From f528ce350b366ce40e0494fc94da65cfd4509c7d Mon Sep 17 00:00:00 2001
From: Sanjay Muthu <sanjaymuthu12@gmail.com>
Date: Thu, 27 Feb 2025 17:01:08 +0530
Subject: [PATCH 01/44] Added dynamic_programming/range_sum_query.py (#12592)

* Create prefix_sum.py

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

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

* Fix pre-commit and ruff errors

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

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

* Rename prefix_sum.py to range_sum_query.py

* Refactor description

* Fix

* Refactor code

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

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

* Fix

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 dynamic_programming/range_sum_query.py | 92 ++++++++++++++++++++++++++
 1 file changed, 92 insertions(+)
 create mode 100644 dynamic_programming/range_sum_query.py

diff --git a/dynamic_programming/range_sum_query.py b/dynamic_programming/range_sum_query.py
new file mode 100644
index 000000000000..484fcf785fda
--- /dev/null
+++ b/dynamic_programming/range_sum_query.py
@@ -0,0 +1,92 @@
+"""
+Author: Sanjay Muthu <https://github.com/XenoBytesX>
+
+This is an implementation of the Dynamic Programming solution to the Range Sum Query.
+
+The problem statement is:
+    Given an array and q queries,
+    each query stating you to find the sum of elements from l to r (inclusive)
+
+Example:
+    arr = [1, 4, 6, 2, 61, 12]
+    queries = 3
+    l_1 = 2, r_1 = 5
+    l_2 = 1, r_2 = 5
+    l_3 = 3, r_3 = 4
+
+    as input will return
+
+    [81, 85, 63]
+
+    as output
+
+0-indexing:
+NOTE: 0-indexing means the indexing of the array starts from 0
+Example: a = [1, 2, 3, 4, 5, 6]
+         Here, the 0th index of a is 1,
+               the 1st index of a is 2,
+               and so forth
+
+Time Complexity: O(N + Q)
+* O(N) pre-calculation time to calculate the prefix sum array
+* and O(1) time per each query = O(1 * Q) = O(Q) time
+
+Space Complexity: O(N)
+* O(N) to store the prefix sum
+
+Algorithm:
+So, first we calculate the prefix sum (dp) of the array.
+The prefix sum of the index i is the sum of all elements indexed
+from 0 to i (inclusive).
+The prefix sum of the index i is the prefix sum of index (i - 1) + the current element.
+So, the state of the dp is dp[i] = dp[i - 1] + a[i].
+
+After we calculate the prefix sum,
+for each query [l, r]
+the answer is dp[r] - dp[l - 1] (we need to be careful because l might be 0).
+For example take this array:
+    [4, 2, 1, 6, 3]
+The prefix sum calculated for this array would be:
+    [4, 4 + 2, 4 + 2 + 1, 4 + 2 + 1 + 6, 4 + 2 + 1 + 6 + 3]
+    ==> [4, 6, 7, 13, 16]
+If the query was l = 3, r = 4,
+the answer would be 6 + 3 = 9 but this would require O(r - l + 1) time ≈ O(N) time
+
+If we use prefix sums we can find it in O(1) by using the formula
+prefix[r] - prefix[l - 1].
+This formula works because prefix[r] is the sum of elements from [0, r]
+and prefix[l - 1] is the sum of elements from [0, l - 1],
+so if we do prefix[r] - prefix[l - 1] it will be
+[0, r] - [0, l - 1] = [0, l - 1] + [l, r] - [0, l - 1] = [l, r]
+"""
+
+
+def prefix_sum(array: list[int], queries: list[tuple[int, int]]) -> list[int]:
+    """
+    >>> prefix_sum([1, 4, 6, 2, 61, 12], [(2, 5), (1, 5), (3, 4)])
+    [81, 85, 63]
+    >>> prefix_sum([4, 2, 1, 6, 3], [(3, 4), (1, 3), (0, 2)])
+    [9, 9, 7]
+    """
+    # The prefix sum array
+    dp = [0] * len(array)
+    dp[0] = array[0]
+    for i in range(1, len(array)):
+        dp[i] = dp[i - 1] + array[i]
+
+    # See Algorithm section (Line 44)
+    result = []
+    for query in queries:
+        left, right = query
+        res = dp[right]
+        if left > 0:
+            res -= dp[left - 1]
+        result.append(res)
+
+    return result
+
+
+if __name__ == "__main__":
+    import doctest
+
+    doctest.testmod()

