Prefix Sum Array - Implementation and Applications in Competitive Programming

Prefix Sum Array – Implementation and Applications in Competitive Programming

Difficulty Level : Medium
Last Updated : 04 Jul, 2020

Given an array arr[] of size n, its prefix sum array is another array prefixSum[] of same size such that the value of prefixSum[i] is arr[0] + arr[1] + arr[2] … arr[i].

Examples :

Input  : arr[] = {10, 20, 10, 5, 15}
Output : prefixSum[] = {10, 30, 40, 45, 60}

Explanation : While traversing the array, update 
the element by adding it with its previous element.
prefixSum[0] = 10, 
prefixSum[1] = prefixSum[0] + arr[1] = 30, 
prefixSum[2] = prefixSum[1] + arr[2] = 40 and so on.

Recommended: Please solve it on “PRACTICE ” first, before moving on to the solution.

To fill prefix sum array, we run through index 1 to last and keep on adding present element with previous value in prefix sum array.

Below is the implementation :

C++

// C++ program for Implementing 
// prefix sum array 
#include <bits/stdc++.h> 
using namespace std; 
  
// Fills prefix sum array 
void fillPrefixSum(int arr[], int n, int prefixSum[]) 
{ 
    prefixSum[0] = arr[0]; 
  
    // Adding present element 
    // with previous element 
    for (int i = 1; i < n; i++) 
        prefixSum[i] = prefixSum[i - 1] + arr[i]; 
} 
  
// Driver Code 
int main() 
{ 
    int arr[] = { 10, 4, 16, 20 }; 
    int n = sizeof(arr) / sizeof(arr[0]); 
    int prefixSum[n]; 
  
    fillPrefixSum(arr, n, prefixSum); 
    for (int i = 0; i < n; i++) 
        cout << prefixSum[i] << " "; 
} 

Java

// Java Program for Implementing 
// prefix sum arrayclass 
class Prefix { 
    // Fills prefix sum array 
    static void fillPrefixSum(int arr[], int n, 
                              int prefixSum[]) 
    { 
        prefixSum[0] = arr[0]; 
  
        // Adding present element 
        // with previous element 
        for (int i = 1; i < n; ++i) 
            prefixSum[i] = prefixSum[i - 1] + arr[i]; 
    } 
  
    // Driver code 
    public static void main(String[] args) 
    { 
        int arr[] = { 10, 4, 16, 20 }; 
        int n = arr.length; 
        int prefixSum[] = new int[n]; 
  
        fillPrefixSum(arr, n, prefixSum); 
  
        for (int i = 0; i < n; i++) 
            System.out.print(prefixSum[i] + " "); 
        System.out.println(""); 
    } 
} 
  
// This Code is Contributed by Saket Kumar 

Python3

# Python Program for Implementing  
# prefix sum array 
  
# Fills prefix sum array 
def fillPrefixSum(arr, n, prefixSum): 
  
    prefixSum[0] = arr[0] 
  
    # Adding present element 
    # with previous element 
    for i in range(1, n): 
        prefixSum[i] = prefixSum[i - 1] + arr[i] 
  
# Driver code 
arr =[10, 4, 16, 20 ] 
n = len(arr) 
  
prefixSum = [0 for i in range(n + 1)] 
  
fillPrefixSum(arr, n, prefixSum) 
  
for i in range(n): 
    print(prefixSum[i], " ", end ="") 
  
# This code is contributed 
# by Anant Agarwal. 

C#

// C# Program for Implementing 
// prefix sum arrayclass 
using System; 
  
class GFG { 
    // Fills prefix sum array 
    static void fillPrefixSum(int[] arr, int n, 
                              int[] prefixSum) 
    { 
        prefixSum[0] = arr[0]; 
  
        // Adding present element 
        // with previous element 
        for (int i = 1; i < n; ++i) 
            prefixSum[i] = prefixSum[i - 1] + arr[i]; 
    } 
  
    // Driver code 
    public static void Main() 
    { 
        int[] arr = { 10, 4, 16, 20 }; 
        int n = arr.Length; 
        int[] prefixSum = new int[n]; 
  
        fillPrefixSum(arr, n, prefixSum); 
  
        for (int i = 0; i < n; i++) 
            Console.Write(prefixSum[i] + " "); 
        Console.Write(""); 
    } 
} 
  
// This Code is Contributed by nitin mittal 

PHP

<?php 
// PHP program for  
// Implementing prefix  
// sum array 
  
// Fills prefix sum array 
function fillPrefixSum($arr,  
                       $n) 
{ 
    $prefixSum = array(); 
    $prefixSum[0] = $arr[0]; 
  
