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app.ts
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app.ts
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/*
* For licensing see accompanying LICENSE file.
*
* Copyright (C) 2022 Apple Inc. All Rights Reserved.
*/
import { csv, json, synth, vega, vegaCompressed } from './loaders';
import App from './components/App.svelte';
import type { Confusion } from './confusions';
import { defaults } from './specification';
import type { Spec } from './specification';
type Loader = () => Promise<Array<Confusion>>;
type Example = {
description: string;
loader: Loader;
spec: Spec;
}
const examples: Array<Example> = [
{
description: 'Fruit',
loader: () => json('data/fruit.json'),
spec: {
...defaults,
classes: ['fruit'],
normalization: 'total',
},
},
{
description: 'Beverages',
loader: () => vega('data/beverages.json'),
spec: {
...defaults,
classes: ['beverage'],
normalization: 'total',
},
},
{
description: 'Synthetic',
loader: async () => synth(),
spec: {
...defaults,
classes: ['vehicle'],
normalization: 'total',
},
},
{
description: 'Synthetic (nested, filtered)',
loader: async () => synth(),
spec: {
...defaults,
classes: ['vehicle', 'state'],
filter: ['vehicle:motorized'],
normalization: 'total',
},
},
{
description: 'Synthetic (conditioning)',
loader: async () => synth(),
spec: {
...defaults,
classes: ['vehicle', 'animal'],
where: { qualifier: 'actual', label: 'state', is: 'state:moving' },
normalization: 'total',
},
},
{
description: 'Case Study 1 (App Prediction)',
loader: () => csv('data/chi-paper/case-study-1.csv'),
spec: {
...defaults,
classes: ['root'],
measures: ['accuracy', 'precision', 'recall'],
encoding: 'color',
normalization: 'total',
},
},
{
description: 'Case Study 2 (ImageNet)',
loader: () => vegaCompressed('data/chi-paper/case-study-2.json'),
spec: {
...defaults,
classes: ['root'],
measures: ['precision', 'recall', 'countObserved'],
encoding: 'color',
normalization: 'total',
collapsed: ['', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:instrument:weapon-arm-weap:gun', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:protective cove:shade', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:furnishing', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :invertebrate:arthropod:insect:lepidopterous i:butterfly:danaid-danaid b', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:structure-const:housing-lodging:dwelling-home-d', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:container:receptacle', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:container:measure', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:carnivore:canine-canid:dog-domestic do:working dog:mastiff', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:aquatic vertebr:fish:bony fish:teleost fish-te:spiny-finned fi:percoid fish-pe', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:protective cove:blind-screen:window blind', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:floor cover-flo:rug-carpet-carp', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:instrument:measuring instr:meter', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:reptile-reptili:diapsid-diapsid:saurian:lizard:monitor-monitor', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:aquatic vertebr:fish:bony fish:teleost fish-te:ganoid-ganoid f', 'root:entity:physical entity:object-physical:whole-unit:natural object:plant part-plan:plant organ:reproductive st:fruit:edible fruit:apple:eating apple-de', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:plant-flora-pla:vascular plant-:spermatophyte-p:angiosperm-flow:flower:orchid-orchidac', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:container:box', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:structure-const:obstruction-obs', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:carnivore:canine-canid:dog-domestic do:hunting dog:sporting dog-gu:pointer-Spanish', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:furnishing:furniture-piece', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:structure-const:landing-landing', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:furnishing:furniture-piece:seat:sofa-couch-loun:convertible-sof', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:equipment:game equipment:game', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:article:ware:tableware', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:structure-const:establishment:institution:penal instituti', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:aquatic bird:gallinule-marsh', 'root:entity:physical entity:matter:substance:food-nutrient:foodstuff-food :ingredient-fixi:flavorer-flavou:condiment:sauce:spaghetti sauce', 'root:entity:physical entity:matter:substance:food-nutrient:fare', 'root:entity:physical entity:matter:substance:food-nutrient:foodstuff-food :ingredient-fixi:flavorer-flavou:condiment:dip', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:optical device:lens-lense-lens:converging lens', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:carnivore:canine-canid:dog-domestic do:working dog:bulldog-English', 'root:entity:abstraction-abs:communication:signal-signalin:visual signal:light', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:instrument:weapon-arm-weap:gun:firearm-piece-s:autoloader-self', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:commodity-trade', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:conveyance-tran:vehicle:wheeled