Trapping Rain Water Using Stack in DSA Python - Practice Problems & Challenges

Challenge - 5 Problems

❓ Predict Output

intermediate

Output of Trapping Rain Water Calculation

What is the output of the following Python code that calculates trapped rain water using a stack?

DSA Python

def trap(height):
    stack = []
    water = 0
    for i, h in enumerate(height):
        while stack and height[stack[-1]] < h:
            top = stack.pop()
            if not stack:
                break
            distance = i - stack[-1] - 1
            bounded_height = min(height[stack[-1]], h) - height[top]
            water += distance * bounded_height
        stack.append(i)
    return water

print(trap([0,1,0,2,1,0,1,3,2,1,2,1]))

A 6

B 5

C 8

D 7

💡 Hint

Think about how the stack helps find boundaries to trap water between bars.

The code uses a stack to track indices of bars. When a higher bar is found, it calculates trapped water between the current bar and the last bar in the stack. The total trapped water for the input is 6 units.

🧠 Conceptual

intermediate

Understanding Stack Usage in Trapping Rain Water

Why do we use a stack in the trapping rain water problem?

A To sort the bars by height

B To store the amount of water trapped at each index

C To keep track of indices of bars that are not yet bounded by a higher bar on the right

D To reverse the order of the bars

💡 Hint

Think about how the stack helps find boundaries for trapping water.

The stack stores indices of bars that have not yet found a higher bar on the right side. When a higher bar appears, it helps calculate trapped water between bars.

🔧 Debug

advanced

Identify the Error in Trapping Rain Water Code

What error will this code raise when executed?

DSA Python

def trap(height):
    stack = []
    water = 0
    for i, h in enumerate(height):
        while stack and height[stack[-1]] <= h:
            top = stack.pop()
            if not stack:
                break
            distance = i - stack[-1] - 1
            bounded_height = min(height[stack[-1]], h) - height[top]
            water += distance * bounded_height
        stack.append(i)
    return water

print(trap([4,2,0,3,2,5]))

A Infinite loop

B IndexError due to empty stack access

C TypeError due to invalid operation

D No error, output is 9

💡 Hint

Check the condition in the while loop carefully.

The code uses <= in the while condition, which still works correctly and does not cause errors. The output for the input is 9 units of trapped water.

❓ Predict Output

advanced

Output of Modified Trapping Rain Water Code

What is the output of this modified trapping rain water code?

DSA Python

def trap(height):
    stack = []
    water = 0
    for i, h in enumerate(height):
        while stack and height[stack[-1]] < h:
            top = stack.pop()
            if not stack:
                break
            distance = i - stack[-1] - 1
            bounded_height = min(height[stack[-1]], h) - height[top]
            if bounded_height > 0:
                water += distance * bounded_height
        stack.append(i)
    return water

print(trap([4,2,0,3,2,5]))

A 10

B 9

C 8

D 7

💡 Hint

The added check prevents adding negative water amounts.

The added if condition avoids adding negative trapped water. The total trapped water remains 9 units for the input.

🚀 Application

expert

Maximum Water Trapped in Large Histogram

Given a histogram with heights [5,2,1,2,1,5,3,2,4,1], what is the maximum amount of water trapped using the stack method?

A 14

B 15

C 13

D 12

💡 Hint

Visualize the bars and trapped water between the highest boundaries.

The maximum trapped water calculated by the stack method for the given heights is 14 units.

Practice

1. What is the main purpose of using a stack in the Trapping Rain Water Using Stack algorithm?

easy

A. To store the total amount of trapped water

B. To sort the heights of bars in ascending order

C. To keep track of bars that are not yet processed for water trapping

D. To reverse the order of the height array

Solution

1. Step 1: Understand the role of the stack

   The stack stores indices of bars that are waiting to find a right boundary to trap water.

2. Step 2: Why not other options?

   The stack does not store water amount or sort bars; it helps find boundaries for trapped water.

