617B'
}
},
axisLabel: {
// show: false,
margin: 10,
textStyle: {
fontSize: 14
}
},
splitLine: {
// show: false,
lineStyle: {
color: '#57617B'
}
}
},
{
gridIndex: 1,
type: 'value',
name: 'Revenue',
axisTick: {
show: false,
},
axisLine: {
oneZero: false,
// lineStyle: {
// color: '#57617B'
// }
},
axisLabel: {
show: true,
margin: 10,
textStyle: {
fontSize: 14
}
},
splitLine: {
show: false,
// lineStyle: {
// color: '#57617B'
// }
}
}
],
series: [{
xAxisIndex: 0,
yAxisIndex: 0,
name: '0',
type: 'line',
smooth: true,
symbol: 'circle',
symbolSize: 0.1,
showAllSymbol: true,
lineStyle: {
normal: {
opacity: 0.5,
// width: 1
}
},
data: freq_0
}, {
xAxisIndex: 0,
yAxisIndex: 0,
name: '1',
type: 'line',
smooth: true,
symbol: 'circle',
symbolSize: 0.1,
showAllSymbol: true,
lineStyle: {
normal: {
opacity: 0.5,
// width: 1
}
},
data: freq_1,
markLine: {
silent: true,
// position:'bottom',
symbol:['none','arrow'],
label: {
normal: {
formatter: 'Optimal cut-off for Revenue'
}
},
lineStyle: {
normal:{
type: 'solid',
opacity: 0.5,
width:2,
}
},
data: [
{name: 'Best', xAxis: 20}
]
},
}, {
xAxisIndex: 1,
yAxisIndex: 1,
name: 'Revene',
type: 'bar',
smooth: true,
// symbol: 'circle',
// symbolSize: 0.1,
showAllSymbol: true,
itemStyle: {
normal: {
// color:'#00da3c',
color: function(params) {
var colorList;
if (cost[params.dataIndex]>0) {
colorList = '#ef232a';
} else {
colorList = '#14b143';
}
return colorList;
},
width: 1
}
},
data: cost,
markLine: {
silent: true,
position:'bottom',
symbol:['none','none'],
label: {
normal: {
formatter: ''
}
},
lineStyle: {
normal:{
type: 'solid',
opacity: 0.5,
width:2,
}
},
data: [
{name: 'Best', xAxis: 20}
]
},
}]
};