/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you under the Apache License, Version 2.0 (the * "License"); you may not use this file except in compliance * with the License. You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, * software distributed under the License is distributed on an * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY * KIND, either express or implied. See the License for the * specific language governing permissions and limitations * under the License. */ import { quantile, asc } from '../../util/number'; import { isFunction, isString } from 'zrender/src/core/util'; export interface PrepareBoxplotDataOpt { boundIQR?: number | 'none'; // Like "expriment{value}" produce: "expriment0", "expriment1", ... itemNameFormatter?: string | ((params: { value: number }) => string); } /** * See: * * * * Helper method for preparing data. * * @param rawData like * [ * [12,232,443], (raw data set for the first box) * [3843,5545,1232], (raw data set for the second box) * ... * ] * @param opt.boundIQR=1.5 Data less than min bound is outlier. * default 1.5, means Q1 - 1.5 * (Q3 - Q1). * If 'none'/0 passed, min bound will not be used. */ export default function prepareBoxplotData( rawData: number[][], opt: PrepareBoxplotDataOpt ): { boxData: (number | string)[][]; outliers: (number | string)[][]; } { opt = opt || {}; const boxData = []; const outliers = []; const boundIQR = opt.boundIQR; const useExtreme = boundIQR === 'none' || boundIQR === 0; for (let i = 0; i < rawData.length; i++) { const ascList = asc(rawData[i].slice()); const Q1 = quantile(ascList, 0.25); const Q2 = quantile(ascList, 0.5); const Q3 = quantile(ascList, 0.75); const min = ascList[0]; const max = ascList[ascList.length - 1]; const bound = (boundIQR == null ? 1.5 : boundIQR as number) * (Q3 - Q1); const low = useExtreme ? min : Math.max(min, Q1 - bound); const high = useExtreme ? max : Math.min(max, Q3 + bound); const itemNameFormatter = opt.itemNameFormatter; const itemName = isFunction(itemNameFormatter) ? itemNameFormatter({ value: i }) : isString(itemNameFormatter) ? itemNameFormatter.replace('{value}', i + '') : i + ''; boxData.push([itemName, low, Q1, Q2, Q3, high]); for (let j = 0; j < ascList.length; j++) { const dataItem = ascList[j]; if (dataItem < low || dataItem > high) { const outlier = [itemName, dataItem]; outliers.push(outlier); } } } return { boxData: boxData, outliers: outliers }; }