3. Final Answer:

   To keep track of bars that are not yet processed for water trapping -> Option C

4. Quick Check:

   Stack tracks bars for trapping water = B [OK]

Hint: Stack holds bars waiting for right boundary [OK]

Common Mistakes:

• Thinking stack stores water amount
• Assuming stack sorts the bars
• Believing stack reverses the array

2. Which of the following Python code snippets correctly initializes an empty stack for the trapping rain water algorithm?

easy

A. stack = 0

B. stack = {}

C. stack = None

D. stack = []

Solution

1. Step 1: Identify correct stack initialization

   In Python, a stack is commonly represented by a list, so stack = [] initializes an empty stack.

2. Step 2: Why other options are wrong

   {} is a dictionary, None is no value, and 0 is an integer, none suitable for stack operations.

3. Final Answer:

   stack = [] -> Option D

4. Quick Check:

   Empty list for stack = A [OK]

Hint: Use empty list [] to create stack in Python [OK]

Common Mistakes:

• Using {} which creates a dictionary
• Assigning None instead of list
• Using integer 0 as stack

3. What is the output of the following code snippet that uses stack to calculate trapped rain water?

def trap(height):
    stack = []
    water = 0
    for i, h in enumerate(height):
        while stack and height[stack[-1]] < h:
            top = stack.pop()
            if not stack:
                break
            distance = i - stack[-1] - 1
            bounded_height = min(height[stack[-1]], h) - height[top]
            water += distance * bounded_height
        stack.append(i)
    return water

print(trap([0,1,0,2,1,0,1,3,2,1,2,1]))

medium

A. 6

B. 5

C. 4

D. 7

Solution

1. Step 1: Trace the algorithm with given heights

   The code calculates trapped water for heights [0,1,0,2,1,0,1,3,2,1,2,1]. The total trapped water is 6 units.

2. Step 2: Confirm calculation matches known example

   This is a classic example where trapped water is 6, matching the output of the code.

3. Final Answer:

   6 -> Option A

4. Quick Check:

   Trapped water = 6 [OK]

Hint: Classic example trap water = 6 units [OK]

Common Mistakes:

• Miscounting trapped water units
• Ignoring stack pop conditions
• Wrong distance or bounded height calculation

4. Identify the error in the following code snippet for trapping rain water using stack:

def trap(height):
    stack = []
    water = 0
    for i, h in enumerate(height):
        while stack and height[stack[-1]] <= h:
            top = stack.pop()
            if not stack:
                break
            distance = i - stack[-1] - 1
            bounded_height = min(height[stack[-1]], h) - height[top]
            water += distance * bounded_height
        stack.append(i)
    return water

print(trap([4,2,0,3,2,5]))

medium

A. The distance calculation is incorrect

B. The condition should be < instead of <=

C. The stack should be a queue

D. The water variable should be initialized to 1

Solution

1. Step 1: Check the while loop condition

   The condition height[stack[-1]] <= h causes popping even when heights are equal, which is incorrect for trapping water calculation.

2. Step 2: Correct condition and reason

   It should be height[stack[-1]] < h to pop only when current height is strictly greater, ensuring correct water trapping.

3. Final Answer:

   The condition should be < instead of <= -> Option B

4. Quick Check:

   Use < not <= in while condition [OK]

Hint: Use strict less than < in stack pop condition [OK]

Common Mistakes:

• Using <= causes wrong popping
• Confusing stack with queue
• Incorrect distance formula
• Initializing water to 1 instead of 0

5. Given the height array [3, 0, 2, 0, 4], what is the total trapped rain water calculated using the stack method? Explain how the stack helps in this calculation.

hard

A. 4

B. 7

C. 5

D. 6

Solution

1. Step 1: Calculate trapped water step-by-step

   Heights: [3,0,2,0,4]. Water trapped at position 1 is 3 units, at position 2 is 0 units, at position 3 is 1 unit. Total trapped water = 4 units.

2. Step 2: Explain stack role in calculation

   The stack stores indices of bars. When a higher bar is found, it pops lower bars and calculates trapped water using distance and bounded height between bars.

3. Final Answer:

   4 -> Option A

4. Quick Check:

   Stack helps find boundaries; trapped water = 4 [OK]

Hint: Stack finds left/right boundaries to calculate trapped water [OK]

Common Mistakes:

• Adding trapped water incorrectly
• Ignoring zero height bars
• Not using stack to find boundaries