vehicle:wagon-waggon:cart', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:implement:writing impleme:pen', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:structure-const:obstruction-obs:barrier:movable barrier', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :invertebrate:arthropod:insect:homopterous ins', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:implement:tool:cutting impleme:cutter-cutlery-:edge tool:knife', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:aquatic bird:wading bird-wad:rail:coot', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl:attire-garb-dre', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:protective cove:roof', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:structure-const:area', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl:apparel-wearing:workwear', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:screen-cover-co', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:reptile-reptili:diapsid-diapsid:crocodilian rep:alligator-gator', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:cuculiform bird', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:instrument:measuring instr:measuring stick', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl:footwear', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl:footwear:hosiery-hose', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:support:structural memb:upright-vertica:post', 'root:entity:physical entity:object-physical:whole-unit:natural object:plant part-plan:plant organ:reproductive st:fruit:edible fruit:berry', 'root:entity:physical entity:matter:substance:food-nutrient:beverage-drink-:coffee-java', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:aquatic bird:wading bird-wad:shorebird-shore', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:carnivore:canine-canid:dog-domestic do:hunting dog:sporting dog-gu:spaniel:springer spanie', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:musical instrum:wind instrument:pipe', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:fungus:basidiomycete-b', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:mechanism:mechanical devi:ride', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:instrument:scientific inst:magnifier:microscope:light microscop:hand glass-simp', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:conveyance-tran:vehicle:craft:vessel-watercra:boat', 'root:entity:physical entity:object-physical:part-portion:piece:piece of cloth-:towel', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:reptile-reptili:diapsid-diapsid:snake-serpent-o:viper', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:conveyance-tran:vehicle:craft:aircraft:heavier-than-ai:airplane-aeropl', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:mechanism:mechanical devi:winder', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:conveyance-tran:public transpor:train-railroad ', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:aquatic mammal:pinniped mammal', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:conveyance-tran:vehicle:wheeled vehicle:self-propelled ', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:instrument:weapon-arm-weap:gun:firearm-piece-s:autoloader-self:automatic firea:automatic rifle', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl:headdress-headg:cap', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:creation:product-product', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:implement:cleaning implem', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:bird of prey-ra', 'root:entity:physical entity:object-physical:whole-unit', 'root:entity:physical entity:matter:solid', 'root:entity:physical entity:matter:solid:food-solid food:produce-green g:vegetable-veggi:squash', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:implement:tool:hand tool', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:passerine-passe:oscine-oscine b:finch:bunting', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:system:communication s:telecommunicati', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:implement:tool:drill', 'root:entity:physical entity:object-physical:geological form:natural elevati:ridge:reef', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:container:vessel:bottle:jug', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:rodent-gnawer', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:person-individu:peer-equal-matc:associate:participant', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:padding-cushion:cushion', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:reptile-reptili:diapsid-diapsid:snake-serpent-o:elapid-elapid s:cobra', 'root:entity:abstraction-abs', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:amphibian:salamander', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl:handwear-hand w', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:plant-flora-pla:vascular plant-:spermatophyte-p:angiosperm-flow:flower', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:primate:monkey:Old World monke', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:instrument:measuring instr:timepiece-timek:sandglass', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl:garment:shirt', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:commodity-trade:consumer goods:durables-durabl:appliance:home appliance-:white goods', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:restraint-const:fastener-fasten', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:ungulate-hoofed:even-toed