Maximum points covered after removing an Interval
Given N intervals in the form [l, r] and an integer Q. The task is to find the interval which when removed results in the coverage of the maximum number of points (Union of all the rest of the intervals). Note that all the given intervals cover numbers between 1 to Q only.
Examples:
Input: intervals[][] = {{1, 4}, {4, 5}, {5, 6}, {6, 7}, {3, 5}}, Q = 7
Output: Maximum Coverage is 7 after removing interval at index 4
When last interval is removed we are able to cover the given points using rest of the intervals
{1, 2, 3, 4, 5, 6, 7}, which is maximum coverage possible.
(The answer will also be same if we remove interval {4, 5} or {5, 6} )Input: intervals[][] = {{3, 3}, {2, 2}, {3, 4}}, Q = 4
Output: Maximum Coverage is 3 after removing interval at index 0
Approach:
- First use an array mark[] of size n + 1. If mark[i] = k, this means exactly k intervals have point i in them.
- Maintain count, total number of numbers that are covered by all the intervals.
- Now we have to iterate through all the intervals, and check if each interval is removed then how many numbers will be removed from count.
- To check new count after removal of each interval, we need to maintain an array count1[], where count1[i] tells how many numbers from 1 to i have exactly one interval in which they appear.
- New count for any interval will be count – (count1[r] – count1[l-1]). Since only those numbers which occur exactly in one interval and belong to [l, r] have to be excluded from actual count.
Below is the implementation of the above approach:
C++
// C++ implementation of the approach #include <bits/stdc++.h> #define ll long long int using namespace std; // Function To find the required interval void solve( int interval[][2], int N, int Q) { int Mark[Q] = { 0 }; for ( int i = 0; i < N; i++) { int l = interval[i][0] - 1; int r = interval[i][1] - 1; for ( int j = l; j <= r; j++) Mark[j]++; } // Total Count of covered numbers int count = 0; for ( int i = 0; i < Q; i++) { if (Mark[i]) count++; } // Array to store numbers that occur // exactly in one interval till ith interval int count1[Q] = { 0 }; if (Mark[0] == 1) count1[0] = 1; for ( int i = 1; i < Q; i++) { if (Mark[i] == 1) count1[i] = count1[i - 1] + 1; else count1[i] = count1[i - 1]; } int maxindex; int maxcoverage = 0; for ( int i = 0; i < N; i++) { int l = interval[i][0] - 1; int r = interval[i][1] - 1; // Calculate New count by removing all numbers // in range [l, r] occurring exactly once int elem1; if (l != 0) elem1 = count1[r] - count1[l - 1]; else elem1 = count1[r]; if (count - elem1 >= maxcoverage) { maxcoverage = count - elem1; maxindex = i; } } cout << "Maximum Coverage is " << maxcoverage << " after removing interval at index " << maxindex; } // Driver code int main() { int interval[][2] = { { 1, 4 }, { 4, 5 }, { 5, 6 }, { 6, 7 }, { 3, 5 } }; int N = sizeof (interval) / sizeof (interval[0]); int Q = 7; solve(interval, N, Q); return 0; } |
Java
// Java implementation of the approach class GFG { // Function To find the required interval static void solve( int interval[][], int N, int Q) { int Mark[] = new int [Q]; for ( int i = 0 ; i < N; i++) { int l = interval[i][ 0 ] - 1 ; int r = interval[i][ 1 ] - 1 ; for ( int j = l; j <= r; j++) Mark[j]++; } // Total Count of covered numbers int count = 0 ; for ( int i = 0 ; i < Q; i++) { if (Mark[i] != 0 ) count++; } // Array to store numbers that occur // exactly in one interval till ith interval int count1[] = new int [Q]; if (Mark[ 0 ] == 1 ) count1[ 0 ] = 1 ; for ( int i = 1 ; i < Q; i++) { if (Mark[i] == 1 ) count1[i] = count1[i - 1 ] + 1 ; else count1[i] = count1[i - 1 ]; } int maxindex = 0 ; int maxcoverage = 0 ; for ( int i = 0 ; i < N; i++) { int l = interval[i][ 0 ] - 1 ; int r = interval[i][ 1 ] - 1 ; // Calculate New count by removing all numbers // in range [l, r] occurring exactly once int elem1; if (l != 0 ) elem1 = count1[r] - count1[l - 1 ]; else elem1 = count1[r]; if (count - elem1 >= maxcoverage) { maxcoverage = count - elem1; maxindex = i; } } System.out.println( "Maximum Coverage is " + maxcoverage + " after removing interval at index " + maxindex); } // Driver code public static void main(String[] args) { int interval[][] = { { 1 , 4 }, { 4 , 5 }, { 5 , 6 }, { 6 , 7 }, { 3 , 5 } }; int N = interval.length; int Q = 7 ; solve(interval, N, Q); } } /* This code contributed by PrinciRaj1992 */ |
