Container With Most Water in DSA Java - Time & Space Complexity

Time Complexity: Container With Most Water

O(n)

Understanding Time Complexity

We want to understand how the time needed to find the container with the most water changes as the number of lines increases.

How does the number of operations grow when we have more lines to check?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

public int maxArea(int[] height) {
    int left = 0, right = height.length - 1;
    int maxArea = 0;
    while (left < right) {
        int area = Math.min(height[left], height[right]) * (right - left);
        maxArea = Math.max(maxArea, area);
        if (height[left] < height[right]) left++;
        else right--;
    }
    return maxArea;
}
    

This code finds the maximum water container by moving two pointers from both ends towards the center.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

• Primary operation: The while loop that moves pointers inward.
• How many times: The loop runs at most once for each element, so about n times where n is the number of lines.

How Execution Grows With Input

As the number of lines increases, the loop runs roughly once per line, so the operations grow in a straight line.

Input Size (n)	Approx. Operations
10	About 10
100	About 100
1000	About 1000

Pattern observation: The operations increase directly with input size, doubling input roughly doubles work.

Final Time Complexity

Time Complexity: O(n)

This means the time to find the max container grows linearly with the number of lines.

Common Mistake

[X] Wrong: "Because we check pairs of lines, the time is O(n²)."

[OK] Correct: The two-pointer method moves inward without checking all pairs, so it only does about n steps, not n squared.

Interview Connect

Understanding this linear time approach shows you can optimize from a simple but slow method to a smart, efficient one, a key skill in problem solving.

Self-Check

"What if we used a nested loop to check every pair of lines? How would the time complexity change?"

Practice

1. What does the Container With Most Water problem ask you to find given an array of heights?

easy

A. The minimum height of the lines in the array.

B. The maximum area of water that can be contained between two lines.

C. The total sum of all heights in the array.

D. The number of lines taller than a given height.

Solution

1. Step 1: Understand the problem statement

   The problem asks to find two lines which together with the x-axis form a container that holds the most water.

2. Step 2: Identify what to maximize

   We want to maximize the area between two lines, which is the width between them times the smaller height.

3. Final Answer:

   The maximum area of water that can be contained between two lines. -> Option B

4. Quick Check:

   Max area = max water container [OK]

Hint: Look for two lines maximizing min height * distance [OK]

Common Mistakes:

• Confusing maximum area with sum of heights
• Ignoring the smaller height between two lines
• Thinking it's about counting lines

2. Which of the following is the correct way to declare the two-pointer variables for solving the Container With Most Water problem in Java?

easy

A. int left = 0, right = heights.length;

B. int left = 1, right = heights.length;

C. int left = 1, right = heights.length - 1;

D. int left = 0, right = heights.length - 1;

Solution

1. Step 1: Understand array indexing in Java

   Arrays start at index 0, so the left pointer should start at 0.

2. Step 2: Set right pointer to last index

   The right pointer should be at the last element, which is length - 1.

3. Final Answer:

   int left = 0, right = heights.length - 1; -> Option D

4. Quick Check:

   Array indices start at 0 [OK]

Hint: Start pointers at 0 and length-1 for arrays [OK]

Common Mistakes:

• Starting pointers at 1 instead of 0
• Using length instead of length - 1 for last index
• Confusing array length with last index

3. What is the output of the following Java code snippet for the Container With Most Water problem?

int[] heights = {1, 8, 6, 2, 5, 4, 8, 3, 7};
int left = 0, right = heights.length - 1;
int maxArea = 0;
while (left < right) {
    int height = Math.min(heights[left], heights[right]);
    int width = right - left;
    maxArea = Math.max(maxArea, height * width);
    if (heights[left] < heights[right]) {
        left++;
    } else {
        right--;
    }
}
System.out.println(maxArea);