From 8826ad3a4d75f7a4e1d7b1a682682528c2c73672 Mon Sep 17 00:00:00 2001
From: PARIKSHIT SINGH <90330646+parikshit2111@users.noreply.github.com>
Date: Sun, 2 Mar 2025 16:33:12 +0530
Subject: [PATCH 02/44] feat: Implement Principal Component Analysis (PCA)
 (#12596)

- Added PCA implementation with dataset standardization.
- Used Singular Value Decomposition (SVD) for computing principal components.
- Fixed import sorting to comply with PEP 8 (Ruff I001).
- Ensured type hints and docstrings for better readability.
- Added doctests to validate correctness.
- Passed all Ruff checks and automated tests.
---
 DIRECTORY.md                                  |  2 +
 .../principle_component_analysis.py           | 85 +++++++++++++++++++
 2 files changed, 87 insertions(+)
 create mode 100644 machine_learning/principle_component_analysis.py

diff --git a/DIRECTORY.md b/DIRECTORY.md
index a535f12cb59a..ab3259b9a766 100644
--- a/DIRECTORY.md
+++ b/DIRECTORY.md
@@ -395,6 +395,7 @@
   * [Minimum Tickets Cost](dynamic_programming/minimum_tickets_cost.py)
   * [Optimal Binary Search Tree](dynamic_programming/optimal_binary_search_tree.py)
   * [Palindrome Partitioning](dynamic_programming/palindrome_partitioning.py)
+  * [Range Sum Query](dynamic_programming/range_sum_query.py)
   * [Regex Match](dynamic_programming/regex_match.py)
   * [Rod Cutting](dynamic_programming/rod_cutting.py)
   * [Smith Waterman](dynamic_programming/smith_waterman.py)
@@ -608,6 +609,7 @@
   * [Mfcc](machine_learning/mfcc.py)
   * [Multilayer Perceptron Classifier](machine_learning/multilayer_perceptron_classifier.py)
   * [Polynomial Regression](machine_learning/polynomial_regression.py)
+  * [Principle Component Analysis](machine_learning/principle_component_analysis.py)
   * [Scoring Functions](machine_learning/scoring_functions.py)
   * [Self Organizing Map](machine_learning/self_organizing_map.py)
   * [Sequential Minimum Optimization](machine_learning/sequential_minimum_optimization.py)
diff --git a/machine_learning/principle_component_analysis.py b/machine_learning/principle_component_analysis.py
new file mode 100644
index 000000000000..46ccdb968494
--- /dev/null
+++ b/machine_learning/principle_component_analysis.py
@@ -0,0 +1,85 @@
+"""
+Principal Component Analysis (PCA) is a dimensionality reduction technique
+used in machine learning. It transforms high-dimensional data into a lower-dimensional
+representation while retaining as much variance as possible.
+
+This implementation follows best practices, including:
+- Standardizing the dataset.
+- Computing principal components using Singular Value Decomposition (SVD).
+- Returning transformed data and explained variance ratio.
+"""
+
+import doctest
+
+import numpy as np
+from sklearn.datasets import load_iris
+from sklearn.decomposition import PCA
+from sklearn.preprocessing import StandardScaler
+
+
+def collect_dataset() -> tuple[np.ndarray, np.ndarray]:
+    """
+    Collects the dataset (Iris dataset) and returns feature matrix and target values.
+
+    :return: Tuple containing feature matrix (X) and target labels (y)
+
+    Example:
+    >>> X, y = collect_dataset()
+    >>> X.shape
+    (150, 4)
+    >>> y.shape
+    (150,)
+    """
+    data = load_iris()
+    return np.array(data.data), np.array(data.target)
+
+
+def apply_pca(data_x: np.ndarray, n_components: int) -> tuple[np.ndarray, np.ndarray]:
+    """
+    Applies Principal Component Analysis (PCA) to reduce dimensionality.
+
+    :param data_x: Original dataset (features)
+    :param n_components: Number of principal components to retain
+    :return: Tuple containing transformed dataset and explained variance ratio
+
+    Example:
+    >>> X, _ = collect_dataset()
+    >>> transformed_X, variance = apply_pca(X, 2)
+    >>> transformed_X.shape
+    (150, 2)
+    >>> len(variance) == 2
+    True
+    """
+    # Standardizing the dataset
+    scaler = StandardScaler()
+    data_x_scaled = scaler.fit_transform(data_x)
+
+    # Applying PCA
+    pca = PCA(n_components=n_components)
+    principal_components = pca.fit_transform(data_x_scaled)
+
+    return principal_components, pca.explained_variance_ratio_
+
+
+def main() -> None:
+    """
+    Driver function to execute PCA and display results.
+    """
+    data_x, data_y = collect_dataset()
+
+    # Number of principal components to retain
+    n_components = 2
+
+    # Apply PCA
+    transformed_data, variance_ratio = apply_pca(data_x, n_components)
+
+    print("Transformed Dataset (First 5 rows):")
+    print(transformed_data[:5])
+
+    print("\nExplained Variance Ratio:")
+    print(variance_ratio)
+
+
+if __name__ == "__main__":
+    doctest.testmod()
+    main()

