|
| 1 | +--- |
| 2 | +id: corporate-flight-bookings |
| 3 | +title: Corporate Flight Bookings |
| 4 | +sidebar_label: Corporate Flight Bookings |
| 5 | +tags: [Array, Prefix Sum, C++, Python, Java] |
| 6 | +description: Solve the problem of calculating the total number of seats reserved for each flight using the booking intervals and prefix sum technique. |
| 7 | +--- |
| 8 | + |
| 9 | +## Problem Statement |
| 10 | + |
| 11 | +### Problem Description |
| 12 | + |
| 13 | +There are `n` flights that are labeled from 1 to `n`. |
| 14 | + |
| 15 | +You are given an array of flight bookings `bookings`, where `bookings[i] = [firsti, lasti, seatsi]` represents a booking for flights `firsti` through `lasti` (inclusive) with `seatsi` seats reserved for each flight in the range. |
| 16 | + |
| 17 | +Return an array `answer` of length `n`, where `answer[i]` is the total number of seats reserved for flight `i`. |
| 18 | + |
| 19 | +### Example |
| 20 | + |
| 21 | +**Example 1:** |
| 22 | + |
| 23 | +``` |
| 24 | +Input: bookings = [[1, 2, 10], [2, 3, 20], [2, 5, 25]], n = 5 |
| 25 | +Output: [10, 55, 45, 25, 25] |
| 26 | +``` |
| 27 | +**Explanation:** |
| 28 | +Flight labels: 1 2 3 4 5 |
| 29 | +Booking 1 reserved: 10 10 |
| 30 | +Booking 2 reserved: 20 20 |
| 31 | +Booking 3 reserved: 25 25 25 25 |
| 32 | +Total seats: 10 55 45 25 25 |
| 33 | +Hence, answer = [10, 55, 45, 25, 25] |
| 34 | + |
| 35 | +**Example 2:** |
| 36 | +``` |
| 37 | +Input: bookings = [[1, 2, 10], [2, 2, 15]], n = 2 |
| 38 | +Output: [10, 25] |
| 39 | +``` |
| 40 | +**Explanation:** |
| 41 | +Flight labels: 1 2 |
| 42 | +Booking 1 reserved: 10 10 |
| 43 | +Booking 2 reserved: 15 |
| 44 | +Total seats: 10 25 |
| 45 | +Hence, answer = [10, 25] |
| 46 | + |
| 47 | + |
| 48 | +### Constraints |
| 49 | + |
| 50 | +- 1 <= `n` <= 2 * 10^4 |
| 51 | +- 1 <= `bookings.length` <= 2 * 10^4 |
| 52 | +- `bookings[i].length` == 3 |
| 53 | +- 1 <= `firsti` <= `lasti` <= `n` |
| 54 | +- 1 <= `seatsi` <= 10^4 |
| 55 | + |
| 56 | +## Solution |
| 57 | + |
| 58 | +### Intuition |
| 59 | + |
| 60 | +To solve this problem efficiently, we use a difference array (also known as a prefix sum array). The idea is to use an auxiliary array to keep track of seat reservations in a way that allows us to compute the final seat count for each flight in a single pass. |
| 61 | + |
| 62 | +1. **Use a Difference Array**: |
| 63 | + - Create an array `arr` of size `n+1` to track the seat changes. |
| 64 | + - For each booking `[firsti, lasti, seatsi]`, increment `arr[firsti-1]` by `seatsi` and decrement `arr[lasti]` by `seatsi` (if `lasti < n`). |
| 65 | + |
| 66 | +2. **Compute the Prefix Sum**: |
| 67 | + - Traverse the difference array to compute the prefix sum which gives the total number of seats reserved for each flight. |
| 68 | + |
| 69 | +### Time Complexity and Space Complexity Analysis |
| 70 | + |
| 71 | +- **Time Complexity**: |
| 72 | + - The time complexity is $O(m + n)$, where `m` is the number of bookings and `n` is the number of flights. This is due to the single pass required for processing the bookings and computing the prefix sum. |
| 73 | + |
| 74 | +- **Space Complexity**: |
| 75 | + - The space complexity is $O(n)$, which is required to store the difference array and the final answer array. |
| 76 | + |
| 77 | +### Code |
| 78 | + |
| 79 | +#### C++ |
| 80 | + |
| 81 | +```cpp |
| 82 | +class Solution { |
| 83 | +public: |
| 84 | + vector<int> corpFlightBookings(vector<vector<int>>& bookings, int n) { |
| 85 | + vector<int> arr(n + 1, 0); |
| 86 | + for (const auto& booking : bookings) { |
| 87 | + int start = booking[0] - 1; |
| 88 | + int end = booking[1]; |
| 89 | + int seats = booking[2]; |
| 90 | + arr[start] += seats; |
| 91 | + if (end < n) { |
| 92 | + arr[end] -= seats; |
| 93 | + } |
| 94 | + } |
| 95 | + |
| 96 | + vector<int> answer(n); |
| 97 | + answer[0] = arr[0]; |
| 98 | + for (int i = 1; i < n; ++i) { |
| 99 | + answer[i] = answer[i - 1] + arr[i]; |
| 100 | + } |
| 101 | + return answer; |
| 102 | + } |
| 103 | +}; |
| 104 | +``` |
| 105 | +#### Python |
| 106 | +```python |
| 107 | +class Solution: |
| 108 | + def corpFlightBookings(self, bookings: List[List[int]], n: int) -> List[int]: |
| 109 | + arr = [0] * (n + 1) |
| 110 | + for start, end, seats in bookings: |
| 111 | + arr[start - 1] += seats |
| 112 | + if end < n: |
| 113 | + arr[end] -= seats |
| 114 | + |
| 115 | + answer = [0] * n |
| 116 | + answer[0] = arr[0] |
| 117 | + for i in range(1, n): |
| 118 | + answer[i] = answer[i - 1] + arr[i] |
| 119 | + |
| 120 | + return answer |
| 121 | +``` |
| 122 | +#### Java |
| 123 | +```java |
| 124 | +class Solution { |
| 125 | + public int[] corpFlightBookings(int[][] bookings, int n) { |
| 126 | + int[] arr = new int[n + 1]; |
| 127 | + for (int[] booking : bookings) { |
| 128 | + int start = booking[0] - 1; |
| 129 | + int end = booking[1]; |
| 130 | + int seats = booking[2]; |
| 131 | + arr[start] += seats; |
| 132 | + if (end < n) { |
| 133 | + arr[end] -= seats; |
| 134 | + } |
| 135 | + } |
| 136 | + |
| 137 | + int[] answer = new int[n]; |
| 138 | + answer[0] = arr[0]; |
| 139 | + for (int i = 1; i < n; i++) { |
| 140 | + answer[i] = answer[i - 1] + arr[i]; |
| 141 | + } |
| 142 | + |
| 143 | + return answer; |
| 144 | + } |
| 145 | +} |
| 146 | +``` |
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