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@BrianLusina BrianLusina commented Dec 20, 2025

Describe your change:

Adds an algorithm for removing the covered intervals.

  • Add an algorithm?
  • Fix a bug or typo in an existing algorithm?
  • Documentation change?

Checklist:

  • I have read CONTRIBUTING.md.
  • This pull request is all my own work -- I have not plagiarized.
  • I know that pull requests will not be merged if they fail the automated tests.
  • This PR only changes one algorithm file. To ease review, please open separate PRs for separate algorithms.
  • All new Python files are placed inside an existing directory.
  • All filenames are in all lowercase characters with no spaces or dashes.
  • All functions and variable names follow Python naming conventions.
  • All function parameters and return values are annotated with Python type hints.
  • All functions have doctests that pass the automated testing.
  • All new algorithms have a URL in its comments that points to Wikipedia or other similar explanation.
  • If this pull request resolves one or more open issues then the commit message contains Fixes: #{$ISSUE_NO}.

Summary by CodeRabbit

  • New Features

    • Added a new algorithm for identifying and removing covered intervals from a collection.
  • Documentation

    • Added comprehensive documentation for the Remove Covered Intervals algorithm, including problem statement, constraints, and illustrative examples.
  • Tests

    • Added parameterized test coverage for the new algorithm across various interval configurations.

✏️ Tip: You can customize this high-level summary in your review settings.

@BrianLusina BrianLusina self-assigned this Dec 20, 2025
@BrianLusina BrianLusina added enhancement Algorithm Algorithm Problem Datastructures Datastructures Documentation Documentation Updates Array Array data structure Intervals labels Dec 20, 2025
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coderabbitai bot commented Dec 20, 2025

Walkthrough

Adds a new "Remove Covered Intervals" algorithm module to the codebase, including implementation, documentation, and test suite. The solution uses a greedy approach: sort intervals by start ascending and end descending, then iterate to count intervals not covered by others.

Changes

Cohort / File(s) Summary
Registry & Documentation
DIRECTORY.md, algorithms/intervals/remove_intervals/README.md
Registry entry added; comprehensive README documenting the problem statement, algorithm explanation, sorting strategy, and complexity analysis (O(n log n) time, O(1) extra space).
Implementation & Tests
algorithms/intervals/remove_intervals/__init__.py, algorithms/intervals/remove_intervals/test_remove_covered_intervals.py
New remove_covered_intervals() function implementing the greedy algorithm with in-place sorting; parameterized test suite validating correctness across various interval configurations.

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~20 minutes

  • Verify the sorting comparator correctly implements start ascending, end descending order to handle the "covered interval" semantics
  • Confirm test cases cover edge cases: empty input, single interval, fully covered intervals, partially overlapping intervals, and identical intervals
  • Validate time/space complexity claims and confirm in-place sorting assumption is safe given input mutation semantics

Poem

🐰 A problem solved with sorting bright,
Intervals arranged just right,
Greedy steps through sorted lines,
Covered ones removed—the logic shines!
Count the strong, dismiss the small,
This little patch improves us all. 🌱

Pre-merge checks and finishing touches

❌ Failed checks (1 warning)
Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 50.00% which is insufficient. The required threshold is 80.00%. You can run @coderabbitai generate docstrings to improve docstring coverage.
✅ Passed checks (2 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly and concisely describes the main change: adding an algorithm for removing covered intervals.
Description check ✅ Passed The PR description follows the template structure and indicates that all required checklist items are marked complete, with only the optional issue-resolution item left unchecked.
✨ Finishing touches
  • 📝 Generate docstrings
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Post copyable unit tests in a comment
  • Commit unit tests in branch feat/algorithms-remove-covered-intervals

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Actionable comments posted: 2

🧹 Nitpick comments (3)
algorithms/intervals/remove_intervals/test_remove_covered_intervals.py (1)

91-94: Minor: Method name inconsistency.

The test method is named test_remove_closed_intervals but the feature is about "covered" intervals, not "closed" intervals. Consider renaming for consistency with the function under test.

🔎 Suggested fix
-    def test_remove_closed_intervals(self, intervals: List[List[int]], expected: int):
+    def test_remove_covered_intervals(self, intervals: List[List[int]], expected: int):
algorithms/intervals/remove_intervals/__init__.py (2)

25-30: Misleading comment about space complexity.

The comment states "we do not incur any additional space complexity" but Python's list.sort() (Timsort) uses O(n) auxiliary space in the worst case. While it modifies the list in-place (no new list object), it still requires temporary memory for the merge operations.

🔎 Suggested fix
     # Sort intervals by start time in ascending order and then by end time in descending order. We sort by the end time
     # to remove a tie-breaker where two intervals have the same start time.
-    # This will incur a time complexity of O(nlogn). We sort in place, so, we do not
-    # incur any additional space complexity by copying over to a new list. The assumption made here is that it is okay
-    # to mutate the input list.
+    # This will incur a time complexity of O(n log n) and O(n) auxiliary space for Python's Timsort.
+    # The assumption made here is that it is okay to mutate the input list.
     intervals.sort(key=lambda x: (x[0], -x[1]))

42-43: Terminology mismatch in comment.

The comment says "non-overlapping intervals" but the function returns the count of "non-covered intervals" per the docstring. These are distinct concepts—intervals can overlap without being covered.

🔎 Suggested fix
-    # return the count of non-overlapping intervals
+    # return the count of non-covered intervals
     return count
📜 Review details

Configuration used: defaults

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between dbac2b4 and 089873d.

