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51 lines
1.5 KiB
JavaScript
51 lines
1.5 KiB
JavaScript
const calculatePercentile = (arr, percentile) => {
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const sorted = arr.slice().sort((a, b) => a.responseTime - b.responseTime);
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const index = (percentile / 100) * (sorted.length - 1);
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const lower = Math.floor(index);
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const upper = lower + 1;
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const weight = index % 1;
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if (upper >= sorted.length) return sorted[lower].responseTime;
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return (
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sorted[lower].responseTime * (1 - weight) +
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sorted[upper].responseTime * weight
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);
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};
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const NormalizeData = (checks, rangeMin, rangeMax) => {
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if (checks.length > 1) {
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// Get the 5th and 95th percentile
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const min = calculatePercentile(checks, 0);
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const max = calculatePercentile(checks, 95);
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const normalizedChecks = checks.map((check) => {
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const originalResponseTime = check.responseTime;
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// Normalize the response time between 1 and 100
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let normalizedResponseTime =
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rangeMin +
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((check.responseTime - min) * (rangeMax - rangeMin)) / (max - min);
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// Put a floor on the response times so we don't have extreme outliers
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// Better visuals
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normalizedResponseTime = Math.max(
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rangeMin,
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Math.min(rangeMax, normalizedResponseTime)
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);
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return {
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...check._doc,
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responseTime: normalizedResponseTime,
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originalResponseTime: originalResponseTime,
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};
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});
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return normalizedChecks;
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} else {
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return checks.map((check) => {
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return { ...check._doc, originalResponseTime: check.responseTime };
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});
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}
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};
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module.exports = {
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NormalizeData,
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};
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