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slice.js
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slice.js
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/**
* Copyright (c) Facebook, Inc. and its affiliates.
*
* This source code is licensed under the MIT license found in the
* LICENSE file in the root directory of this source tree.
*/
function getPlotData() {
const arm_data = {
metrics: ['metric_a'],
in_sample: {
'0_0': {
name: '0_0',
parameters: {x1: 2.5, x2: 7.5},
y: {metric_a: 24.129964413622268},
y_hat: {metric_a: 23.954282593022686},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.629655093167409},
context_stratum: null,
},
'0_1': {
name: '0_1',
parameters: {x1: 6.25, x2: 3.75},
y: {metric_a: 26.624171220014905},
y_hat: {metric_a: 26.487960178840346},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.6726522245926425},
context_stratum: null,
},
'0_10': {
name: '0_10',
parameters: {x1: 1.5625, x2: 8.4375},
y: {metric_a: 31.321658517480987},
y_hat: {metric_a: 31.206781430356646},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.7424616887200985},
context_stratum: null,
},
'0_11': {
name: '0_11',
parameters: {x1: -0.3125, x2: 2.8125},
y: {metric_a: 32.8083830521407},
y_hat: {metric_a: 33.08446828896634},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.6649131283893672},
context_stratum: null,
},
'0_12': {
name: '0_12',
parameters: {x1: 7.1875, x2: 10.3125},
y: {metric_a: 98.34760790686913},
y_hat: {metric_a: 98.48545144809549},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.7465819092856345},
context_stratum: null,
},
'0_13': {
name: '0_13',
parameters: {x1: 3.4375, x2: 6.5625},
y: {metric_a: 21.127854002025494},
y_hat: {metric_a: 21.328860131845442},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.7597697952824811},
context_stratum: null,
},
'0_14': {
name: '0_14',
parameters: {x1: -4.0625, x2: 14.0625},
y: {metric_a: 4.47623958200588},
y_hat: {metric_a: 4.700647450830054},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.968364448184855},
context_stratum: null,
},
'0_15': {
name: '0_15',
parameters: {x1: -3.59375, x2: 7.03125},
y: {metric_a: 41.77178986158392},
y_hat: {metric_a: 43.77522497690436},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.7579263897550719},
context_stratum: null,
},
'0_16': {
name: '0_16',
parameters: {x1: 3.90625, x2: 14.53125},
y: {metric_a: 166.3236985012143},
y_hat: {metric_a: 165.46807321090958},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.9514975966309454},
context_stratum: null,
},
'0_17': {
name: '0_17',
parameters: {x1: 7.65625, x2: 3.28125},
y: {metric_a: 15.473497571024838},
y_hat: {metric_a: 15.893875534568402},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.8327004174255472},
context_stratum: null,
},
'0_18': {
name: '0_18',
parameters: {x1: 0.15625, x2: 10.78125},
y: {metric_a: 44.753611366285824},
y_hat: {metric_a: 45.02461204157245},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.8044890392202935},
context_stratum: null,
},
'0_19': {
name: '0_19',
parameters: {x1: 2.03125, x2: 1.40625},
y: {metric_a: 9.320218587634006},
y_hat: {metric_a: 9.414259231158432},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.5785591394402239},
context_stratum: null,
},
'0_2': {
name: '0_2',
parameters: {x1: -1.25, x2: 11.25},
y: {metric_a: 22.383482484999874},
y_hat: {metric_a: 22.4229539561332},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.6653050077281752},
context_stratum: null,
},
'0_20': {
name: '0_20',
parameters: {x1: 9.53125, x2: 8.90625},
y: {metric_a: 40.64753379393727},
y_hat: {metric_a: 40.5704623207798},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.8769515669300412},
context_stratum: null,
},
'0_21': {
name: '0_21',
parameters: {x1: 5.78125, x2: 5.15625},
y: {metric_a: 34.736739987996074},
y_hat: {metric_a: 34.475989925184955},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.5146845129936402},
context_stratum: null,
},
'0_22': {
name: '0_22',
parameters: {x1: -1.71875, x2: 12.65625},
y: {metric_a: 21.110094161886266},
y_hat: {metric_a: 20.846900541617153},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.5303026913453948},
context_stratum: null,
},
'0_23': {
name: '0_23',
