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Created by pull[bot] (v2.0.0-alpha.4)

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@pull pull Bot added the ⤵️ pull label Apr 4, 2022
@pull pull Bot added the merge-conflict Resolve conflicts manually label Jun 22, 2022
priya-sundaram-dev and others added 27 commits September 15, 2026 23:54
* Move DIRECTORY.md to its own section in pr_file_map.py

DIRECTORY.md is auto-generated and touched by nearly every open PR, so it
dominated the 'possible merge conflicts' list and distracted maintainers.
Pull it out into a dedicated section at the very bottom of the report that
separates PRs whose only overlap is DIRECTORY.md (safe to 'accept both' in
the GitHub UI) from PRs that also collide on real source files.

Also render the Script path relative to the git root instead of an absolute
machine-specific path.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* Fix binary search to return leftmost occurrence for duplicates

Signed-off-by: SoulSniper1212 <warush23@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: SoulSniper1212 <warush23@gmail.com>
Co-authored-by: SoulSniper1212 <warush23@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* Add connectionist temporal classification (CTC) loss algorithm

* Update loss_functions.py

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Co-authored-by: Tianyi Zheng <tianyizheng02@gmail.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
* Add sparse categorical cross entropy loss algorithm

* Update loss_functions.py

---------

Co-authored-by: Christian Clauss <cclauss@me.com>
* Add Gaussian negative log likelihood loss algorithm

* Fix boolean conversion in Gaussian NLL loss example

---------

Co-authored-by: Christian Clauss <cclauss@me.com>
* feat: ✨ calculating the resitance of resistor using color codes

* feat: ✨ implementation of boyle's law

* docs: 📝 removed redundant information in description

* docs: 📝 updated description of boyle's law as suggested

* refactor: ♻️ refactored code as suggested in review

* fix: 🩹 added return type for check_validity function

* test: ✅ handled input validation for values less than 0

* updating DIRECTORY.md

* fix: 🚨 resolve remaining ruff dictionary error

---------

Co-authored-by: Akshay B Shetty <107768228+NinjaSoulPirate@users.noreply.github.com>
Co-authored-by: akshaybsh <akshaybsh@users.noreply.github.com>
Co-authored-by: Akshay B Shetty <akshay.b@tenxerlabs.com>
* adding negative binary base conversion algorithms

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* fixing bugs

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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---------

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* Add visualization support for linear regression

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Fix linting and plotting issues

* Apply ruff auto fixes

* Fix spelling issue

* Update linear_regression.py

---------

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Co-authored-by: Christian Clauss <cclauss@me.com>
* Added Shor Algorithm for RSA n factorization

* updating DIRECTORY.md

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Added referred website and handle type hints

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* Developed the Logical implementation of Shor Algo #12318

* Apply suggestion from @cclauss

---------

Co-authored-by: joelkurien <joelkurien@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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* add basic crypto price converter in accordance with #13008

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Switch from httpx to httpx2 for API requests

Updated the import statement and modified the get_eth_price_usd function to use httpx2 instead of httpx.

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* Refactor ETH price fetching to use direct import

---------

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* Add crypto_price_tracker.py to fetch live crypto prices

* Update crypto_price_tracker to use httpx2

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* updating DIRECTORY.md

* Correct JSON response handling in price tracker

Fix incorrect variable reference for JSON response.

---------

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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* Create largest_smallest_words.py

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* Update largest_smallest_words.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update largest_smallest_words.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update largest_smallest_words.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update largest_smallest_words.py

* Update largest_smallest_words.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* pr_file_map.py: Use a human-readable date format

Use a human-readable date format.

