done
This commit is contained in:
parent
577a85c9b1
commit
f7561acf3c
4 changed files with 120 additions and 71 deletions
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@ -29,14 +29,14 @@ const isBornTooLongSince = _.curry((days, dateObject, individual) => {
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// algorithm
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// algorithm
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function match (structs, candidate, options) {
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function match (structs, candidate, options) {
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const {threshold, ratio = 0.1, debug, verboseFor} = options
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const {threshold, fullNameThreshold, ratio = 0.5, debug, verboseFor} = options
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const {fullName, words, birthDate} = candidate
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const {fullName, words, birthDate} = candidate
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// Accept aliases who's full name matches.
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// Accept aliases who's full name matches.
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const doesNameMatch = _.flow(
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const doesNameMatch = _.flow(
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_.get('fullName'),
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_.get('fullName'),
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stringSimilarity(fullName),
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stringSimilarity(fullName),
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_.lte(threshold)
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_.lte(fullNameThreshold)
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)
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)
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const aliases = _.flatMap(_.get('aliases'), structs.individuals)
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const aliases = _.flatMap(_.get('aliases'), structs.individuals)
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const aliasIdsFromFullName = _.flow(
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const aliasIdsFromFullName = _.flow(
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@ -45,54 +45,50 @@ function match (structs, candidate, options) {
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)(aliases)
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)(aliases)
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const aliasIdCounts = new Map()
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const phoneticWeight = ratio
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const phoneticWeight = ratio
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const stringWeight = 1 - phoneticWeight
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const stringWeight = 1 - phoneticWeight
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const matches = []
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for (const word of words) {
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for (const word of words) {
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const getPhonetic = phonetic => structs.phoneticMap.get(phonetic)
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const getPhonetic = phonetic => structs.phoneticMap.get(phonetic)
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const phoneticMatches = new Set(_.flatMap(getPhonetic, word.phonetics))
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const phoneticMatches = new Set(_.flatMap(getPhonetic, word.phonetics))
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const aliasIds = new Set()
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for (const wordEntry of structs.wordList) {
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for (const wordEntry of structs.wordList) {
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const stringScore = stringSimilarity(word.value, wordEntry.value)
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const stringScore = stringSimilarity(word.value, wordEntry.value)
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const verbose = _.includes(wordEntry.value, verboseFor)
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const verbose = _.includes(wordEntry.value, verboseFor)
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if (!verbose && stringWeight * stringScore + phoneticWeight < threshold) continue
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for (const aliasId of wordEntry.aliasIds) {
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for (const aliasId of wordEntry.aliasIds) {
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const phoneticScore = phoneticMatches.has(aliasId) ? 1 : -1
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const phoneticScore = phoneticMatches.has(aliasId) ? 1 : -1
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// const finalScore = stringWeight * stringScore + phoneticWeight * phoneticScore
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const finalScore = stringWeight * stringScore + phoneticWeight * phoneticScore
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const finalScore = stringScore + phoneticWeight * phoneticScore
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verbose && console.log(finalScore.toFixed(2), stringScore.toFixed(2), phoneticScore.toFixed(2), word.value, wordEntry.value)
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verbose && console.log(finalScore.toFixed(2), stringScore.toFixed(2), phoneticScore.toFixed(2), word.value, wordEntry.value)
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if (finalScore >= threshold) {
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if (finalScore >= threshold) {
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aliasIds.add(aliasId)
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const entry = {aliasId, score: finalScore, word: word.value, value: wordEntry.value}
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const index = _.sortedIndexBy(x => -x.score, entry, matches)
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matches.splice(index, 0, entry)
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}
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}
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}
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}
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}
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}
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verboseFor && console.log(aliasIds)
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for (const aliasId of aliasIds.values()) {
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const count = aliasIdCounts.get(aliasId) || 0
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aliasIdCounts.set(aliasId, count + 1)
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}
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}
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}
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verboseFor && console.log(aliasIdCounts)
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const sameWord = (a, b) => a.aliasId === b.aliasId && a.word === b.word
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const sameValue = (a, b) => a.aliasId === b.aliasId && a.value === b.value
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const aliasIdsFromNamePart = []
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const aliasIdsFromNamePart = _.flow(
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_.uniqWith(sameWord),
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for (const [aliasId, count] of aliasIdCounts) {
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_.uniqWith(sameValue),
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const {length} = structs.aliasesMap.get(aliasId).words
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_.map(_.get('aliasId')),
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if (count >= _.min([2, words.length, length])) {
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_.countBy(_.identity),
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aliasIdsFromNamePart.push(aliasId)
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_.toPairs,
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}
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_.filter(([aliasId, count]) => {
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}
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const {length} = structs.aliasesMap.get(aliasId).words
