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Checkmate/Client/src/Components/Charts/ChartUtils.js
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2024-07-17 12:33:24 -07:00
const RANGE_MAX = 100;
const RANGE_MIN = 1;
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
);
};
export const NormalizeData = (checks) => {
if (checks.length > 1) {
// Get the 5th and 95th percentile
const min = calculatePercentile(checks, 5);
const max = calculatePercentile(checks, 95);
const normalizedChecks = checks.map((check) => {
// Normalize the response time between 1 and 100
let normalizedResponseTime =
RANGE_MIN +
((check.responseTime - min) * (RANGE_MAX - RANGE_MIN)) / (max - min);
// Put a floor on the response times so we don't have extreme outliers
// Better visuals
normalizedResponseTime = Math.max(
RANGE_MIN,
Math.min(RANGE_MAX, normalizedResponseTime)
);
return {
...check,
responseTime: normalizedResponseTime,
};
});
return normalizedChecks;
} else {
return checks;
}
};