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for more information, see https://pre-commit.ci

---------

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* [Add] Kronecker Product

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* fix: failed tests

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* updating DIRECTORY.md

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* Created proof_of_stake.py

* Updated proof_of_stake.py

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* Changes to proof_of_stake.py

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* Delete blockchain/proof_of_stake.py

* Created and updated proof_of_stake.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Updated proof_of_stake.py

* Created proof_of_work.py

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* Updated proof_of_work.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Updated proof_of_work.py

* Updated proof_of_work.py

* Updated proof_of_work.py

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* Delete blockchain/proof_of_work.py

* Added proof_of_work.py

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* Updated proof_of_work.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update proof_of_work.py

* Update proof_of_work.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update proof_of_work.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* updating DIRECTORY.md

---------

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* unit test for graphs_floyd_warshall

* cleaning up

* capturing print output

* editing doctest

* editing doctest

* editing doctest

* editing doctest

* removing blank lines from print statement

* removing tabs from print statement

* commenting out print statement

* changing pytest

* fixing doctest

* including print statement and output in doctest

* editing doctest

* changing tab to double spaces to capture in doctest

* changing end character in print statement

* fixing doctests

* chagning tab to double space for doctest

* updating DIRECTORY.md

* Improve output formatting in Floyd Warshall example

Added a blank line for better readability in the output.

---------

Co-authored-by: Ajmera, Mahita  SI/HZR-IDSA <ajmermhi@schaeffler.com>
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* Added the doctests - Contributes to #9943

* move work to new branch

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* Resolved the error Added the doctests - Contributes to #9943

* Added the doctests - Contributes to #9943

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---------

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* corrected the typos

* added the docstrings in the functions

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* Update camel_case_to_snake_case.py

* Improve docstring clarity in frequency_finder.py

Updated docstrings for get_letter_count and get_item_at_index_zero functions for clarity.

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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* Updated the error handling in and_gate.py

* Apply batched suggestions from code review

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---------

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Added comprehensive doctests for find_mod_inverse function.

Contributes to #9943

Co-authored-by: Christian Clauss <cclauss@me.com>
- Added detailed docstring explaining modular multiplicative inverse
- Included 10 valid test cases with verification calculations
- Added 3 error cases testing ValueError for non-coprime inputs
- Added Wikipedia reference for educational value
- All doctests pass locally (python -m doctest -v)
- Passes ruff, mypy, and pre-commit hooks

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#14635)

* fix: int_to_roman silently returns wrong values for out-of-range input

Added input validation for int_to_roman function.

* fix: EM102 assign f-strings to msg before raising exceptions

* Update conversions/roman_numerals.py

* Bool don't work

* Apply suggestion from @cclauss

---------

Co-authored-by: Christian Clauss <cclauss@me.com>
* fix: Boyer-Moore bad character shift was dead code in for-loop

The bad_character_heuristic() method used a for-loop with an
assignment to the loop variable i, which was immediately
overwritten by the next iteration. This caused the algorithm
to degrade from O(n/m) to O(n*m) naive search.

Changed to a while-loop so the shift actually takes effect.
Added max(i+1, shift) guard to prevent backward skips when
the mismatched character appears to the right of the mismatch
in the pattern. Added edge case doctests.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update boyer_moore_search.py

* Correct documentation for positions in BoyerMooreSearch

Fixes the documentation to clarify that 'positions' contains the locations where the pattern was matched.

* Fix grammatical issues in Boyer-Moore search comments

Corrected grammatical errors in comments and docstrings.

---------

Co-authored-by: Christian Clauss <cclauss@me.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* Refine Wheatstone Bridge explanation

Updated docstring to provide a clearer explanation of the Wheatstone Bridge, its balance condition, and applications.

* Update wheatstone_bridge.py

* Correct docstring formatting in wheatstone_bridge.py

Fix formatting in docstring for clarity.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Fix docstring capitalization and simplify return statement

Corrected capitalization of 'Wheatstone' in the docstring and improved code structure by removing unnecessary else statement.

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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* docs: Add circuit diagram and improve Wheatstone bridge documentation

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Fix docstring in wheatstone_solver function

Corrected docstring formatting in wheatstone_solver function.

* Add reference link for Wheatstone bridge

Added a comment to reference the Wheatstone bridge Wikipedia page.

