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chore: merge "Dice" (#703)
* feat: add dice coefficient * chore: link to wikipedia article * chore: convert to esm * refactor: add tests * chore: formatting
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51
String/DiceCoefficient.js
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String/DiceCoefficient.js
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/* The Sørensen–Dice coefficient is a statistic used to gauge the similarity of two samples.
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* Applied to strings, it can give you a value between 0 and 1 (included) which tells you how similar they are.
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* Dice coefficient is calculated by comparing the bigrams of both stings,
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* a bigram is a substring of the string of length 2.
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* read more: https://en.wikipedia.org/wiki/S%C3%B8rensen%E2%80%93Dice_coefficient
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*/
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// Time complexity: O(m + n), m and n being the sizes of string A and string B
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// Find the bistrings of a string and return a hashmap (key => bistring, value => count)
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function mapBigrams (string) {
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const bigrams = new Map()
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for (let i = 0; i < string.length - 1; i++) {
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const bigram = string.substring(i, i + 2)
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const count = bigrams.get(bigram)
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bigrams.set(bigram, (count || 0) + 1)
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}
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return bigrams
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}
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// Calculate the number of common bigrams between a map of bigrams and a string
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function countCommonBigrams (bigrams, string) {
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let count = 0
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for (let i = 0; i < string.length - 1; i++) {
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const bigram = string.substring(i, i + 2)
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if (bigrams.has(bigram)) count++
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}
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return count
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}
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// Calculate Dice coeff of 2 strings
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function diceCoefficient (stringA, stringB) {
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if (stringA === stringB) return 1
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else if (stringA.length < 2 || stringB.length < 2) return 0
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const bigramsA = mapBigrams(stringA)
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const lengthA = stringA.length - 1
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const lengthB = stringB.length - 1
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let dice = (2 * countCommonBigrams(bigramsA, stringB)) / (lengthA + lengthB)
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// cut 0.xxxxxx to 0.xx for simplicity
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dice = Math.floor(dice * 100) / 100
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console.log('Dice coefficient of', stringA, 'and', stringB, 'is', dice)
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return dice
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}
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export { diceCoefficient }
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String/test/DiceCoefficient.test.js
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String/test/DiceCoefficient.test.js
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import { diceCoefficient } from '../DiceCoefficient'
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describe('diceCoefficient', () => {
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it('should calculate edit distance between two strings', () => {
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// equal strings return 1 (max possible value)
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expect(diceCoefficient('abc', 'abc')).toBe(1)
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expect(diceCoefficient('', '')).toBe(1)
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// string length needs to be atleast 2 (unless equal)
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expect(diceCoefficient('a', '')).toBe(0)
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expect(diceCoefficient('', 'a')).toBe(0)
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expect(diceCoefficient('skate', 'ate')).toBe(0.66)
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expect(diceCoefficient('money', 'honey')).toBe(0.75)
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expect(diceCoefficient('love', 'hate')).toBe(0)
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expect(diceCoefficient('skilled', 'killed')).toBe(0.9)
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})
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})
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