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Checkmate/Server/utils/dataUtils.js
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const calculatePercentile = (arr, percentile) => {
const sorted = arr.slice().sort((a, b) => a.responseTime - b.responseTime);
const index = (percentile / 100) * (sorted.length - 1);
const lower = Math.floor(index);
const upper = lower + 1;
const weight = index % 1;
if (upper >= sorted.length) return sorted[lower].responseTime;
return (
sorted[lower].responseTime * (1 - weight) +
sorted[upper].responseTime * weight
);
};
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const NormalizeData = (checks, rangeMin, rangeMax) => {
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if (checks.length > 1) {
// Get the 5th and 95th percentile
const min = calculatePercentile(checks, 0);
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const max = calculatePercentile(checks, 95);
const normalizedChecks = checks.map((check) => {
const originalResponseTime = check.responseTime;
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// Normalize the response time between 1 and 100
let normalizedResponseTime =
rangeMin +
((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
// Better visuals
normalizedResponseTime = Math.max(
rangeMin,
Math.min(rangeMax, normalizedResponseTime)
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);
return {
...check._doc,
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responseTime: normalizedResponseTime,
originalResponseTime: originalResponseTime,
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};
});
return normalizedChecks;
} else {
return checks.map((check) => {
return { ...check._doc, originalResponseTime: check.responseTime };
});
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}
};
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module.exports = {
NormalizeData,
};