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index.js
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const sum = data => data.reduce((a, e) => a + e, 0);
const round = (n, precision = 1) => {
const m = Math.pow(10, precision);
return Math.round(n * m) / m;
};
function decompose(data) {
const k = data.length;
const total = sum(data);
const result = [];
let freq = Array.from(data);
for (let index = 0; index < k; index++) {
const lowestNonZero = freq.filter(e => e > 0).sort((a, b) => a - b)[0];
const layer = [];
const pattern = [];
let nonZeroCount = 0;
for (let idx = 0; idx < freq.length; idx++) {
const n = freq[idx];
if (n >= lowestNonZero) {
layer.push(lowestNonZero);
pattern.push(1);
nonZeroCount++;
} else {
layer.push(0);
pattern.push(0);
}
}
if (nonZeroCount) {
const weight = (lowestNonZero * nonZeroCount) / total;
result.push({ layer, pattern, weight });
freq = layer.map((e, i) => freq[i] - e);
}
}
return result;
}
function triples(data) {
let tu = 0;
let tdu = 0;
for (let i = 0; i < data.length - 2; i++) {
for (let j = i + 1; j < data.length - 1; j++) {
for (let k = j + 1; k < data.length; k++) {
if (data[i] === 1 && data[j] === 0 && data[k] === 1) {
// 101 = bimodal (TDU)
tdu++;
} else if (data[i] === 1 && data[j] === 1 && data[k] === 0) {
// 110 = unimodal (TU)
tu++;
} else if (data[i] === 0 && data[j] === 1 && data[k] === 1) {
// 110 = unimodal (TU)
tu++;
}
}
}
}
return { tu, tdu };
}
function patternAgreement(pattern) {
const s = sum(pattern); // non-empty
const k = pattern.length; // total number -of categories
let u = 1;
if (s !== k) {
const { tu, tdu } = triples(pattern);
if (tu > 0 || tdu > 0) {
u = ((k - 2) * tu - (k - 1) * tdu) / ((k - 2) * (tu + tdu));
}
}
return u * (1 - (s - 1) / (k - 1));
}
function agreement(data) {
return round(
sum(
decompose(data).map(
layer => layer.weight * patternAgreement(layer.pattern)
)
),
5
);
}
module.exports = {
agreement,
patternAgreement,
decompose,
triples,
};