    // Adding present element  
    // with previous element 
    for ($i = 1; $i < $n; $i++) 
        $prefixSum[$i] = $prefixSum[$i - 1] +  
                                    $arr[$i]; 
          
    for ($i = 0; $i < $n; $i++) 
        echo $prefixSum[$i] . " "; 
} 
  
// Driver Code 
$arr = array(10, 4, 16, 20); 
$n = count($arr); 
  
fillPrefixSum($arr, $n); 
  
// This code is contributed 
// by Sam007 
?> 

Output:

10 14 30 50

Applications :

Equilibrium index of an array : Equilibrium index of an array is an index such that the sum of elements at lower indexes is equal to the sum of elements at higher indexes.
Find if there is a subarray with 0 sum : Given an array of positive and negative numbers, find if there is a subarray (of size at-least one) with 0 sum.
Maximum subarray size, such that all subarrays of that size have sum less than k : Given an array of n positive integers and a positive integer k, the task is to find the maximum subarray size such that all subarrays of that size have sum of elements less than k.
Find the prime numbers which can written as sum of most consecutive primes : Given an array of limits. For every limit, find the prime number which can be written as the sum of the most consecutive primes smaller than or equal to limit.
Longest Span with same Sum in two Binary arrays : Given two binary arrays arr1[] and arr2[] of same size n. Find length of the longest common span (i, j) where j >= i such that arr1[i] + arr1[i+1] + …. + arr1[j] = arr2[i] + arr2[i+1] + …. + arr2[j].
Maximum subarray sum modulo m : Given an array of n elements and an integer m. The task is to find the maximum value of the sum of its subarray modulo m i.e find the sum of each subarray mod m and print the maximum value of this modulo operation.
Maximum subarray size, such that all subarrays of that size have sum less than k : Given an array of n positive integers and a positive integer k, the task is to find the maximum subarray size such that all subarrays of that size have sum of elements less than k.
Maximum occurred integer in n ranges : Given n ranges of the form L and R, the task is to find the maximum occurred integer in all the ranges. If more than one such integer exits, print the smallest one.
Minimum cost for acquiring all coins with k extra coins allowed with every coin : You are given a list of N coins of different denominations. you can pay an amount equivalent to any 1 coin and can acquire that coin. In addition, once you have paid for a coin, we can choose at most K more coins and can acquire those for free. The task is to find the minimum amount required to acquire all the N coins for a given value of K.
Random number generator in arbitrary probability distribution fashion : Given n numbers, each with some frequency of occurrence. Return a random number with probability proportional to its frequency of occurrence.

An Example Problem :

Consider an array of size n with all initial values as 0. Perform given ‘m’ add operations from index ‘a’ to ‘b’ and evaluate highest element in array. An add operation adds 100 to all elements from a to b (both inclusive).

Example :

Input : n = 5 // We consider array {0, 0, 0, 0, 0}
        m = 3.
        a = 2, b = 4.
        a = 1, b = 3.
        a = 1, b = 2.
Output : 300

Explanation : 

After I operation -
A : 0 100 100 100 0

After II operation -
A : 100 200 200 100 0

After III operation -
A : 200 300 200 100 0

Highest element : 300

A simple approach is running a loop ‘m’ times. Inputting a and b and running a loop from a to b, adding all elements by 100.

Efficient approach using Prefix Sum Array :

1 : Run a loop for 'm' times, inputting 'a' and 'b'.
2 : Add 100 at index 'a' and subtract 100 from index 'b+1'.
3 : After completion of 'm' operations, compute the prefix sum array.
4 : Scan the largest element and we're done.

What we did was adding 100 at ‘a’ because this will add 100 to all elements while taking prefix sum array. Subtracting 100 from ‘b+1’ will reverse the changes made by adding 100 to elements from ‘b’ onward.

For better understanding :


After I operation -
A : 0 100 0 0 -100 
Prefix Sum Array : 0 100 100 100 0

After II operation -
A : 100 100 0 -100 -100
Prefix Sum Array : 100 200 200 100 0

After III operation -
A : 200 100 -100 -100 -100
Prefix Sum Array : 200 300 200 100 0

Final Prefix Sum Array : 200 300 200 100 0 

The required highest element : 300

C++

#include <bits/stdc++.h> 
using namespace std; 
  
int main() 
{ 
  
    int pre[5 + 1] = { 0 }; 
    // 5+1 bc range can end at last index 
    int m = 3, mx = 0; 
    for (int i = 0; i < m; i++) { 
        // take input a and b 
        int a, b; // 2 4 
        cin >> a >> b; // 1 3 
        // 1 2 
        // add 100 at first index and -100 
        // at last+1 index 
        pre[a] += 100; 
        pre[b + 1] += -100; 
    } 
    for (int i = 1; i <= 5; i++) { 
        // add all values in a cumulative way 
        pre[i] += pre[i - 1]; 
  
        // keep track of max value 
        mx = max(mx, pre[i]); 
    } 
    cout << mx; 
    return 0; 
} 
// This code is contributed by Varad Thokal 

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