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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github-actions Bot and others added 30 commits October 1, 2026 06:19
* chore: refresh Hacktoberfest 2026 prep tracker

* Update hacktoberfest_prep.yml

---------

Co-authored-by: cclauss <cclauss@users.noreply.github.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
* Stop bidirectional A* when either frontier is empty

* Add bidirectional A* regressions and a grid benchmark

Preserve all 18 existing doctest examples and append frontier exhaustion regressions and controls. Add an optional 2,025-cell benchmark with a documented 89-cell reachable corridor, leaving the production fix unchanged.
* test: cover insertion sort stability with equal-priority items

* test: simplify insertion sort stability doctest output

* test: verify insertion sort ignores labels when ordering
* Fix maximum Fenwick tree range values after updates

* Add Fenwick regression doctests and 2000-item benchmark

Preserve all existing doctests while covering lost range maxima and decreases. Add an optional timeit benchmark for update and query workloads, as requested in #15485.

* Avoid unnecessary maximum Fenwick recomputation

Propagate only changed maxima and rebuild necessary buckets directly from disjoint child buckets. Preserve arbitrary overwrites, regression doctests and the benchmark.

---------

Co-authored-by: Christian Clauss <cclauss@me.com>
* Fix consumed character tracking in Jaro-Winkler matching

* Add Jaro-Winkler regression tests and a large-input benchmark

Preserve all eight existing examples and append three regressions that fail before the fix. Add an optional 2,000-character timing comparison without changing the production implementation.

* Optimize Jaro-Winkler matching with occurrence queues

Preserve earliest unused matches while avoiding repeated window scans. Retain all existing regression doctests and the benchmark.
* code: add modern list type hint and annotations to double_linear_search_recursion

* code: update list type hints to generic Any per code review

* code: Add comparable type and person doctests per maintainer review

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Apply batched suggestions from code review

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* [pre-commit.ci] auto fixes from pre-commit.com hooks

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The PEP 695 type parameters already bound T to Comparable, so the module-level TypeVar was unused. Matches the cleanup requested in #15234.
* Type recursive quick sort for any comparable items

Part of #15234

* Cover recursive quick sort in the comparison-sort battery

Part of #15234

* Replace placeholder test file with comparison-sort coverage

Part of #15234

* Document the comparison operators recursive quick sort actually uses

The partition uses <= and >, so the Comparable protocol should declare __le__ and __gt__ as well as __lt__.

* Apply batched suggestions from code review

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* Update recursive_quick_sort.py

---------

Co-authored-by: Christian Clauss <cclauss@me.com>
* fix: handle EMA window size of one

* fix: satisfy ruff check

* Update exponential_moving_average.py

---------

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* types(power_sort): preserve input item type

* Enhance power_sort docstring with more examples

Added examples for using power_sort with tuples and lists.

* Update power_sort.py

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Co-authored-by: Christian Clauss <cclauss@me.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
updates:
- [github.com/tox-dev/pyproject-fmt: v2.29.4 → v2.30.1](tox-dev/pyproject-fmt@v2.29.4...v2.30.1)
- [github.com/astral-sh/ruff-pre-commit: v0.16.7 → v0.16.10](astral-sh/ruff-pre-commit@v0.16.7...v0.16.10)
- [github.com/rvben/rumdl-pre-commit: v0.2.73 → v0.2.78](rvben/rumdl-pre-commit@v0.2.73...v0.2.78)
- [github.com/astral-sh/uv-pre-commit: 0.12.13 → 0.12.23](astral-sh/uv-pre-commit@0.12.13...0.12.23)
- [github.com/15r10nk/matchify: v0.2.0 → v0.3.0](15r10nk/matchify@v0.2.0...v0.3.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* fix(maths): use conventional datetime alias in Zeller's congruence

* from datetime import date

Replaced datetime module alias with direct import for clarity.

