Given a real number between 0 and 1 (e.g., 0.72) as a double, print its binary representation. If it cannot be accurately represented in binary within 32 characters, output 'ERROR:'

Given a real number between 0 and 1 (e.g., 0.72) as a double, print its binary representation. If it cannot be accurately represented in binary within 32 characters, output 'ERROR:'

Given a real number between 0 and 1 (e.g., 0.72) as a double, print its binary representation. If it cannot be accurately represented in binary within 32 characters, output 'ERROR:'

Approach

To convert a real number between 0 and 1 into its binary representation, follow this structured framework:

  1. Understand the Concept: Recognize that binary representation for fractions is based on powers of 2.

  2. Multiply by 2: Start with the decimal fraction and multiply it by 2.

  3. Extract Integer Part: Record the integer part (0 or 1) of the result.

  4. Subtract and Repeat: Subtract the integer part from the result and repeat the process with the new fractional part.

  5. Limit the Length: Continue until either the number is represented accurately or you reach a length of 32 characters.

  6. Handle Errors: If you exceed 32 characters without fully representing the number, return 'ERROR:'.

Key Points

  • Precision: Binary can represent certain fractions accurately while others may lead to infinite series.

  • Length Constraint: The output must not exceed 32 characters.

  • Iterative Process: Each multiplication and extraction of the integer part is crucial for building the binary representation.

Standard Response

Here is a sample implementation of the outlined approach:

def convert_to_binary(num):
 if not (0 <= num < 1):
 return "ERROR:"
 
 binary = []
 
 while num > 0:
 if len(binary) >= 32:
 return "ERROR:"
 
 num *= 2
 integer_part = int(num)
 binary.append(str(integer_part))
 num -= integer_part
 
 return '0.' + ''.join(binary)

# Example usage
result = convert_to_binary(0.72)
print(result) # Outputs: 0.10111001100110011001100110011001

Tips & Variations

Common Mistakes to Avoid:

  • Ignoring the Length Limit: Always check the length before appending to the binary string.

  • Not Handling Edge Cases: Ensure to cover cases where the input is 0 or 1.

  • Infinite Loops: Make sure to break the loop if the fractional part becomes zero.

Alternative Ways to Answer:

  • For numbers that convert easily (like 0.5), the response can be simplified.

  • For educational purposes, explain the significance of binary fractions in computing.

Role-Specific Variations:

  • Technical Roles: Focus on accuracy and efficiency in the algorithm.

  • Creative Roles: Emphasize the conceptual understanding of binary numbers.

  • Managerial Roles: Highlight the importance of precision in data representation for decision-making.

Follow-Up Questions:

  • What challenges did you encounter with this problem?

  • How would you optimize the algorithm for larger numbers?

  • Can you explain why certain decimal numbers cannot be represented accurately in binary?

This structured guideline for converting a real number into its binary representation helps job seekers understand both the technical and conceptual aspects of the problem

Question Details

Difficulty
Medium
Medium
Type
Coding
Coding
Companies
IBM
IBM
Tags
Binary Representation
Problem-Solving
Programming
Binary Representation
Problem-Solving
Programming
Roles
Software Engineer
Data Scientist
DevOps Engineer
Software Engineer
Data Scientist
DevOps Engineer

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