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. Hereβs a step-by-step breakdown of the thought process and the methodology:- Initialize Two Pointers : Start by placing one pointer at the beginning (left) and the other at the end (right) of the array.
- 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.
- Update Maximum Area : Keep track of the maximum area observed so far.
- 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.
- Repeat : Continue the process until the two pointers meet. Below is the pseudocode with comments for clearer understanding:
- Initialize Variables :
-
Set
left
-
Set
right
n-1
-
Initialize
max_area
- While Loop :
-
Run the loop until
left
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
- Move the pointer at the shorter line inward towards the center of the array
- Return :
-
Once the loop ends, return the
max_area
-
Initialize Variables
: We start by setting pointers
left
right
max_area
-
Loop Until Pointers Meet
: The loop runs until
left
right
- 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
left
-
Calculate the area and update
max_area
- 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.
-
Return Result
: After the loop completes, the
max_area
Detailed Steps in Pseudocode
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