---------

Co-authored-by: Christian Clauss <cclauss@me.com>
* refactor(heap): remove redundant TypeVar in Heap

* refactor(heap): revert Comparable.__gt__ signature to self: T, other: T

* Clean up imports in heap.py

Removed unused TypeVar import from heap.py

* Update __gt__ method signature in Comparable class

---------

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* feat(dynamic_programming): add weighted interval scheduling algorithm

* test(dynamic_programming): add doctest to __post_init__ and add test function

* Move weighted interval scheduling to scheduling directory

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Co-authored-by: Christian Clauss <cclauss@me.com>
…15551)

* fix: parenthesize multi-catch that only parses on 3.14

PEP 758 syntax requires Python 3.14, but the script metadata declares
requires-python >= 3.13. Reported by ty check run per #15187.

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* Update required Python version in instagram_crawler.py

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#15550)

* fix: parenthesize multi-catch that only parses on 3.14

PEP 758 syntax requires Python 3.14, but the script metadata declares
requires-python >= 3.11. Reported by ty check run per #15187.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix: declare 3.14 in crypto_price_tracker PEP 723 metadata

The unparenthesized multi-catch (PEP 758) only parses on 3.14+.
Parenthesizing is not an option: ruff-format 0.16.10 with the repo's
py315 target re-emits the parenthesized form, so pre-commit.ci reverts
it on every push. Align the declared minimum instead.

* fix: alias datetime import to dt in maths/zellers_congruence

Clears ICN001, which fails on master and blocks every PR ruff check.

* Refactor datetime import in zellers_congruence.py

Replaced 'datetime as dt' with 'datetime' for clarity.

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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- Implement is_keith_number(number: int) -> bool with rolling sum optimization
- Implement find_keith_numbers(limit: int) -> list[int]
- Add Wikipedia and OEIS reference links
- Comprehensive doctests covering normal, edge, and error cases
make_linked_list declared the input as Iterable[int] but tested emptiness
with truthiness, so an empty generator silently produced an empty
LinkedList instead of raising. Materialize the iterable first and cover
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…ies (#15570)

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* Add scripts/find_and_fix_pep798.py to find and fix PEP 798 opportunities

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* Python PEP 798 compression fixes

* updating DIRECTORY.md

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…e rule (#15568)

Annotating @contextmanager functions as -> Iterator is deprecated in Python 3.15 typeshed stubs; updated to -> Generator[None]. Un-ignores rules.deprecated in pyproject.toml.

Contributes to #15187.
* Initial plan

* Filter PEP 798 scan paths

Co-authored-by: cclauss <3709715+cclauss@users.noreply.github.com>

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…lysis (#15606)

In linear_discriminant_analysis, line 146 wrote if features.any: instead of calling if features.any():. Because the method object is always truthy, the else branch handling empty datasets was unreachable dead code, triggering ty warning[redundant-condition].

Call eatures.any() (matching line 107 in principal_component_analysis) and add a test case in test_linear_discriminant_analysis verifying that an empty dataset properly enters the else branch.

Validation:
- uvx ty check machine_learning/dimensionality_reduction.py -> All checks passed (0 diagnostics)
- uvx --with scipy --with scikit-learn --with numpy pytest machine_learning/dimensionality_reduction.py --doctest-modules -> 9 passed
- uvx ruff check / format -> clean
updates:
- [github.com/tox-dev/pyproject-fmt: v2.30.1 → v2.30.3](tox-dev/pyproject-fmt@v2.30.1...v2.30.3)
- [github.com/astral-sh/ruff-pre-commit: v0.16.10 → v0.17.3](astral-sh/ruff-pre-commit@v0.16.10...v0.17.3)
- [github.com/rvben/rumdl-pre-commit: v0.2.78 → v0.3.2](rvben/rumdl-pre-commit@v0.2.78...v0.3.2)
- [github.com/astral-sh/uv-pre-commit: 0.12.23 → 0.13.6](astral-sh/uv-pre-commit@0.12.23...0.13.6)
- [github.com/abravalheri/validate-pyproject: 0.26 → v0.27](abravalheri/validate-pyproject@0.26...v0.27)

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