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Computer ScienceComputer Science318 views·Updated 18 Aug 2026·4 pages

Understanding Data Representation in Computing

user profile picture
Munsif Shameem@munsifshameem

Ever wondered how computers actually store and process all the...

1
of 4
Data Representation - Knowledge  – page 1

Binary Numbers and Conversion

Your computer speaks only one language: binary. Instead of our usual base 10 system (denary), computers use base 2 - just 0s and 1s to represent everything.

Converting between binary and denary is straightforward once you get the hang of it. For denary to binary, write down the binary place values, put a 1 in the largest place that doesn't exceed your number, subtract that value, then repeat. Going the other way is even easier - just add up the place values where you see a 1.

Two's complement handles negative numbers in binary. To convert a negative denary number, write it as positive binary using full bit length, flip all the bits (invert), then add 1. Converting back? Subtract 1, invert, and stick a minus sign in front.

Quick Tip: Practice with small numbers first - once you master 4-bit conversions, 8-bit and 16-bit become much easier!

2
of 4
Data Representation - Knowledge  – page 2

Floating Point Numbers and Character Encoding

Floating point representation lets computers handle decimal numbers using three key components. The mantissa contains the actual digits, the exponent shows where to place the decimal point, and the sign bit indicates positive or negative. Remember MARE - Mantissa Accuracy Range Exponent!

More bits for the mantissa means better accuracy, whilst more bits for the exponent increases the range of possible numbers. It's always a trade-off between precision and range.

For text, computers use ASCII 78bits7-8 bits and Unicode (16 bits) to represent characters. ASCII works fine for basic English characters but uses less storage, while Unicode handles international characters and symbols - perfect for our globalised world. Python's chr() and ord() functions convert between characters and their numeric codes.

Pro Tip: Unicode's extra bits mean it can represent over 65,000 different characters - that's why you can use emojis and foreign language symbols!

3
of 4
Data Representation - Knowledge  – page 3

Vector Graphics

Vector graphics store images as mathematical instructions rather than individual pixels - think of them as recipes for drawing shapes. This approach offers brilliant advantages for certain applications.

You can scale vector images to any size without losing quality, making them perfect for logos and illustrations. Individual objects can be edited independently, and they convert easily to bitmap formats when needed. File sizes stay relatively small because you're storing instructions, not every single pixel.

However, vector graphics struggle with realistic images like photographs. You can only edit whole objects, not tiny details, and their appearance depends on your output hardware or software.

Real-World Example: Company logos are almost always vector graphics - they need to look crisp whether they're on a business card or a billboard!

4
of 4
Data Representation - Knowledge  – page 4

Bitmap Graphics and Comparison

Bitmap graphics work like digital mosaics - each image consists of individual pixels, with binary numbers representing each colour. The bit depth determines how many colours are possible.

Bitmaps excel at realistic images like photographs, allowing pixel-level editing for effects like blur or spray paint. They'll look identical on any system, regardless of hardware differences.

The downside? Scaling causes ugly pixellation, file sizes can be massive, and converting to vector format is nearly impossible. Enlarging images requires resampling, which increases file size significantly.

Quick comparison: Choose bitmaps for realistic images where you need pixel-perfect editing and consistent appearance. Pick vectors for scalable graphics like logos where you need to edit individual elements and keep file sizes manageable.

Memory Aid: Think "Bitmap = Photography, Vector = Illustration" - this covers most real-world applications you'll encounter.

We thought you’d never ask...

Our AI Companion is a student-focused AI tool that offers more than just answers. Built on millions of Knowunity resources, it provides relevant information, personalised study plans, quizzes, and content directly in the chat, adapting to your individual learning journey.

You can download the app from Google Play Store and Apple App Store.

That's right! Enjoy free access to study content, connect with fellow students, and get instant help – all at your fingertips.

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Computer ScienceComputer Science318 views·Updated 18 Aug 2026·4 pages

Understanding Data Representation in Computing

user profile picture
Munsif Shameem@munsifshameem

Ever wondered how computers actually store and process all the text, images, and numbers you see on screen? Everything your computer handles - from the letter 'A' to your favourite memes - gets converted into binary code (just 0s and...

1
of 4
Data Representation - Knowledge  – page 1

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Binary Numbers and Conversion

Your computer speaks only one language: binary. Instead of our usual base 10 system (denary), computers use base 2 - just 0s and 1s to represent everything.

