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prefix sum Pattern

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database37 problemstune11/22/4 difficulty mixcategory6 linked topics

Pattern brief

Recognize first

Candidate's ability to efficiently use prefix and suffix products to avoid unnecessary calculations.

Solve rhythm

State the active state and invariant first, explain how each update preserves them, then pressure-test with counterexamples.

Most common miss

Incorrectly using division to calculate the product, which violates the problem's constraints.

Recognition signals

  • Candidate's ability to efficiently use prefix and suffix products to avoid unnecessary calculations.
  • Understanding of optimizing space complexity, especially avoiding extra arrays for prefix and suffix products.
  • Understanding the trade-off between preprocessing and query time is crucial.

Solve flow

  1. 1. Define the active state/window.
  2. 2. Update state while preserving invariants.
  3. 3. Validate with edge-heavy examples.

Common misses

  • Incorrectly using division to calculate the product, which violates the problem's constraints.
  • Not optimizing for multiple queries by recalculating sums from scratch.
  • Failing to precompute the prefix sum matrix, leading to inefficient solutions.

Recommended Ladder

Problem bank

prefix sum pattern bank

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Showing 24 / 37 problems

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238

Product of Array Except Self

Solve the 'Product of Array Except Self' problem by calculating the product of all elements except self for each index e…

Medium
303

Range Sum Query - Immutable

The Range Sum Query - Immutable problem involves implementing a data structure to handle range sum queries efficiently.

Easy
304

Range Sum Query 2D - Immutable

Design a 2D matrix class that efficiently handles sum queries with O(1) time complexity using a prefix sum approach.

Medium
724

Find Pivot Index

Find the pivot index in an array where the sums of elements on both sides are equal using array and prefix sum technique…

Easy
798

Smallest Rotation with Highest Score

Find the smallest rotation index with the highest score using array and prefix sum techniques.

Hard
1109

Corporate Flight Bookings

Solve Corporate Flight Bookings by marking range changes once, then building final seat totals with a single prefix sum …

Medium
1310

XOR Queries of a Subarray

Compute XOR results for multiple subarray queries using efficient prefix XOR to reduce repeated computation overhead in …

Medium
1371

Find the Longest Substring Containing Vowels in Even Counts

Find the longest substring with even counts of vowels using bitmasking and hash tables.

Medium
1413

Minimum Value to Get Positive Step by Step Sum

Find the minimum starting value to ensure the step-by-step sum of an array is always at least 1.

Easy
1422

Maximum Score After Splitting a String

Find the optimal split point in a binary string to maximize zeros on the left and ones on the right efficiently.

Easy
1480

Running Sum of 1d Array

Calculate the running sum of a given 1D array by updating each element to the sum of itself and all previous elements.

Easy
1664

Ways to Make a Fair Array

Solve Ways to Make a Fair Array by tracking parity sums before and after each removal with prefix-sum style accounting.

Medium
1732

Find the Highest Altitude

Find the highest altitude after a series of altitude changes during a road trip using prefix sum technique.

Easy
1737

Change Minimum Characters to Satisfy One of Three Conditions

This problem asks for the minimum operations to change two strings so that one of three conditions is met.

Medium
1744

Can You Eat Your Favorite Candy on Your Favorite Day?

Determine if you can eat a candy of your favorite type on a specific day, given daily limits and candy availability.

Medium
1829

Maximum XOR for Each Query

Find the maximum XOR for each query based on a sorted array and bit manipulation.

Medium
1854

Maximum Population Year

Find the earliest year with the highest population using an array plus counting approach.

Easy
1915

Number of Wonderful Substrings

Count the number of wonderful non-empty substrings of a given string based on frequency conditions of characters.

Medium
1930

Unique Length-3 Palindromic Subsequences

Count all unique length-3 palindromic subsequences in a string efficiently using hash tables and character positions.

Medium
1991

Find the Middle Index in Array

Find the smallest middle index where the sum of elements on the left equals the sum on the right using prefix sums effic…

Easy
2145

Count the Hidden Sequences

Given a sequence of differences, count how many hidden sequences fit within a range using an array and prefix sum approa…

Medium
2256

Minimum Average Difference

Find the index with the minimum average difference in an array using prefix sums.

Medium
2270

Number of Ways to Split Array

Count all valid ways to split a 0-indexed integer array into two non-empty parts using array plus prefix sum logic effic…

Medium
2438

Range Product Queries of Powers

The Range Product Queries of Powers problem requires calculating the product of powers of 2 for a range of queries on a …

Medium

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Array plus Prefix Sum LeetCode Pattern: 37 Solutions