2270. Number of Ways to Split Array

You are given a 0-indexed integer array nums of length n.

nums contains a valid split at index i if the following are true:

  • The sum of the first i + 1 elements is greater than or equal to the sum of the last n - i - 1 elements.
  • There is at least one element to the right of i. That is, 0 <= i < n - 1.

Return the number of valid splits in nums.

Example 1:

Input: nums = [10,4,-8,7]
Output: 2
Explanation:
There are three ways of splitting nums into two non-empty parts:
- Split nums at index 0. Then, the first part is [10], and its sum is 10. The second part is [4,-8,7], and its sum is 3. Since 10 >= 3, i = 0 is a valid split.
- Split nums at index 1. Then, the first part is [10,4], and its sum is 14. The second part is [-8,7], and its sum is -1. Since 14 >= -1, i = 1 is a valid split.
- Split nums at index 2. Then, the first part is [10,4,-8], and its sum is 6. The second part is [7], and its sum is 7. Since 6 < 7, i = 2 is not a valid split.
Thus, the number of valid splits in nums is 2.

Example 2:

Input: nums = [2,3,1,0]
Output: 2
Explanation:
There are two valid splits in nums:
- Split nums at index 1. Then, the first part is [2,3], and its sum is 5. The second part is [1,0], and its sum is 1. Since 5 >= 1, i = 1 is a valid split.
- Split nums at index 2. Then, the first part is [2,3,1], and its sum is 6. The second part is [0], and its sum is 0. Since 6 >= 0, i = 2 is a valid split.

Constraints:

  • 2 <= nums.length <= 105
  • -105 <= nums[i] <= 105

Approach 01:

#include <vector>
using namespace std;

class Solution {
public:
    int waysToSplitArray(vector<int>& nums) {
        int n = nums.size();
        vector<long long> prefixSum(n + 1, 0);

        // Compute the prefix sum where prefixSum[i] holds the sum of elements from nums[0] to nums[i-1]
        for (int i = 0; i < n; ++i) {
            prefixSum[i + 1] = prefixSum[i] + nums[i];
        }

        long long totalSum = prefixSum[n];
        long long validSplitCount = 0;

        // Check each position for a valid split
        for (int i = 0; i < n - 1; i++) {
            if (prefixSum[i + 1] >= (totalSum - prefixSum[i + 1])) {
                ++validSplitCount;
            }
        }

        return validSplitCount;
    }
};
from typing import List

class Solution:
    def waysToSplitArray(self, nums: List[int]) -> int:
        n = len(nums)
        prefixSum = [0] * (n + 1)

        # Compute the prefix sum where prefixSum[i] holds the sum of elements from nums[0] to nums[i-1]
        for i in range(n):
            prefixSum[i + 1] = prefixSum[i] + nums[i]

        totalSum = prefixSum[n]
        validSplitCount = 0

        # Check each position for a valid split
        for i in range(n - 1):
            if prefixSum[i + 1] >= (totalSum - prefixSum[i + 1]):
                validSplitCount += 1

        return validSplitCount

Time Complexity:

  • Prefix Sum Calculation:
    • The prefix sum is calculated by iterating over the array once. This step has a time complexity of \( O(n) \), where \( n \) is the size of the input array nums.
  • Valid Split Check:
    • The valid split check involves iterating through the array once again (up to \( n – 1 \) positions), which takes \( O(n) \) time.
  • Overall Time Complexity:

    \( O(n) \), where \( n \) is the size of the input array nums.

Space Complexity:

  • Prefix Sum Array:
    • The space complexity is dominated by the prefixSum array, which stores cumulative sums and has a size of \( O(n) \).
  • Auxiliary Variables:
    • The auxiliary variables totalSum and validSplitCount require \( O(1) \) space.
  • Overall Space Complexity:

    \( O(n) \), due to the space required for the prefix sum array.

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