import { clone, each, getRange, groupBy, hasKey, isEmpty, sortBy, valuesOfKey } from '@antv/util'; import { Data } from '../../types'; type StatisticData = { range: Array; count: number; }; type StatisticBin = { [key: string]: StatisticData; }; // 进行转换得到值所在的 range function getBinKey(value: number, binWidth: number, binNumber?: number): [number, number] { // 做一点特殊处理 if (binNumber === 1) { return [0, binWidth]; } const index = Math.floor(value / binWidth); return [binWidth * index, binWidth * (index + 1)]; } // 默认 sturges 转换 function sturges(values: Array): number { return Math.ceil(Math.log(values.length) / Math.LN2) + 1; } /** * 对数据进行百分比化 * @param data * @param binField * @param binWidth * @param binNumber * @param stackField */ export function binHistogram(data: Data, binField: string, binWidth: number, binNumber?: number, stackField?: string) { const originData_copy = clone(data); // 根据 binField 对源数据进行排序 sortBy(originData_copy, binField); // 获取源数据 binField 的 range const values = valuesOfKey(originData_copy, binField); const range = getRange(values); const rangeWidth = range.max - range.min; // 计算分箱,直方图分箱的计算基于 binWidth,如配置了 binNumber 则将其转为 binWidth 进行计算 let _binWidth = binWidth; if (!binWidth && binNumber) { _binWidth = binNumber > 1 ? rangeWidth / (binNumber - 1) : range.max; } // 当 binWidth 和 binNumber 都没有指定的情况,采用 Sturges formula 自动生成 binWidth if (!binWidth && !binNumber) { const _defaultBinNumber = sturges(values); _binWidth = rangeWidth / _defaultBinNumber; } // 构建 key - StatisticData 结构 const bins: StatisticBin = {}; const groups = groupBy(originData_copy, stackField); // 判断分组是否为空,如果为空,说明没有 stackField 字段 if (isEmpty(groups)) { each(originData_copy, (data: any) => { const value = data[binField]; const bin = getBinKey(value, _binWidth, binNumber); const binKey = `${bin[0]}-${bin[1]}`; if (!hasKey(bins, binKey)) { bins[binKey] = { range: bin, count: 0 }; } bins[binKey].count += 1; }); } else { Object.keys(groups).forEach((groupKey: string) => { each(groups[groupKey], (data: any) => { const value = data[binField]; const bin = getBinKey(value, _binWidth, binNumber); const binKey = `${bin[0]}-${bin[1]}`; const groupKeyBinKey = `${binKey}-${groupKey}`; if (!hasKey(bins, groupKeyBinKey)) { bins[groupKeyBinKey] = { range: bin, count: 0 }; bins[groupKeyBinKey][stackField] = groupKey; } bins[groupKeyBinKey].count += 1; }); }); } // 将分箱数据转换为 plotData 才是图表所需要的 const plotData: Array = []; each(bins, (bin: StatisticData) => { plotData.push(bin); }); return plotData; }