1093. 大样本统计

或许不安或许迷惑，但迷雾遮挡不住前方的光亮，有梦可待。

LC每日一题，参考1093. 大样本统计 - 力扣（Leetcode）。

题目

我们对 0 到 255 之间的整数进行采样，并将结果存储在数组 count 中：count[k] 就是整数 k 在样本中出现的次数。

计算以下统计数据:

• minimum ：样本中的最小元素。
• maximum ：样品中的最大元素。
• mean ：样本的平均值，计算为所有元素的总和除以元素总数。
• median ：
  • 如果样本的元素个数是奇数，那么一旦样本排序后，中位数 median 就是中间的元素。
  • 如果样本中有偶数个元素，那么中位数median 就是样本排序后中间两个元素的平均值。
• mode ：样本中出现次数最多的数字。保众数是 唯一 的。

以浮点数数组的形式返回样本的统计信息 **[minimum, maximum, mean, median, mode] 。与真实答案误差在 **10^5 **内的答案都可以通过。

输入：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]
输出：[1.00000,3.00000,2.37500,2.50000,3.00000]
解释：用count表示的样本为[1,2,2,2,3,3,3,3]。
最小值和最大值分别为1和3。
均值是(1+2+2+2+3+3+3+3) / 8 = 19 / 8 = 2.375。
因为样本的大小是偶数，所以中位数是中间两个元素2和3的平均值，也就是2.5。
众数为3，因为它在样本中出现的次数最多。
输入：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]
输出：[1.00000,4.00000,2.18182,2.00000,1.00000]
解释：用count表示的样本为[1,1,1,1,2,2,3,3,3,4,4]。
最小值为1，最大值为4。
平均数是(1+1+1+1+2+2+2+3+3+4+4)/ 11 = 24 / 11 = 2.18181818…(为了显示，输出显示了整数2.18182)。
因为样本的大小是奇数，所以中值是中间元素2。
众数为1，因为它在样本中出现的次数最多。

解题思路

• 模拟：直接遍历模拟,第一次遍历样本长度,第二次遍历统计数据。

模拟两次便利

class Solution {
    public double[] sampleStats(int[] count) {
        //统计最值
        double minimum = -1,maximum = 0,sum = 0;
        int mode = 0,size = 0;
        double num1 = -1,num2 = -1;
        for(int i = 0; i < count.length; size += count[i++]);//求长度
        boolean flag = size%2==0;
        for(int i = 0,cnt = -1; i < count.length; i++) {
            double len = count[i];
            if(len == 0) continue;
            if(minimum == -1) minimum = i;//最小值
            maximum = i;//最大值
            sum += (double)i * len; //平均值
            if(flag&&num1==-1 &&size/2-1 > cnt&& size/2-1 <= cnt+len) num1 = i;
            if(num2==-1 &&size/2 > cnt && size/2 <= cnt+len) num2 = i; 
            cnt += len;//中位数
            if(len > count[mode]) mode = i;
        }
        return new double[]{minimum,maximum,sum/size,flag?(num1+num2)/2 : num2,mode};
    }
}

复杂度分析

• 时间复杂度：O(n)，一重循环遍历,n为数组长度固定为256。
• 空间复杂度：O(1)，只使用常量空间。