ungul:ruminant:bovid:wild sheep:mountain sheep', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:musical instrum:percussion inst', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:aquatic vertebr:fish', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:musical instrum:wind instrument:woodwind-woodwi:beating-reed in', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :invertebrate:arthropod:crustacean', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:aquatic vertebr:fish:bony fish', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:strengthener-re:brace', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:ungulate-hoofed:even-toed ungul:swine', 'root:entity:abstraction-abs:communication:sign', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:furnishing:furniture-piece:cabinet', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:container:bag', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:article', 'root:entity:physical entity:matter:substance:agent:drug:drug of abuse-s', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:lagomorph-gnawi:leporid-leporid:rabbit-coney-co', 'root:entity:physical entity:object-physical:geological form:natural depress', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:coraciiform bir', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:implement:tool', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:reptile-reptili:diapsid-diapsid:archosaur-archo', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :invertebrate:arthropod:insect', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:passerine-passe:oscine-oscine b:titmouse-tit', 'root:entity:physical entity:matter:substance:food-nutrient:foodstuff-food :ingredient-fixi', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:carnivore:canine-canid:dog-domestic do:working dog:shepherd dog-sh:Belgian sheepdo', 'root:entity:physical entity:matter:substance:food-nutrient:nutriment-nouri:dish:stew', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:musical instrum:stringed instru:piano-pianofort', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl:headdress-headg:hat-chapeau-lid', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:carnivore:canine-canid:dog-domestic do:hunting dog:terrier:wirehair-wireha', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:aquatic bird:swan', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:structure-const:establishment:place of busine', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:aquatic mammal:cetacean-cetace:whale:toothed whale:dolphin', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:optical device:lens-lense-lens', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:carnivore:canine-canid:dog-domestic do:poodle-poodle d', 'root:entity:physical entity:object-physical:whole-unit:natural object:plant part-plan:plant organ:reproductive st:fruit:seed:oilseed-oil-ric', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:conveyance-tran:public transpor:train-railroad :passenger train', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:mammal-mammalia:placental-place:pachyderm', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:toiletry-toilet:cosmetic', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:footwear-footge:shoe', 'root:entity:physical entity:matter:substance:food-nutrient:nutriment-nouri:course:entree-main cou', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:mechanism:mechanical devi', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:equipment:sports equipmen', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:aquatic vertebr:fish:cartilaginous f:elasmobranch-se:shark:requiem shark', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:reptile-reptili:diapsid-diapsid:snake-serpent-o:constrictor:boa:python', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :invertebrate:arthropod:crustacean:decapod crustac', 'root:entity:physical entity:object-physical:whole-unit:natural object:plant part-plan:plant organ:reproductive 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mammal:cetacean-cetace:whale:toothed whale', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:commodity-trade:consumer goods', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:conveyance-tran:vehicle:wheeled vehicle:trailer-house t', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:piciform bird', 'root:entity:physical entity:object-physical:whole-unit:living thing-an:organism-being:animal-animate :chordate:vertebrate-cran:bird:cuculiform bird:cuckoo', 'root:entity:physical entity:object-physical:whole-unit:natural object:plant part-plan:plant organ:reproductive st:fruit:edible fruit', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:structure-const:building comple:plant-works-ind:factory-mill-ma', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:covering:clothing-articl:attire-garb-dre:hairpiece-false', 'root:entity:physical entity:object-physical:whole-unit:artifact-artefa:instrumentality:device:musical instrum:stringed instru:chordophone'],
},
},
{
description: 'Case Study 3 (Toxicity)',
loader: () => json('data/chi-paper/case-study-3.json'),
spec: {
...defaults,
classes: ['toxic_mild'],
measures: ['accuracy', 'countObserved', 'countActual', 'precision', 'recall', 'falsePositives', 'falseNegatives'],
encoding: 'color',
normalization: 'total',
},
},
];
new App({
target: document.body,
props: { examples },
});