Data Structures — Visual Learning

Arrays —
The foundation of everything.

Arrays are where DSA begins. Once you can see every index, every pointer, every element shifting in real time — everything else clicks. Run your own Python array code and watch it execute step by step.

10Visual lessons
PythonLanguage
Freein beta

What are Arrays?

An array is an ordered collection of elements stored at contiguous memory locations. Every index maps directly to a memory address — which is why access is O(1). Once you understand arrays, every other data structure starts making sense because they're all built on top of this idea.

Why visualization changes everything

It's one thing to know that arr[2] = 5 assigns a value. It's another to watch the memory slot light up, the index pointer move, and the value update in real time. LearnBug removes all ambiguity — paste your array code, hit run, and see exactly what happens.

YouTube — Arrays Explained Visually
📺 Drop your YouTube embed here — array operations walkthrough
LearnBug — Arrays in action
🖼 Add a screenshot of sliding window or two-pointer running on LearnBug
10 Lessons

Every array operation, animated

From basic traversal to interview-critical patterns — see each one execute live.

Two Pointer Technique

Watch two indices close in from both ends simultaneously. The pattern behind pair sum, palindrome check, and container with most water.

O(n)In-placeInterview Fav

Sliding Window

See a fixed-size or variable-size window slide across the array. Max subarray sum, longest substring without repeating — all visualized.

O(n)SubarrayMax/Min

Binary Search

Watch the search space halve at every step. See low, mid, high pointers converge on the target in O(log n) time.

O(log n)Sorted ArrayDivide & Conquer

Kadane's Algorithm

Maximum subarray sum in O(n). Watch the running sum decision — extend the subarray or start fresh — play out at every element.

O(n)Max SubarrayDP Classic

Prefix Sum

Precompute cumulative sums to answer range queries in O(1). Watch the prefix array build and see instant subarray sum lookups.

O(1) QueriesPrecomputeRange Sum

Merge Sorted Arrays

Classic two-pointer merge. Watch both pointers advance and smaller elements flow into the result array in sorted order.

Two PointerO(n+m)Merge Sort Step

Rotate Array

Three-reversal trick vs extra space. Watch elements shift positions and understand the O(n) in-place trick step by step.

In-placeReversalO(n)

Find Duplicate

Brute force, hash set, and Floyd's cycle approach. Watch three different methods find the duplicate — and see why complexity differs.

Hash SetFloyd's CycleO(1) Space

2D Array Traversal

Row by row, column by column, diagonal, spiral — watch the pointer navigate every path through the grid in real time.

GridMatrixSpiral Order

Array Index Out of Bounds

The most common beginner mistake. Watch the pointer walk past the last valid index and see exactly why the error fires.

IndexErrorOff-by-OneDebug
Key Concepts

What you'll understand after these lessons

Why array access is O(1)
See how index maps directly to memory and why there's no searching involved.
When to use two pointers
Recognize the pattern and apply it to reduce O(n²) solutions to O(n).
How sliding window avoids re-computation
Watch the window slide and see why it's faster than nested loops.
Why off-by-one errors happen
See the exact index where your loop goes one step too far.

Run your own array code on LearnBug

Paste your solution — bugs and all. See exactly where your index logic goes wrong.

Open Playground →