parameters: {x1: -2.65625, x2: 2.34375},
y: {metric_a: 78.863835999175},
y_hat: {metric_a: 79.80967320564336},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.824779103586041},
context_stratum: null,
},
'0_24': {
name: '0_24',
parameters: {x1: 4.84375, x2: 9.84375},
y: {metric_a: 83.88052752898044},
y_hat: {metric_a: 83.57547388294162},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.830423983538325},
context_stratum: null,
},
'0_25': {
name: '0_25',
parameters: {x1: 8.59375, x2: 6.09375},
y: {metric_a: 21.424386764652148},
y_hat: {metric_a: 21.229231411310828},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.8954026948393508},
context_stratum: null,
},
'0_26': {
name: '0_26',
parameters: {x1: 1.09375, x2: 13.59375},
y: {metric_a: 98.68064045456067},
y_hat: {metric_a: 98.14689670208656},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.9505162703397199},
context_stratum: null,
},
'0_27': {
name: '0_27',
parameters: {x1: -0.78125, x2: 4.21875},
y: {metric_a: 26.449512503021804},
y_hat: {metric_a: 26.36713210102177},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.6278514132828605},
context_stratum: null,
},
'0_28': {
name: '0_28',
parameters: {x1: 6.71875, x2: 11.71875},
y: {metric_a: 130.64996148022834},
y_hat: {metric_a: 130.55049030644375},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.680291322781174},
context_stratum: null,
},
'0_29': {
name: '0_29',
parameters: {x1: 2.96875, x2: 0.46875},
y: {metric_a: 4.323605035294334},
y_hat: {metric_a: 4.4251498301327175},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.8448338972660463},
context_stratum: null,
},
'0_3': {
name: '0_3',
parameters: {x1: 0.625, x2: 5.625},
y: {metric_a: 18.111011269006838},
y_hat: {metric_a: 18.210431712993607},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.8146640929996618},
context_stratum: null,
},
'0_30': {
name: '0_30',
parameters: {x1: -4.53125, x2: 7.96875},
y: {metric_a: 70.60758289753784},
y_hat: {metric_a: 69.88626691833579},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.9194974577120703},
context_stratum: null,
},
'0_31': {
name: '0_31',
parameters: {x1: -4.296875, x2: 3.984375},
y: {metric_a: 132.44958166552067},
y_hat: {metric_a: 130.6862637772996},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.9419227274289987},
context_stratum: null,
},
'0_32': {
name: '0_32',
parameters: {x1: 3.203125, x2: 11.484375},
y: {metric_a: 86.10574699756219},
y_hat: {metric_a: 87.29877055461004},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.8984250787958818},
context_stratum: null,
},
'0_33': {
name: '0_33',
parameters: {x1: 6.953125, x2: 0.234375},
y: {metric_a: 18.419596839926022},
y_hat: {metric_a: 18.13390309112501},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.956195650635719},
context_stratum: null,
},
'0_34': {
name: '0_34',
parameters: {x1: -0.546875, x2: 7.734375},
y: {metric_a: 18.882901179508327},
y_hat: {metric_a: 18.327379729554814},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.8297621345247095},
context_stratum: null,
},
'0_35': {
name: '0_35',
parameters: {x1: 1.328125, x2: 2.109375},
y: {metric_a: 16.326252826011096},
y_hat: {metric_a: 16.17614054510517},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.6574259779625848},
context_stratum: null,
},
'0_36': {
name: '0_36',
parameters: {x1: 8.828125, x2: 9.609375},
y: {metric_a: 59.69046760890842},
y_hat: {metric_a: 60.38405497187411},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.7424714498793386},
context_stratum: null,
},
'0_37': {
name: '0_37',
parameters: {x1: 5.078125, x2: 5.859375},
y: {metric_a: 34.68741610290739},
y_hat: {metric_a: 34.691850354221835},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.656749910352912},
context_stratum: null,
},
'0_38': {
name: '0_38',
parameters: {x1: -2.421875, x2: 13.359375},
y: {metric_a: 10.325915083003967},
y_hat: {metric_a: 10.620592335500412},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.745307934819514},
context_stratum: null,
},
'0_39': {
name: '0_39',
parameters: {x1: -1.484375, x2: 1.171875},
y: {metric_a: 66.7077438958342},
y_hat: {metric_a: 65.9021467817675},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.879147718556558},
context_stratum: null,
