Container With Most Water

To solve this coding challenge, the goal is to identify two vertical lines from the given array that, along with the x-axis, can contain the most water. The problem is essentially about finding the maximum area that can be enclosed by the lines, where the area is defined by the minimum of the two lines multiplied by the distance between them.

# Explanation

The approach to solving this problem efficiently involves using a two-pointer technique. Here’s a step-by-step breakdown of the thought process and the methodology:
  1. Initialize Two Pointers : Start by placing one pointer at the beginning (left) and the other at the end (right) of the array.
  2. Calculate the Area : For the container formed by the lines at these two pointers, calculate the area. The area is determined by the shorter of the two lines (since water cannot go above the shorter line) multiplied by the distance between the two lines.
  3. Update Maximum Area : Keep track of the maximum area observed so far.
  4. Move Pointers : To attempt to find a larger area, move the pointer that is at the shorter line. This is because moving the longer line inward would only decrease the width of the container while not necessarily increasing the height, which could potentially result in a smaller or equal area.
  5. Repeat : Continue the process until the two pointers meet.
  6. Below is the pseudocode with comments for clearer understanding:
    Detailed Steps in Pseudocode
  7. Initialize Variables :
    • Set
      left
      pointer to 0 (start of the array)
    • Set
      right
      pointer to
      n-1
      (end of the array)
    • Initialize
      max_area
      to 0 to keep track of the maximum water area
  8. While Loop :
    • Run the loop until
      left
      is less than
      right
      • Calculate the height of the water using the shorter of the two lines
      • Calculate the width between the lines (right - left)
      • Compute the current area as height * width
      • Update
        max_area
        if the current area is larger than the previous maximum
      • Move the pointer at the shorter line inward towards the center of the array
  9. Return :
    • Once the loop ends, return the
      max_area
      which holds the maximum water that can be contained
    Pseudocode with Comments
                                                
    // Initialize variables
    left = 0                                   // Pointer at the beginning
    right = len(height) - 1                    // Pointer at the end
    max_area = 0                               // Max area initialized to 0
    
    // Iterate while the left pointer is less than the right pointer
    while left < right:
    
    // Calculate the height using the shorter of the two lines
    current_height = min(height[left], height[right])
    
    // Calculate the width between the two lines
    current_width = right - left
    
    // Calculate the current area
    current_area = current_height * current_width
    
    // Update max_area if the current area is larger
    if current_area > max_area:
    max_area = current_area
    
    // Move the pointer at the shorter line inward
    if height[left] < height[right]:
    left = left + 1
    else:
    right = right - 1
    
    // Return the maximum area found
    return max_area
    
                                            
    # Explanation
  10. Initialize Variables : We start by setting pointers
    left
    at index 0 and
    right
    at the last index of the array. The variable
    max_area
    is used to track the maximum area found during the loop.
  11. Loop Until Pointers Meet : The loop runs until
    left
    meets
    right
    . In each iteration of the loop, we:
    • Determine the height of the water: Since water cannot exceed the shorter of the two lines, the height is the minimum of the heights at the two pointers.
    • Compute the width between the pointers as the difference between
      right
      and
      left
      .
    • Calculate the area and update
      max_area
      if this new area is greater.
  12. Move Pointer : Depending on which line is shorter, we move the corresponding pointer inward to potentially find a larger area. This ensures that we always consider the possibility of a taller line that could increase the water contained.
  13. Return Result : After the loop completes, the
    max_area
    will contain the maximum water that can be held between any two lines in the array.
This approach is efficient with a time complexity of O(n) and solves the problem optimally by making a single pass through the array while adjusting the pointers intelligently.