Converting between binary and denary is straightforward once you get the hang of it. For denary to binary, write down the binary place values, put a 1 in the largest place that doesn't exceed your number, subtract that value, then repeat. Going the other way is even easier - just add up the place values where you see a 1.

Two's complement handles negative numbers in binary. To convert a negative denary number, write it as positive binary using full bit length, flip all the bits (invert), then add 1. Converting back? Subtract 1, invert, and stick a minus sign in front.

Quick Tip: Practice with small numbers first - once you master 4-bit conversions, 8-bit and 16-bit become much easier!

2
of 4
Data Representation - Knowledge  – page 2

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Floating Point Numbers and Character Encoding

Floating point representation lets computers handle decimal numbers using three key components. The mantissa contains the actual digits, the exponent shows where to place the decimal point, and the sign bit indicates positive or negative. Remember MARE - Mantissa Accuracy Range Exponent!

More bits for the mantissa means better accuracy, whilst more bits for the exponent increases the range of possible numbers. It's always a trade-off between precision and range.

For text, computers use ASCII 78bits7-8 bits and Unicode (16 bits) to represent characters. ASCII works fine for basic English characters but uses less storage, while Unicode handles international characters and symbols - perfect for our globalised world. Python's chr() and ord() functions convert between characters and their numeric codes.

Pro Tip: Unicode's extra bits mean it can represent over 65,000 different characters - that's why you can use emojis and foreign language symbols!

3
of 4
Data Representation - Knowledge  – page 3

Sign up to see the content. It's free!

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  • Improve your grades
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Vector Graphics

Vector graphics store images as mathematical instructions rather than individual pixels - think of them as recipes for drawing shapes. This approach offers brilliant advantages for certain applications.

You can scale vector images to any size without losing quality, making them perfect for logos and illustrations. Individual objects can be edited independently, and they convert easily to bitmap formats when needed. File sizes stay relatively small because you're storing instructions, not every single pixel.

However, vector graphics struggle with realistic images like photographs. You can only edit whole objects, not tiny details, and their appearance depends on your output hardware or software.

Real-World Example: Company logos are almost always vector graphics - they need to look crisp whether they're on a business card or a billboard!

4
of 4
Data Representation - Knowledge  – page 4

Sign up to see the content. It's free!

  • Access to all documents
  • Improve your grades
  • Join milions of students

By signing up you accept Terms of Service and Privacy Policy

Bitmap Graphics and Comparison

Bitmap graphics work like digital mosaics - each image consists of individual pixels, with binary numbers representing each colour. The bit depth determines how many colours are possible.

Bitmaps excel at realistic images like photographs, allowing pixel-level editing for effects like blur or spray paint. They'll look identical on any system, regardless of hardware differences.

The downside? Scaling causes ugly pixellation, file sizes can be massive, and converting to vector format is nearly impossible. Enlarging images requires resampling, which increases file size significantly.

Quick comparison: Choose bitmaps for realistic images where you need pixel-perfect editing and consistent appearance. Pick vectors for scalable graphics like logos where you need to edit individual elements and keep file sizes manageable.

Memory Aid: Think "Bitmap = Photography, Vector = Illustration" - this covers most real-world applications you'll encounter.

We thought you’d never ask...

Our AI Companion is a student-focused AI tool that offers more than just answers. Built on millions of Knowunity resources, it provides relevant information, personalised study plans, quizzes, and content directly in the chat, adapting to your individual learning journey.

You can download the app from Google Play Store and Apple App Store.

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Students love us — and so will you.

4.6/5App Store
4.7/5Google Play

The app is very easy to use and well designed. I have found everything I was looking for so far and have been able to learn a lot from the presentations! I will definitely use the app for a class assignment! And of course it also helps a lot as an inspiration.

Stefan SiOS user

This app is really great. There are so many study notes and help [...]. My problem subject is French, for example, and the app has so many options for help. Thanks to this app, I have improved my French. I would recommend it to anyone.

Samantha KlichAndroid user

Wow, I am really amazed. I just tried the app because I've seen it advertised many times and was absolutely stunned. This app is THE HELP you want for school and above all, it offers so many things, such as workouts and fact sheets, which have been VERY helpful to me personally.

AnnaiOS user