⛔ Files ignored due to path filters (12)
  • algorithms/intervals/remove_intervals/images/examples/remove_covered_intervals_example_1.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/examples/remove_covered_intervals_example_2.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/examples/remove_covered_intervals_example_3.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/examples/remove_covered_intervals_example_4.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/examples/remove_covered_intervals_example_5.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/solutions/remove_covered_intervals_solution_1.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/solutions/remove_covered_intervals_solution_2.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/solutions/remove_covered_intervals_solution_3.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/solutions/remove_covered_intervals_solution_4.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/solutions/remove_covered_intervals_solution_5.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/solutions/remove_covered_intervals_solution_6.png is excluded by !**/*.png
  • algorithms/intervals/remove_intervals/images/solutions/remove_covered_intervals_solution_7.png is excluded by !**/*.png
📒 Files selected for processing (4)
  • DIRECTORY.md (1 hunks)
  • algorithms/intervals/remove_intervals/README.md (1 hunks)
  • algorithms/intervals/remove_intervals/__init__.py (1 hunks)
  • algorithms/intervals/remove_intervals/test_remove_covered_intervals.py (1 hunks)
🧰 Additional context used
🧬 Code graph analysis (1)
algorithms/intervals/remove_intervals/test_remove_covered_intervals.py (1)
algorithms/intervals/remove_intervals/__init__.py (1)
  • remove_covered_intervals (4-43)
🪛 LanguageTool
algorithms/intervals/remove_intervals/README.md

[grammar] ~64-~64: Ensure spelling is correct
Context: ... time complexity of the solution is O(n logn), where n is the number of intervals. T...

(QB_NEW_EN_ORTHOGRAPHY_ERROR_IDS_1)


[grammar] ~65-~65: Ensure spelling is correct
Context: ...ecause sorting the intervals takes O(n logn) time, and the subsequent iteration thr...

(QB_NEW_EN_ORTHOGRAPHY_ERROR_IDS_1)


[grammar] ~66-~66: Ensure spelling is correct
Context: ...d by the sorting step, resulting in O(n logn). ### Space Complexity The sorting op...

(QB_NEW_EN_ORTHOGRAPHY_ERROR_IDS_1)


[uncategorized] ~70-~70: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...n has a space complexity of O(n) in the worst case due to additional memory required for t...

(EN_COMPOUND_ADJECTIVE_INTERNAL)

🪛 markdownlint-cli2 (0.18.1)
DIRECTORY.md

112-112: Unordered list indentation
Expected: 2; Actual: 4

(MD007, ul-indent)


113-113: Unordered list indentation
Expected: 4; Actual: 6

(MD007, ul-indent)

🔇 Additional comments (4)
DIRECTORY.md (1)

112-113: LGTM!

The new "Remove Intervals" entry is correctly added under the Intervals section with proper indentation matching the existing file structure. The link to the test file follows the established convention.

algorithms/intervals/remove_intervals/test_remove_covered_intervals.py (1)

1-5: Good defensive testing practice.

The use of deepcopy on line 92 correctly protects against the in-place mutation documented in the implementation. This ensures test inputs remain unchanged between test runs and prevents false positives.

algorithms/intervals/remove_intervals/README.md (1)

68-72: Space complexity explanation is accurate.

The README correctly notes O(n) space for Python's Timsort. However, the implementation comment on line 27-28 claims "We sort in place, so, we do not incur any additional space complexity" which is misleading. Python's list.sort() uses O(n) auxiliary space internally despite being "in-place" (modifying the original list). The documentation here is more accurate than the code comment.

algorithms/intervals/remove_intervals/__init__.py (1)

4-43: Well-implemented greedy algorithm.

The implementation correctly handles:

  • Empty input with early return
  • Tie-breaking when intervals share the same start by sorting end in descending order
  • Tracking maximum end seen to identify non-covered intervals

The algorithm is O(n log n) time complexity and the logic is sound.

- 1 <= intervals.length <= 10^4
- intervals[i].length == 2
- 0 <= li < ri <= 10^5
- All the give intervals are unique
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⚠️ Potential issue | 🟡 Minor

Minor typo in constraints.

"give" should be "given".

🔎 Suggested fix
-- All the give intervals are unique
+- All the given intervals are unique
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
- All the give intervals are unique
- All the given intervals are unique
🤖 Prompt for AI Agents
In algorithms/intervals/remove_intervals/README.md around line 14, there's a
typo in the constraints: replace "All the give intervals are unique" with "All
the given intervals are unique" to correct the grammar; update the sentence
accordingly and save the README.

1. If the start points are the same, sort the intervals by the start point in ascending order, otherwise, sort by the
endpoint in descending order to prioritize longer intervals.
2. Initialize the count with zero to track the remaining (non-covered) intervals.
3. Initialize prev_end with zero to track the maximum end value we’ve seen..
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⚠️ Potential issue | 🟡 Minor

Documentation inconsistency with implementation.

The README states "Initialize prev_end with zero" but the implementation initializes max_end_seen with float('-inf'). While both work correctly for this problem (since intervals have non-negative bounds per constraints), the documentation should match the actual implementation for clarity.

🔎 Suggested fix
-3. Initialize prev_end with zero to track the maximum end value we've seen.. 
+3. Initialize prev_end with negative infinity to track the maximum end value we've seen. 
🤖 Prompt for AI Agents
In algorithms/intervals/remove_intervals/README.md around line 42, the README
says "Initialize prev_end with zero" but the implementation initializes
max_end_seen with float('-inf'); update the README to match the implementation
by changing the documentation text to say "Initialize max_end_seen with
float('-inf')" (or otherwise mention that the code uses negative infinity) so
docs and code agree, or alternatively change the implementation to initialize
with 0 if you prefer that convention — ensure both places use the same variable
name and value.

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