Problem Statement:
Given a binary array arr (containing only 0s and 1s), you need to find the length of the longest subarray that contains only 1s after flipping exactly one contiguous subarray of 0s to 1s.
Approach:
To solve this problem efficiently, we can break it down into a series of steps. The key idea is to first identify and group contiguous segments of 0s and 1s. By analyzing these segments, we can determine the best place to flip a segment of 0s to maximize the length of 1s.
Step-by-Step Explanation:
-
Identify Contiguous Segments:
- Traverse the array and group contiguous segments of
0s and1s. - Store the lengths of these segments in a list called
freq.
- Traverse the array and group contiguous segments of
-
Calculate Maximum Possible Length After Flip:
- Iterate through the
freqlist and evaluate the maximum possible length of1s that can be obtained by flipping one segment of0s. - Specifically, focus on segments of
0s surrounded by1s (e.g.,[1s] 0 [1s]):- The effective length of
1s after flipping a segment of0s is the sum of the lengths of the surrounding1s plus the length of the0segment.
- The effective length of
- Also, consider edge cases where the array contains only one segment of
1s or where the flip results in a continuous segment of1s.
- Iterate through the
-
Edge Case Handling:
- If the array has only two segments and the first is all
0s, flipping all the0s results in a segment of lengthn-1(ifnis the length of the array), as flipping an empty array would trivially not yield any1s.
- If the array has only two segments and the first is all
Example:
For an array like [1, 0, 0, 1, 1, 0, 1]:
- Segments are:
[1],[2],[2],[1]. - Possible flips:
- Flip the first segment of
0s: results in[3]. - Flip the second segment of
0s: results in[4].
- Flip the first segment of
- The maximum possible length of
1s is4.
Complexity:
-
Time Complexity: The solution runs in
O(N)time, whereNis the length of the array. This is because we make a single pass through the array to build thefreqlist and then another pass to calculate the maximum possible length of1s. -
Space Complexity: The space complexity is
O(N)due to the storage used by thefreqlist.