Files
Checkmate/Server/utils/dataUtils.js
2024-08-19 10:02:12 -07:00

51 lines
1.5 KiB
JavaScript

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
);
};
const NormalizeData = (checks, rangeMin, rangeMax) => {
if (checks.length > 1) {
// Get the 5th and 95th percentile
const min = calculatePercentile(checks, 0);
const max = calculatePercentile(checks, 95);
const normalizedChecks = checks.map((check) => {
const originalResponseTime = check.responseTime;
// Normalize the response time between 1 and 100
let normalizedResponseTime =
rangeMin +
((check.responseTime - min) * (rangeMax - rangeMin)) / (max - min);
// Put a floor on the response times so we don't have extreme outliers
// Better visuals
normalizedResponseTime = Math.max(
rangeMin,
Math.min(rangeMax, normalizedResponseTime)
);
return {
...check._doc,
responseTime: normalizedResponseTime,
originalResponseTime: originalResponseTime,
};
});
return normalizedChecks;
} else {
return checks.map((check) => {
return { ...check._doc, originalResponseTime: check.responseTime };
});
}
};
module.exports = {
NormalizeData,
};