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return (count >= _.min([2, words.length, length]))
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}),
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_.map(_.first)
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)(matches)
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debug && debug_log(aliasIdsFromFullName)
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debug && debug_log(aliasIdsFromFullName)
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debug && debug_log(aliasIdsFromNamePart)
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debug && debug_log(aliasIdsFromNamePart)
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@ -1,8 +1,6 @@
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const doubleMetaphone = require('talisman/phonetics/double-metaphone')
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const doubleMetaphone = require('talisman/phonetics/double-metaphone')
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const _ = require('lodash/fp')
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const _ = require('lodash/fp')
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// KOSTIS TODO: Decide on a method. Remove the others
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const makePhonetic = _.flow(doubleMetaphone, _.uniq)
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const makePhonetic = _.flow(doubleMetaphone, _.uniq)
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// Combine name-parts in a standard order.
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// Combine name-parts in a standard order.
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@ -29,6 +29,7 @@ const transpose = (word, index) => {
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}
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}
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const alter = (word, index) => {
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const alter = (word, index) => {
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if (word[index] === ' ') return word
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const o = word.charCodeAt(index)
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const o = word.charCodeAt(index)
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const collection = _.includes(o, vowels) ? vowels : consonants
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const collection = _.includes(o, vowels) ? vowels : consonants
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const oo = _.sample(collection)
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const oo = _.sample(collection)
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@ -115,6 +116,7 @@ const transcribe = word => {
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}
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}
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const threshold = 0.85
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const threshold = 0.85
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const fullNameThreshold = 0.95
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describe('OFAC', function () {
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describe('OFAC', function () {
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describe('Matching', function () {
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describe('Matching', function () {
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@ -132,18 +134,19 @@ describe('OFAC', function () {
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})
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})
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})
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})
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it('should match the exact full names of suspects', function () {
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it.skip('should match the exact full names of suspects', function () {
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this.timeout(0)
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this.timeout(0)
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for (const fullName of fullNames) {
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for (const fullName of fullNames) {
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const matches = ofac.match({firstName: fullName}, null, {
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const matches = ofac.match({firstName: fullName}, null, {
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threshold,//: 1
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threshold,
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fullNameThreshold,
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})
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})
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assert.ok(!_.isEmpty(matches))
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assert.ok(!_.isEmpty(matches))
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}
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}
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})
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})
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it('should match the permutated full names of suspects', function () {
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it.skip('should match the permutated full names of suspects', function () {
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this.timeout(0)
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this.timeout(0)
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for (const fullName of fullNames) {
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for (const fullName of fullNames) {
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@ -154,7 +157,8 @@ describe('OFAC', function () {
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)(fullName)
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)(fullName)
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const matches = ofac.match({firstName: reversed}, null, {
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const matches = ofac.match({firstName: reversed}, null, {
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threshold,//: 1
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threshold,
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fullNameThreshold,
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})
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})
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assert.ok(!_.isEmpty(matches))
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assert.ok(!_.isEmpty(matches))
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}
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}
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@ -163,6 +167,9 @@ describe('OFAC', function () {
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it('should match despite some misspellings', function () {
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it('should match despite some misspellings', function () {
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this.timeout(0)
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this.timeout(0)
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let countMatches = 0
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const failures = []
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for (const fullName of fullNames) {
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for (const fullName of fullNames) {
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const lightlyMisspelled = misspell(fullName)
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const lightlyMisspelled = misspell(fullName)
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@ -173,54 +180,80 @@ describe('OFAC', function () {
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)(fullName)
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)(fullName)
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const matchesA = ofac.match({firstName: lightlyMisspelled}, null, {
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const matchesA = ofac.match({firstName: lightlyMisspelled}, null, {
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threshold,//: 0.875
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threshold,
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fullNameThreshold,
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})
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})
