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1093-大樣本統(tǒng)計

3fuyu / 3676人閱讀

摘要:前言的大樣本統(tǒng)計我們對到之間的整數(shù)進(jìn)行采樣,并將結(jié)果存儲在數(shù)組中就是整數(shù)的采樣個數(shù)。我們以浮點(diǎn)數(shù)數(shù)組的形式,分別返回樣本的最小值最大值平均值中位數(shù)和眾數(shù)。

前言

Weekly Contest 142的 大樣本統(tǒng)計:

我們對 0255 之間的整數(shù)進(jìn)行采樣,并將結(jié)果存儲在數(shù)組 count 中:count[k] 就是整數(shù) k 的采樣個數(shù)。

我們以 浮點(diǎn)數(shù) 數(shù)組的形式,分別返回樣本的最小值、最大值、平均值、中位數(shù)和眾數(shù)。其中,眾數(shù)是保證唯一的。

我們先來回顧一下中位數(shù)的知識:

如果樣本中的元素有序,并且元素數(shù)量為奇數(shù)時,中位數(shù)為最中間的那個元素;

如果樣本中的元素有序,并且元素數(shù)量為偶數(shù)時,中位數(shù)為中間的兩個元素的平均值。

示例1:

輸入:count = [0,1,3,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]
輸出:[1.00000,3.00000,2.37500,2.50000,3.00000]

示例2:

輸入:count = [0,4,3,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]
輸出:[1.00000,4.00000,2.18182,2.00000,1.00000]

提示:

count.length == 256

1 <= sum(count) <= 10^9

計數(shù)表示的眾數(shù)是唯一的

答案與真實值誤差在 10^-5 以內(nèi)就會被視為正確答案

解題思路

本地難度為中等,首先需要讀懂題目意思,本題的入?yún)?shù)組count其實算是一個壓縮數(shù)據(jù)后的數(shù)組。

我們對 0255 之間的整數(shù)進(jìn)行采樣,并將結(jié)果存儲在數(shù)組 count 中:count[k] 就是整數(shù) k 的采樣個數(shù)。

簡單來說就是,數(shù)組count的第k個元素就是k在壓縮前的數(shù)組中出現(xiàn)count[k]個。以示例1count為例

[0,4,3,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]

解壓的過程如下:

第0個元素為0,則解壓后的數(shù)組為[]
第1個元素為4,則解壓后的數(shù)組為[1,1,1,1]
第2個元素為3,則解壓后的數(shù)組為[1,1,1,1,2,2,2]
第3個元素為2,則解壓后的數(shù)組為[1,1,1,1,2,2,2,3,3]
第4個元素為2,則解壓后的數(shù)組為[1,1,1,1,2,2,2,3,3,4,4]
......
省略后續(xù)步驟

搞清楚count的數(shù)據(jù)特征后,選擇使用TreeMapcount進(jìn)行處理,將有效數(shù)字及其出現(xiàn)個數(shù)存儲起來(有效數(shù)字指的是count[k]不為0的元素)。根據(jù)就是根據(jù)題目要求分別處理以下指標(biāo):

最小值:TreeMap中第一個key

最大值:TreeMap中最后一個key

平均值:TreeMapkey之和除以value之和

中位數(shù):

計算出數(shù)組實際的元素個數(shù)(即value之和)

根據(jù)元素個數(shù)的奇偶性,獲取對應(yīng)的值

眾數(shù):出現(xiàn)次數(shù)最多的數(shù)字,即TreeMapvalue最大的鍵值對的key

實現(xiàn)代碼
    /**
     * 1093. 大樣本統(tǒng)計
     *
     * @param count
     * @return
     */
    public double[] sampleStats(int[] count) {
        // 使用TreeMap有序存儲數(shù)字及其出現(xiàn)次數(shù)
        TreeMap countMap = new TreeMap<>();
        double[] result = new double[5];
        // 總和
        double sum = 0L;
        // 數(shù)字出現(xiàn)總次數(shù)
        double total = 0L;
        // 最大出現(xiàn)次數(shù)
        long maxTimes = 0;
        // 最小值
        double min;
        // 最大值
        double max;
        // 平均值
        double average;
        // 中位數(shù)
        double middle = 0;
        // 眾數(shù),出現(xiàn)次數(shù)最多的數(shù)字
        double mode = 0;
        for (int i = 0; i < count.length; i++) {
            if (count[i] != 0) {
                countMap.put(i, count[i]);
                sum = sum + i * count[i];
                total += count[i];
                if (count[i] > maxTimes) {
                    maxTimes = count[i];
                    mode = i;
                }
            }
        }
        min = countMap.firstKey().doubleValue();
        max = countMap.lastKey().doubleValue();
        average = sum / total;
        // 是否為奇數(shù)
        boolean odd = total % 2 != 0;
        // 中位數(shù)索引
        int middleIndex = (int) ((total - 1) / 2);
        int index = -1;
        Iterator> it = countMap.entrySet().iterator();
        while (it.hasNext()) {
            Map.Entry entry = it.next();
            int num = entry.getKey();
            int times = entry.getValue();
            index += times;
            if (index > middleIndex) {
                middle = num;
                break;
            } else if (index == middleIndex) {
                if (odd) {
                    middle = num;
                    break;
                } else {
                    middle = (num + it.next().getKey()) / 2.0;
                    break;
                }
            }
        }
        result[0] = min;
        result[1] = max;
        result[2] = average;
        result[3] = middle;
        result[4] = mode;
        return result;
    }

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