Python3
# Python3 implementation of the approach # Function To find the required interval def solve(interval, N, Q): Mark = [ 0 for i in range (Q)] for i in range (N): l = interval[i][ 0 ] - 1 r = interval[i][ 1 ] - 1 for j in range (l, r + 1 ): Mark[j] + = 1 # Total Count of covered numbers count = 0 for i in range (Q): if (Mark[i]): count + = 1 # Array to store numbers that occur # exactly in one interval till ith interval count1 = [ 0 for i in range (Q)] if (Mark[ 0 ] = = 1 ): count1[ 0 ] = 1 for i in range ( 1 , Q): if (Mark[i] = = 1 ): count1[i] = count1[i - 1 ] + 1 else : count1[i] = count1[i - 1 ] maxindex = 0 maxcoverage = 0 for i in range (N): l = interval[i][ 0 ] - 1 r = interval[i][ 1 ] - 1 # Calculate New count by removing all numbers # in range [l, r] occurring exactly once elem1 = 0 if (l ! = 0 ): elem1 = count1[r] - count1[l - 1 ] else : elem1 = count1[r] if (count - elem1 > = maxcoverage): maxcoverage = count - elem1 maxindex = i print ( "Maximum Coverage is" , maxcoverage, "after removing interval at index" , maxindex) # Driver code interval = [[ 1 , 4 ], [ 4 , 5 ], [ 5 , 6 ], [ 6 , 7 ], [ 3 , 5 ]] N = len (interval) Q = 7 solve(interval, N, Q) # This code is contributed by mohit kumar |
C#
// C# implementation of the approach using System; class GFG { // Function To find the required interval static void solve( int [,] interval, int N, int Q) { int [] Mark = new int [Q]; for ( int i = 0; i < N; i++) { int l = interval[i,0] - 1; int r = interval[i,1] - 1; for ( int j = l; j <= r; j++) Mark[j]++; } // Total Count of covered numbers int count = 0; for ( int i = 0; i < Q; i++) { if (Mark[i] != 0) count++; } // Array to store numbers that occur // exactly in one interval till ith interval int [] count1 = new int [Q]; if (Mark[0] == 1) count1[0] = 1; for ( int i = 1; i < Q; i++) { if (Mark[i] == 1) count1[i] = count1[i - 1] + 1; else count1[i] = count1[i - 1]; } int maxindex = 0; int maxcoverage = 0; for ( int i = 0; i < N; i++) { int l = interval[i,0] - 1; int r = interval[i,1] - 1; // Calculate New count by removing all numbers // in range [l, r] occurring exactly once int elem1; if (l != 0) elem1 = count1[r] - count1[l - 1]; else elem1 = count1[r]; if (count - elem1 >= maxcoverage) { maxcoverage = count - elem1; maxindex = i; } } Console.WriteLine( "Maximum Coverage is " + maxcoverage + " after removing interval at index " + maxindex); } // Driver code public static void Main() { int [,] interval = { { 1, 4 }, { 4, 5 }, { 5, 6 }, { 6, 7 }, { 3, 5 } }; int N = interval.Length; int Q = 7; solve(interval, N/2, Q); } } /* This code contributed by Code_Mech */ |
Javascript
<script> // Javascript implementation of the approach // Function To find the required interval function solve(interval, N, Q) { var Mark = Array(Q).fill(0); for ( var i = 0; i < N; i++) { var l = interval[i][0] - 1; var r = interval[i][1] - 1; for ( var j = l; j <= r; j++) Mark[j]++; } // Total Count of covered numbers var count = 0; for ( var i = 0; i < Q; i++) { if (Mark[i]) count++; } // Array to store numbers that occur // exactly in one interval till ith interval var count1 = Array(Q).fill(0); if (Mark[0] == 1) count1[0] = 1; for ( var i = 1; i < Q; i++) { if (Mark[i] == 1) count1[i] = count1[i - 1] + 1; else count1[i] = count1[i - 1]; } var maxindex; var maxcoverage = 0; for ( var i = 0; i < N; i++) { var l = interval[i][0] - 1; var r = interval[i][1] - 1; // Calculate New count by removing all numbers // in range [l, r] occurring exactly once var elem1; if (l != 0) elem1 = count1[r] - count1[l - 1]; else elem1 = count1[r]; if (count - elem1 >= maxcoverage) { maxcoverage = count - elem1; maxindex = i; } } document.write( "Maximum Coverage is " + maxcoverage + " after removing interval at index " + maxindex); } // Driver code var interval = [ [ 1, 4 ], [ 4, 5 ], [ 5, 6 ], [ 6, 7 ], [ 3, 5 ] ]; var N = interval.length; var Q = 7; solve(interval, N, Q); </script> |
Maximum Coverage is 7 after removing interval at index 4
Time Complexity: O(N + Q), where N is the given size of the 2-D array and Q is the given input.
Auxiliary Space: O(Q), where Q is the given input.