},
'0_4': {
name: '0_4',
parameters: {x1: 8.125, x2: 13.125},
y: {metric_a: 140.32747319783857},
y_hat: {metric_a: 139.68454943395102},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.956014281604798},
context_stratum: null,
},
'0_5': {
name: '0_5',
parameters: {x1: 4.375, x2: 1.875},
y: {metric_a: 6.954951737223514},
y_hat: {metric_a: 7.201748742878472},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.9026785640195447},
context_stratum: null,
},
'0_6': {
name: '0_6',
parameters: {x1: -3.125, x2: 9.375},
y: {metric_a: 8.57972117932429},
y_hat: {metric_a: 8.39349515187719},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.8651110263807402},
context_stratum: null,
},
'0_7': {
name: '0_7',
parameters: {x1: -2.1875, x2: 4.6875},
y: {metric_a: 33.738344621143135},
y_hat: {metric_a: 34.13698538141282},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.7858916244733023},
context_stratum: null,
},
'0_8': {
name: '0_8',
parameters: {x1: 5.3125, x2: 12.1875},
y: {metric_a: 136.34953133391176},
y_hat: {metric_a: 136.4830772271403},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.7941945441185363},
context_stratum: null,
},
'0_9': {
name: '0_9',
parameters: {x1: 9.0625, x2: 0.9375},
y: {metric_a: 2.5808075578294103},
y_hat: {metric_a: 2.735688351636938},
se: {metric_a: 2.0},
se_hat: {metric_a: 1.9763667003773213},
context_stratum: null,
},
},
out_of_sample: {},
status_quo_name: null,
};
const arm_name_to_parameters = {
'0_0': {x1: 2.5, x2: 7.5},
'0_1': {x1: 6.25, x2: 3.75},
'0_10': {x1: 1.5625, x2: 8.4375},
'0_11': {x1: -0.3125, x2: 2.8125},
'0_12': {x1: 7.1875, x2: 10.3125},
'0_13': {x1: 3.4375, x2: 6.5625},
'0_14': {x1: -4.0625, x2: 14.0625},
'0_15': {x1: -3.59375, x2: 7.03125},
'0_16': {x1: 3.90625, x2: 14.53125},
'0_17': {x1: 7.65625, x2: 3.28125},
'0_18': {x1: 0.15625, x2: 10.78125},
'0_19': {x1: 2.03125, x2: 1.40625},
'0_2': {x1: -1.25, x2: 11.25},
'0_20': {x1: 9.53125, x2: 8.90625},
'0_21': {x1: 5.78125, x2: 5.15625},
'0_22': {x1: -1.71875, x2: 12.65625},
'0_23': {x1: -2.65625, x2: 2.34375},
'0_24': {x1: 4.84375, x2: 9.84375},
'0_25': {x1: 8.59375, x2: 6.09375},
'0_26': {x1: 1.09375, x2: 13.59375},
'0_27': {x1: -0.78125, x2: 4.21875},
'0_28': {x1: 6.71875, x2: 11.71875},
'0_29': {x1: 2.96875, x2: 0.46875},
'0_3': {x1: 0.625, x2: 5.625},
'0_30': {x1: -4.53125, x2: 7.96875},
'0_31': {x1: -4.296875, x2: 3.984375},
'0_32': {x1: 3.203125, x2: 11.484375},
'0_33': {x1: 6.953125, x2: 0.234375},
'0_34': {x1: -0.546875, x2: 7.734375},
'0_35': {x1: 1.328125, x2: 2.109375},
'0_36': {x1: 8.828125, x2: 9.609375},
'0_37': {x1: 5.078125, x2: 5.859375},
'0_38': {x1: -2.421875, x2: 13.359375},
'0_39': {x1: -1.484375, x2: 1.171875},
'0_4': {x1: 8.125, x2: 13.125},
'0_5': {x1: 4.375, x2: 1.875},
'0_6': {x1: -3.125, x2: 9.375},
'0_7': {x1: -2.1875, x2: 4.6875},
'0_8': {x1: 5.3125, x2: 12.1875},
'0_9': {x1: 9.0625, x2: 0.9375},
};
const f = [
97.998646581203,
85.09026951171091,
71.38978520965746,
57.569259826682966,
44.4317019994308,
32.76002697792867,
23.139216578416786,
15.87278896472938,
11.019425380518676,
8.44270479692856,
7.851057503654111,
8.837744826718698,
10.926302551647986,
13.620979939316442,
16.45901244505896,
19.062473966598326,
21.184292629938707,
22.71532273100996,
23.65218304537617,
24.06566606456792,
24.078231295962095,
23.849474442889367,
23.566035367576628,
23.431238781341232,
23.650871760961007,
24.41569673967271,
25.882833397295336,
28.148509450022388,
31.216892153987096,
34.98295144252011,
39.238558195625785,
43.69992801109773,
48.04495100560361,
51.951816136249114,
55.133515941615556,
57.36486906727509,
58.5008433345729,
58.48532833452875,
57.349463535641185,
55.200659515540316,
52.20563609649514,
48.57117098923302,
44.525401444699725,
40.300959873234405,
36.11956120979852,
32.177037327164484,
28.628646975195423,
25.577878437786612,
23.075713458837175,
21.13104679893421,
];
const fit_data = [
{
metric_name: 'metric_a',
arm_name: '0_0',
mean: 24.129964413622268,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_1',
mean: 26.624171220014905,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_10',
mean: 31.321658517480987,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_11',
