
Problem Statement
A real number can belong to one or more intervals denoted as [a, b)
, where it is included in the interval if a <= x < b
. Consider you have several such intervals, essentially forming a set of real numbers. These intervals are provided to you in a sorted list called intervals
, where each interval [ai, bi]
signifies a range from ai
to bi
(excluding bi
). Alongside, you are given another interval called toBeRemoved
. The task is to calculate a new set of intervals representing real numbers that belong to the original intervals but do not overlap with toBeRemoved
. The resulting list of intervals should also be sorted and follow the similar disjoint format.
Examples
Example 1
Input:
intervals = [[0,2],[3,4],[5,7]], toBeRemoved = [1,6]
Output:
[[0,1],[6,7]]
Example 2
Input:
intervals = [[0,5]], toBeRemoved = [2,3]
Output:
[[0,2],[3,5]]
Example 3
Input:
intervals = [[-5,-4],[-3,-2],[1,2],[3,5],[8,9]], toBeRemoved = [-1,4]
Output:
[[-5,-4],[-3,-2],[4,5],[8,9]]
Constraints
1 <= intervals.length <= 104
-109 <= ai < bi <= 109
Approach and Intuition
Understand Interval Manipulation:
- Each interval
[a, b)
includes elements froma
up to, but not including,b
. - If an element
x
lies within this interval, it must satisfya <= x < b
.
- Each interval
Handling the Removal Process:
- For each interval in the
intervals
list, consider the relationship between the interval and thetoBeRemoved
interval. - There are a few scenarios to consider:
- The interval is entirely outside the
toBeRemoved
range, in which case it remains unchanged. - The interval is entirely within the
toBeRemoved
range, in which case it is omitted. - The interval overlaps with part of the
toBeRemoved
interval, in which case it needs to be truncated or split into two.
- The interval is entirely outside the
- For each interval in the
Processing Edges and Overlaps:
- Begin by iterating through each interval:
- Compare the start and end of the interval with the start and end of
toBeRemoved
. - Depending on where the overlap occurs, if any, adjust the current interval:
- No overlap: output the interval as is.
- Overlap at the start: truncate the start of the interval.
- Overlap at the end: truncate the end of the interval.
- Overlap covers the interval: omit this interval entirely.
- Partial coverage by
toBeRemoved
at both ends: split the interval into two at the points wheretoBeRemoved
starts and ends.
- Compare the start and end of the interval with the start and end of
- Begin by iterating through each interval:
Efficiency Considerations:
- Since the
intervals
list is sorted, you can proceed sequentially and adjust intervals without needing to re-sort. - The operations involved are straightforward checks and potential cuts, making the overall process efficient.
- Since the
By systematically analyzing and adjusting each interval in relation to the toBeRemoved
interval, you can derive the final list of intervals that excludes any numbers that fall within the toBeRemoved
range.
Solutions
- Java
class Solution {
public List<List<Integer>> filterIntervals(int[][] intervals, int[] remove) {
List<List<Integer>> output = new ArrayList<>();
for (int[] interval : intervals) {
if (interval[0] > remove[1] || interval[1] < remove[0]) {
output.add(Arrays.asList(interval[0], interval[1]));
} else {
if (interval[0] < remove[0]) {
output.add(Arrays.asList(interval[0], remove[0]));
}
if (interval[1] > remove[1]) {
output.add(Arrays.asList(remove[1], interval[1]));
}
}
}
return output;
}
}
In the Java program titled "Remove Interval", the task is to filter out sub-intervals from a list of intervals based on a given removal range. The implemented function filterIntervals
accepts a 2D array intervals
, indicating start and end points of each interval, and a 1D array remove
, specifying the range to eliminate from these intervals. The function returns a list of intervals post modification.
The filtering process involves:
- Iterating through each interval in the provided array.
- Checking two conditions for each interval:
- If the interval falls outside the removal range completely on the left or right, add it entirely to the output.
- If the interval overlaps with the removal range, potentially add up to two new sub-intervals:
- One from the start of the current interval to the start of the removal range, if there's any non-overlapping part on the left.
- Another from the end of the removal range to the end of the current interval, if there's any non-overlapping part on the right.
The result is a list of intervals that are either unchanged (if no intersection with the removal interval) or adjusted to exclude any overlap with the removal boundary. This solution effectively manages intervals with boundaries overlapping partially or entirely with the given removal range.
- Python
class Solution:
def filterIntervals(self, ranges: List[List[int]], removalRange: List[int]) -> List[List[int]]:
begin_removal, end_removal = removalRange
result = []
for start, end in ranges:
# Verify if the current interval is unaffected
if start > end_removal or end < begin_removal:
result.append([start, end])
else:
# Check if there's a left subinterval to retain
if start < begin_removal:
result.append([start, begin_removal])
# Check if there's a right subinterval to retain
if end > end_removal:
result.append([end_removal, end])
return result
You want to remove specific sub-intervals from a list of intervals using Python. Here’s how to achieve that:
- Start with defining a class
Solution
with a methodfilterIntervals
. This method takes two arguments:ranges
, which is a list of intervals, andremovalRange
, which defines the interval to remove. - Extract the start and end points of the
removalRange
. - Create an empty list named
result
to store the intervals post removal. - Loop through each interval in
ranges
.- For each interval
(start, end)
, verify whether the interval is completely outside the removal range. If true, add it to theresult
list as it remains unaffected. - If there's any overlap, check for sub-intervals before and after the
removalRange
:- If the interval starts before the
removalRange
, add the portion (start
tobegin_removal
) to the result. - If the interval ends after the
removalRange
, add the portion (end_removal
toend
) to the result.
- If the interval starts before the
- For each interval
- Return the
result
list containing the filtered ranges.
This approach efficiently segregates unaffected intervals and modifies those overlapping with the removal range, ensuring all intervals are handled appropriately.
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