Count the Hidden Sequences
MediumUpdated: Aug 2, 2025
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Problem
You are given a 0-indexed array of n integers differences, which describes the differences between each pair of consecutive integers of a hidden sequence of length (n + 1). More formally, call the hidden sequence hidden, then we have that differences[i] = hidden[i + 1] - hidden[i].
You are further given two integers lower and upper that describe the inclusive range of values [lower, upper] that the hidden sequence can contain.
- For example, given
differences = [1, -3, 4],lower = 1,upper = 6, the hidden sequence is a sequence of length4whose elements are in between1and6(inclusive).[3, 4, 1, 5]and[4, 5, 2, 6]are possible hidden sequences.[5, 6, 3, 7]is not possible since it contains an element greater than6.[1, 2, 3, 4]is not possible since the differences are not correct.
Return the number of possible hidden sequences there are. If there are no possible sequences, return 0.
Examples
Example 1:
Input: differences = [1,-3,4], lower = 1, upper = 6
Output: 2
Explanation: The possible hidden sequences are:
- [3, 4, 1, 5]
- [4, 5, 2, 6]
Thus, we return 2.
Example 2:
Input: differences = [3,-4,5,1,-2], lower = -4, upper = 5
Output: 4
Explanation: The possible hidden sequences are:
- [-3, 0, -4, 1, 2, 0]
- [-2, 1, -3, 2, 3, 1]
- [-1, 2, -2, 3, 4, 2]
- [0, 3, -1, 4, 5, 3]
Thus, we return 4.
Example 3:
Input: differences = [4,-7,2], lower = 3, upper = 6
Output: 0
Explanation: There are no possible hidden sequences. Thus, we return 0.
Constraints:
n == differences.length1 <= n <= 10^5-10^5 <= differences[i] <= 10^5-10^5 <= lower <= upper <= 10^5
Solution
Method 1 - Using Prefix sum
- The differences array tells you the change in values for a sequence. Starting with some initial value (let's call it
hidden[0]), you can compute all subsequent values in the sequence using the differences. - You are tasked with finding how many valid sequences exist, such that the elements are within the range
[lower, upper]. Here are key insights: - The sequence is fully determined if we know
hidden[0]since all subsequent values can be calculated using the differences array. - Valid sequences have all values within
[lower, upper]. Thus, we need to identify the range of values forhidden[0]that does not produce values outside[lower, upper].
Here is the approach:
- Compute cumulative sums from the
differencesarray to find the largest and smallest values in the generated sequence relative tohidden[0]. - Find the range for
hidden[0]that ensures all values remain within[lower, upper].
Code
Java
class Solution {
public int numberOfArrays(int[] differences, int lower, int upper) {
int minPossible = 0, maxPossible = 0; // Tracking cumulative sum range
int currSum = 0;
for (int d : differences) {
currSum += d;
minPossible = Math.min(minPossible, currSum);
maxPossible = Math.max(maxPossible, currSum);
if (maxPossible - minPossible > upper - lower) {
return 0;
}
}
// Valid starting values for hidden[0]:
return upper - maxPossible - (lower - minPossible) + 1;
}
}
Python
class Solution:
def numberOfArrays(self, differences: List[int], lower: int, upper: int) -> int:
min_val, max_val = 0, 0 # Tracks cumulative sum range
curr_sum = 0
for diff in differences:
curr_sum += diff
min_val = min(min_val, curr_sum)
max_val = max(max_val, curr_sum)
if max_val - min_val > upper - lower:
return 0
# Calculate the range of valid starting values for hidden[0]
return upper - max_val - (lower - min_val) + 1
Complexity
- ⏰ Time complexity:
O(n)wherenis the length of the differences array (cumulative sums involve a single traversal). - 🧺 Space complexity:
O(1)as we only use a few variables for computation.