mean: 32.8083830521407,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_12',
mean: 98.34760790686913,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_13',
mean: 21.127854002025494,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_14',
mean: 4.47623958200588,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_15',
mean: 41.77178986158392,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_16',
mean: 166.3236985012143,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_17',
mean: 15.473497571024838,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_18',
mean: 44.753611366285824,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_19',
mean: 9.320218587634006,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_2',
mean: 22.383482484999874,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_20',
mean: 40.64753379393727,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_21',
mean: 34.736739987996074,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_22',
mean: 21.110094161886266,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_23',
mean: 78.863835999175,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_24',
mean: 83.88052752898044,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_25',
mean: 21.424386764652148,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_26',
mean: 98.68064045456067,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_27',
mean: 26.449512503021804,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_28',
mean: 130.64996148022834,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_29',
mean: 4.323605035294334,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_3',
mean: 18.111011269006838,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_30',
mean: 70.60758289753784,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_31',
mean: 132.44958166552067,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_32',
mean: 86.10574699756219,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_33',
mean: 18.419596839926022,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_34',
mean: 18.882901179508327,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_35',
mean: 16.326252826011096,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_36',
mean: 59.69046760890842,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_37',
mean: 34.68741610290739,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_38',
mean: 10.325915083003967,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_39',
mean: 66.7077438958342,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_4',
mean: 140.32747319783857,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_5',
mean: 6.954951737223514,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_6',
mean: 8.57972117932429,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_7',
mean: 33.738344621143135,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_8',
mean: 136.34953133391176,
sem: 2.0,
},
{
metric_name: 'metric_a',
arm_name: '0_9',
mean: 2.5808075578294103,
sem: 2.0,
},
];
const grid = [
-5.0,
-4.6938775510204085,
-4.387755102040816,
-4.081632653061225,
-3.7755102040816326,
-3.4693877551020407,
-3.163265306122449,
-2.857142857142857,
-2.5510204081632653,
-2.2448979591836733,
-1.9387755102040813,
-1.6326530612244898,
-1.3265306122448979,
-1.020408163265306,
-0.7142857142857144,
-0.408163265306122,
-0.1020408163265305,
0.204081632653061,
0.5102040816326534,
0.8163265306122449,
1.1224489795918373,
1.4285714285714288,
1.7346938775510203,
2.0408163265306127,
2.3469387755102042,
2.6530612244897958,
2.959183673469388,
3.2653061224489797,
3.571428571428571,
3.8775510204081627,
4.183673469387756,
4.4897959183673475,
4.795918367346939,
5.1020408163265305,
5.408163265306122,
5.714285714285715,
6.020408163265307,
6.326530612244898,
6.63265306122449,
6.938775510204081,
7.244897959183675,
7.551020408163266,
7.857142857142858,
8.16326530612245,
8.46938775510204,
8.775510204081632,
9.081632653061225,
9.387755102040817,
9.693877551020408,
10.0,
];
const metric = 'metric_a';
const param = 'x1';
const rel = false;
const setx = {x1: 2.353515625, x2: 7.5};
const sd = [
3.6982014075048477,
2.3869162162409805,
1.7710791120396967,
1.654109770748382,
1.6479146028668255,