medium

A. 49

B. 56

C. 48

D. 50

Solution

1. Step 1: Initialize pointers and maxArea

   left=0, right=8, maxArea=0

2. Step 2: Iterate and calculate areas

   Calculate areas step-by-step: - left=0, right=8: min(1,7)=1, width=8, area=8, maxArea=8 - left=1, right=8: min(8,7)=7, width=7, area=49, maxArea=49 - left=1, right=7: min(8,3)=3, width=6, area=18, maxArea=49 - left=1, right=6: min(8,8)=8, width=5, area=40, maxArea=49 - left=1, right=5: min(8,4)=4, width=4, area=16, maxArea=49 - left=1, right=4: min(8,5)=5, width=3, area=15, maxArea=49 - left=1, right=3: min(8,2)=2, width=2, area=4, maxArea=49 - left=1, right=2: min(8,6)=6, width=1, area=6, maxArea=49 Loop ends when left >= right. This misses some pointer moves. Let's trace fully: - Start: left=0, right=8 area = min(1,7)*8=8 heights[left] left++ => left=1 - left=1, right=8 area = min(8,7)*7=49 heights[left]>heights[right] => right-- => right=7 - left=1, right=7 area = min(8,3)*6=18 heights[left]>heights[right] => right-- => right=6 - left=1, right=6 area = min(8,8)*5=40 heights[left]==heights[right] => right-- => right=5 - left=1, right=5 area = min(8,4)*4=16 heights[left]>heights[right] => right-- => right=4 - left=1, right=4 area = min(8,5)*3=15 heights[left]>heights[right] => right-- => right=3 - left=1, right=3 area = min(8,2)*2=4 heights[left]>heights[right] => right-- => right=2 - left=1, right=2 area = min(8,6)*1=6 heights[left]>heights[right] => right-- => right=1 - left=1, right=1 loop ends Max area found is 49. But the maximum area for this input is actually 49. However, 56 is 56, which is incorrect. Let's check if 56 is possible: - Between indices 1 and 6: min(8,8)*5=40 - Between indices 1 and 8: min(8,7)*7=49 - Between indices 2 and 8: min(6,7)*6=36 - Between indices 1 and 7: min(8,3)*6=18 - Between indices 0 and 8: min(1,7)*8=8 No 56 found. Therefore, correct answer is 49 -> 49.

3. Final Answer:

   49 -> Option A

4. Quick Check:

   Max area found = 49 [OK]

Hint: Move pointer with smaller height inward [OK]

Common Mistakes:

• Calculating area with max height instead of min
• Not updating maxArea correctly
• Moving wrong pointer in the loop

4. Identify the bug in the following Java code snippet for the Container With Most Water problem:

int[] heights = {1, 2, 4, 3};
int left = 0, right = heights.length - 1;
int maxArea = 0;
while (left <= right) {
    int height = Math.min(heights[left], heights[right]);
    int width = right - left;
    maxArea = Math.max(maxArea, height * width);
    if (heights[left] < heights[right]) {
        left++;
    } else {
        right--;
    }
}
System.out.println(maxArea);

medium

A. The pointers should both start at 0.

B. The width calculation should be right + left.

C. The loop condition should be left < right, not left <= right.

D. The maxArea should be initialized to Integer.MAX_VALUE.

Solution

1. Step 1: Analyze loop condition

   The loop runs while left <= right, which allows left == right, meaning width = 0.

2. Step 2: Understand impact on area calculation

   When left == right, width = 0, so area is zero and unnecessary iteration occurs. The correct condition is left < right to avoid zero width.

3. Final Answer:

   The loop condition should be left < right, not left <= right. -> Option C

4. Quick Check:

   Loop must stop before pointers meet [OK]

Hint: Use left < right to avoid zero width area [OK]

Common Mistakes:

• Using <= instead of < in loop condition
• Incorrect width calculation
• Wrong initialization of maxArea

5. Given an array of heights representing vertical lines, how would you modify the two-pointer approach to find the container with the most water if the lines can only be chosen at even indices?

hard

A. Initialize pointers at the first and last even indices, then move inward skipping odd indices.

B. Use a nested loop to check all pairs of even indices only.

C. Ignore the even index condition and apply the standard two-pointer approach.

D. Sort the array and then apply the two-pointer approach.

Solution

1. Step 1: Adjust pointers to even indices

   Start left pointer at index 0 (first even index) and right pointer at the last even index (length-1 or length-2 depending on parity).

2. Step 2: Move pointers inward skipping odd indices

   When moving pointers, increment or decrement by 2 to stay on even indices only.

3. Step 3: Calculate area as usual

   Calculate area using min height and width between pointers, update max area accordingly.

4. Final Answer:

   Initialize pointers at the first and last even indices, then move inward skipping odd indices. -> Option A

5. Quick Check:

   Restrict pointers to even indices [OK]

Hint: Move pointers by 2 to stay on even indices [OK]

Common Mistakes:

• Using standard two-pointer without skipping odd indices
• Sorting array which changes line positions
• Using nested loops causing higher complexity