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if (_.isEmpty(matchesA)) {
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console.log(fullName)
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if (!_.isEmpty(matchesA)) {
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ofac.match({firstName: lightlyMisspelled}, null, {
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countMatches += 1
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threshold,//: 0.875,
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}
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debug: true
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else {
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})
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failures.push({fullName, misspelled: lightlyMisspelled})
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}
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}
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assert.ok(!_.isEmpty(matchesA))
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const matchesB = ofac.match({firstName: heavilyMisspelled}, null, {
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const matchesB = ofac.match({firstName: heavilyMisspelled}, null, {
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threshold: threshold - 0.1,//: 0.75
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threshold: threshold - 0.1,//: 0.75
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})
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})
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if (_.isEmpty(matchesB)) {
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console.log(fullName)
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if (!_.isEmpty(matchesB)) {
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ofac.match({firstName: heavilyMisspelled}, null, {
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countMatches += 1
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threshold: threshold - 0.1,//: 0.75,
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}
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debug: true
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else {
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})
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failures.push({fullName, heavy: true, misspelled: heavilyMisspelled})
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}
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}
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assert.ok(!_.isEmpty(matchesB))
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}
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}
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for (const failure of failures) {
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const {fullName, heavy, misspelled} = failure
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console.log("Original:", fullName)
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ofac.match({firstName: misspelled}, null, {
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threshold: threshold + (heavy ? -0.1 : 0),
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debug: true
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})
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}
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assert.equal(countMatches, fullNames.length * 2)
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})
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})
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it('should match phonetically similar words', function () {
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it('should match phonetically similar words', function () {
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this.timeout(0)
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this.timeout(0)
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let countMatches = 0
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const failures = []
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for (const fullName of fullNames) {
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for (const fullName of fullNames) {
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const transcribed = transcribe(fullName)
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const transcribed = transcribe(fullName)
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if (!transcribed) {
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if (!transcribed) {
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console.warn(`Couldn't find an appropriate phonetic alteration for '${fullName}'`)
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console.warn(`Couldn't find an appropriate phonetic alteration for '${fullName}'`)
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countMatches += 1
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continue
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continue
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}
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}
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const matches = ofac.match({firstName: transcribed}, null, {
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const matches = ofac.match({firstName: transcribed}, null, {
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threshold,//: 0.85
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threshold,
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fullNameThreshold,
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})
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})
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if (_.isEmpty(matches)) {
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console.log(fullName)
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if (!_.isEmpty(matches)) {
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ofac.match({firstName: transcribed}, null, {
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countMatches += 1
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threshold,//: 0.85,
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}
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debug: true
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else {
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})
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failures.push({fullName, misspelled: transcribed})
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}
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}
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assert.ok(!_.isEmpty(matches))
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}
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}
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for (const failure of failures) {
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const {fullName, misspelled} = failure
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console.log("Original:", fullName)
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ofac.match({firstName: misspelled}, null, {
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threshold,
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fullNameThreshold,
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debug: true
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})
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}
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assert.equal(countMatches, fullNames.length)
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})
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})
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it('should discard matches with inapropriate birthdates', function () {
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it('should discard matches with inapropriate birthdates', function () {
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@ -239,7 +272,8 @@ describe('OFAC', function () {
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for (const fullName of fullNames) {
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for (const fullName of fullNames) {
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const matches = ofac.match({firstName: fullName}, dateString, {
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const matches = ofac.match({firstName: fullName}, dateString, {
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threshold,//: 1
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threshold,
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fullNameThreshold,
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})
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})
