Given an array A of N integers and an integer K, write a program to print the number of subarrays in A whose sum is divisible by K.
Question
Given an array A of N integers and an integer K, write a program to print the number of subarrays in A whose sum is divisible by K.
Solution
Sure, here is a step-by-step approach to solve the problem:
-
Initialize a variable
countto 0, which will keep track of the number of subarrays whose sum is divisible by K. -
Create a dictionary
remainder_countto store the count of remainders obtained when the cumulative sum of elements in the array is divided by K. Initializeremainder_countwith a single key-value pair: (0, 1), as the cumulative sum of an empty subarray is 0. -
Initialize a variable
cumulative_sumto 0, which will store the cumulative sum of elements in the array. -
Iterate through each element
numin the array A. -
Update the
cumulative_sumby addingnumto it. -
Calculate the remainder
remainderwhencumulative_sumis divided by K. -
If
remainderis negative, add K to it to make it positive. This is done to handle negative remainders. -
If
remainderexists inremainder_count, incrementcountby the value associated withremainderinremainder_count. -
If
remainderdoes not exist inremainder_count, add it toremainder_countwith a value of 1. -
Increment the value associated with
remainderinremainder_countby 1. -
After iterating through all the elements in the array, print the value of
count, which represents the number of subarrays whose sum is divisible by K.
Here is a sample implementation in Python:
def count_subarrays(A, K):
count = 0
remainder_count = {0: 1}
cumulative_sum = 0
for num in A:
cumulative_sum += num
remainder = cumulative_sum % K
if remainder < 0:
remainder += K
if remainder in remainder_count:
count += remainder_count[remainder]
remainder_count[remainder] = remainder_count.get(remainder, 0) + 1
return count
# Example usage
A = [4, 5, 0, -2, -3, 1]
K = 5
result = count_subarrays(A, K)
print(result) # Output: 7
This implementation has a time complexity of O(N), where N is the length of the array A.
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