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Freedman-Diaconis thumb rule for number of bins of a histogram
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// metric = array of real numbers (like > 100 or something) | |
// IQR = inter-quaartile-range | |
function numBins(metric, defaultBins) { | |
var h = binWidth(metric), ulim = Math.max.apply(Math, metric), llim = Math.min.apply(Math, metric); | |
if (h <= (ulim - llim) / metric.length) { | |
return defaultBins || 10; // Fix num bins if binWidth yields too small a value. | |
} | |
return Math.ceil((ulim - llim) / h); | |
} | |
function binWidth(metric) { | |
return 2 * iqr(metric) * Math.pow(metric.length, -1/3); | |
} | |
function iqr(metric) { | |
var sorted = metric.slice(0).sort(function (a, b) { return a - b; }); | |
var q1 = sorted[Math.floor(sorted.length / 4)]; | |
var q3 = sorted[Math.floor(sorted.length * 3 / 4)]; | |
return q3-q1; | |
} | |
var metric = [] | |
for(var i=0; i<1866; i++){ | |
metric.push(i); | |
} | |
console.log(numBins(metric, 10)); |
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