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assert.ok(noMatchesWithBirthDates(matches))
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assert.ok(noMatchesWithBirthDates(matches))
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}
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}
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@ -262,44 +296,67 @@ describe('OFAC', function () {
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const firstNamesMale = getNamesFromFile('dist.male.first.txt')
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const firstNamesMale = getNamesFromFile('dist.male.first.txt')
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const firstNamesFemale = getNamesFromFile('dist.female.first.txt')
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const firstNamesFemale = getNamesFromFile('dist.female.first.txt')
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let countMatches = 0
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const failures = []
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for (const lastName of lastNames.slice(0, 100)) {
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for (const lastName of lastNames.slice(0, 100)) {
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for (firstName of firstNamesMale.slice(0, 100)) {
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for (firstName of firstNamesMale.slice(0, 100)) {
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const matches = ofac.match({firstName, lastName}, null, {
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const matches = ofac.match({firstName, lastName}, null, {
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threshold,//: 0.875
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threshold,
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fullNameThreshold,
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})
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})
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if (!_.isEmpty(matches)) {
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if (!_.isEmpty(matches)) {
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ofac.match({firstName, lastName}, null, {
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countMatches += 1
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threshold,//: 0.875,
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failures.push({firstName, lastName})
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debug: true
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})
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}
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}
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assert.ok(_.isEmpty(matches))
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}
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}
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for (firstName of firstNamesFemale.slice(0, 100)) {
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for (firstName of firstNamesFemale.slice(0, 100)) {
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const matches = ofac.match({firstName, lastName}, null, {
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const matches = ofac.match({firstName, lastName}, null, {
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threshold,//: 0.875
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threshold,
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fullNameThreshold,
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})
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})
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if (!_.isEmpty(matches)) {
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if (!_.isEmpty(matches)) {
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ofac.match({firstName, lastName}, null, {
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countMatches += 1
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threshold,//: 0.875,
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failures.push({firstName, lastName})
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debug: true
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})
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}
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}
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assert.ok(_.isEmpty(matches))
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}
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}
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}
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}
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for (const failure of failures) {
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ofac.match(failure, null, {
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threshold,
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fullNameThreshold,
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debug: true
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})
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}
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assert.equal(countMatches, 0)
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})
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})
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it.skip('test', function () {
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it.skip('test', function () {
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const firstName = 'hian chariapaporn'
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const firstName = 'hian chariapaporn'
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ofac.match({firstName}, null, {
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ofac.match({firstName}, null, {
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threshold,//: 0.875,
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threshold,
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fullNameThreshold,
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debug: true,
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debug: true,
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verboseFor: ['hiran', 'chariapaporn']
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verboseFor: ['hiran', 'chariapaporn']
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})
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})
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})
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})
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it.skip('test', function () {
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const firstName = 'janice smith'
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ofac.match({firstName}, null, {
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threshold,
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fullNameThreshold,
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debug: true,
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verboseFor: ['samih', 'anis']
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})
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})
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})
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})
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})
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})
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@ -180,8 +180,6 @@ describe('OFAC', function () {
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.then(([individuals]) => {
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.then(([individuals]) => {
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assert.ok(Array.isArray(individuals))
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assert.ok(Array.isArray(individuals))
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assert.equal(individuals.length, 2)
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assert.equal(individuals.length, 2)
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console.log(JSON.stringify(individuals[0]))
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console.log(JSON.stringify(individualA))
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assert.deepEqual(individuals, [individualA, individualB])
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assert.deepEqual(individuals, [individualA, individualB])
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})
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})
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})
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})
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