1.7390022884399634,
2.0555837784162243,
2.5294338121416384,
2.994627588908216,
3.3219339353438335,
3.433998517489504,
3.2976570754646066,
2.929356093432033,
2.4183995877483433,
1.963918831588927,
1.8266017394118879,
2.0019627093304955,
2.217730861943818,
2.3087743941981644,
2.2598904708904404,
2.1280315491272304,
1.985662546062033,
1.8684742158048768,
1.7549214621586373,
1.6504998716989991,
1.6455791686254602,
1.781001057675659,
1.999824504979558,
2.2477073284674307,
2.458667332105268,
2.556718799060391,
2.5318033716526336,
2.487598706262191,
2.5875456613320806,
2.895454474759736,
3.319747941872684,
3.7330047743831694,
4.051182299644566,
4.2341948020786475,
4.268545913676225,
4.151746942487063,
3.8840640936220665,
3.4769772910729464,
2.9807267245913915,
2.5154478302517598,
2.2626134278214693,
2.364023921526548,
2.8550868432380776,
3.7586056088371502,
5.092047485789122,
];
const is_log = false;
// format data
const res = relativize_data(f, sd, rel, arm_data, metric);
const f_final = res[0];
const sd_final = res[1];
// get data for standard deviation fill plot
const sd_upper = [];
const sd_lower = [];
for (let i = 0; i < sd.length; i++) {
sd_upper.push(f_final[i] + 2 * sd_final[i]);
sd_lower.push(f_final[i] - 2 * sd_final[i]);
}
const grid_rev = copy_and_reverse(grid);
const sd_lower_rev = copy_and_reverse(sd_lower);
const sd_x = grid.concat(grid_rev);
const sd_y = sd_upper.concat(sd_lower_rev);
// get data for observed arms and error bars
const arm_x = [];
const arm_y = [];
const arm_sem = [];
fit_data.forEach(row => {
parameters = arm_name_to_parameters[row['arm_name']];
plot = true;
Object.keys(setx).forEach(p => {
if (p !== param && parameters[p] !== setx[p]) {
plot = false;
}
});
if (plot === true) {
arm_x.push(parameters[param]);
arm_y.push(row['mean']);
arm_sem.push(row['sem']);
}
});
const arm_res = relativize_data(arm_y, arm_sem, rel, arm_data, metric);
const arm_y_final = arm_res[0];
const arm_sem_final = arm_res[1].map(x => x * 2);
// create traces
const f_trace = {
x: grid,
y: f_final,
showlegend: false,
hoverinfo: 'x+y',
line: {
color: 'rgba(128, 177, 211, 1)',
},
};
const arms_trace = {
x: arm_x,
y: arm_y_final,
mode: 'markers',
error_y: {
type: 'data',
array: arm_sem_final,
visible: true,
color: 'black',
},
line: {
color: 'black',
},
showlegend: false,
hoverinfo: 'x+y',
};
const sd_trace = {
x: sd_x,
y: sd_y,
fill: 'toself',
fillcolor: 'rgba(128, 177, 211, 0.2)',
line: {
color: 'transparent',
},
showlegend: false,
hoverinfo: 'none',
};
traces = [sd_trace, f_trace, arms_trace];
// iterate over out-of-sample arms
let i = 1;
Object.keys(arm_data['out_of_sample']).forEach(generator_run_name => {
const ax = [];
const ay = [];
const asem = [];
const atext = [];
Object.keys(arm_data['out_of_sample'][generator_run_name]).forEach(
arm_name => {
const parameters =
arm_data['out_of_sample'][generator_run_name][arm_name]['parameters'];
plot = true;
Object.keys(setx).forEach(p => {
if (p !== param && parameters[p] !== setx[p]) {
plot = false;
}
});
if (plot === true) {
ax.push(parameters[param]);
ay.push(
arm_data['out_of_sample'][generator_run_name][arm_name]['y_hat'][
metric
],
);
asem.push(
arm_data['out_of_sample'][generator_run_name][arm_name]['se_hat'][
metric
],
);
atext.push('<em>Candidate ' + arm_name + '</em>');
}
},
);
const out_of_sample_arm_res = relativize_data(
ay,
asem,
rel,
arm_data,
metric,
);
const ay_final = out_of_sample_arm_res[0];
const asem_final = out_of_sample_arm_res[1].map(x => x * 2);
traces.push({
hoverinfo: 'text',
legendgroup: generator_run_name,
marker: {color: 'black', symbol: i, opacity: 0.5},
mode: 'markers',
error_y: {
type: 'data',
array: asem_final,
visible: true,
color: 'black',
},
name: generator_run_name,
text: atext,
type: 'scatter',
xaxis: 'x',
x: ax,
yaxis: 'y',
y: ay_final,
});
i += 1;
});
// layout
const xrange = axis_range(grid, is_log);
const xtype = is_log ? 'log' : 'linear';
layout = {
hovermode: 'closest',
xaxis: {
anchor: 'y',
autorange: false,
exponentformat: 'e',
range: xrange,
tickfont: {size: 11},
tickmode: 'auto',
title: param,
type: xtype,
},
yaxis: {
anchor: 'x',
tickfont: {size: 11},
tickmode: 'auto',
title: metric,
},
};
return {
layout: layout,
traces: traces,
};
}