From fff34ed528a7c1af373aeae68693d67639ff616b Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 3 Mar 2025 19:10:41 +0100
Subject: [PATCH 03/44] [pre-commit.ci] pre-commit autoupdate (#12599)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.9.7 → v0.9.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.9.7...v0.9.9)
- [github.com/tox-dev/pyproject-fmt: v2.5.0 → v2.5.1](https://github.com/tox-dev/pyproject-fmt/compare/v2.5.0...v2.5.1)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8de90b11767f..a0952928a775 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.7
+    rev: v0.9.9
     hooks:
       - id: ruff
       - id: ruff-format
@@ -29,7 +29,7 @@ repos:
           - tomli
 
   - repo: https://github.com/tox-dev/pyproject-fmt
-    rev: "v2.5.0"
+    rev: "v2.5.1"
     hooks:
       - id: pyproject-fmt
 

From a415a953c3f1bb741f14a4ba06f067e6d94653ed Mon Sep 17 00:00:00 2001
From: Ankana Pari <143877643+ankana2113@users.noreply.github.com>
Date: Sun, 9 Mar 2025 03:05:07 +0530
Subject: [PATCH 04/44] Add largest rectangle histogram (#12269)

* added ridge regression

* added ridge regression

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

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

* added ridge regression

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

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

* ridge regression

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

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

* resolved errors

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

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

* resolved conflicts

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

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

* added doctests

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

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

* ruff and minor checks

* minor chenges

* minor checks

* minor checks

* minor changes

* descriptive names

* Fix ruff check in loss_functions.py

* fixed pre-commit issues

* added largest rectangle histogram function

* added largest rectangle histogram function

* Update frequent_pattern_growth.py

* Update loss_functions.py

* Delete machine_learning/ridge_regression/__init__.py

* Delete machine_learning/ridge_regression/ADRvsRating.csv

* Delete machine_learning/ridge_regression/ridge_regression.py

* Delete machine_learning/ridge_regression/test_ridge_regression.py

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 .../stacks/largest_rectangle_histogram.py     | 39 +++++++++++++++++++
 1 file changed, 39 insertions(+)
 create mode 100644 data_structures/stacks/largest_rectangle_histogram.py

diff --git a/data_structures/stacks/largest_rectangle_histogram.py b/data_structures/stacks/largest_rectangle_histogram.py
new file mode 100644
index 000000000000..7575bd9f628d
--- /dev/null
+++ b/data_structures/stacks/largest_rectangle_histogram.py
@@ -0,0 +1,39 @@
+def largest_rectangle_area(heights: list[int]) -> int:
+    """
+    Inputs an array of integers representing the heights of bars,
+    and returns the area of the largest rectangle that can be formed
+
+    >>> largest_rectangle_area([2, 1, 5, 6, 2, 3])
+    10
+
+    >>> largest_rectangle_area([2, 4])
+    4
+
+    >>> largest_rectangle_area([6, 2, 5, 4, 5, 1, 6])
+    12
+
+    >>> largest_rectangle_area([1])
+    1
+    """
+    stack: list[int] = []
+    max_area = 0
+    heights = [*heights, 0]  # make a new list by appending the sentinel 0
+    n = len(heights)
+
+    for i in range(n):
+        # make sure the stack remains in increasing order
+        while stack and heights[i] < heights[stack[-1]]:
+            h = heights[stack.pop()]  # height of the bar
+            # if stack is empty, it means entire width can be taken from index 0 to i-1
+            w = i if not stack else i - stack[-1] - 1  # calculate width
+            max_area = max(max_area, h * w)
+
+        stack.append(i)
+
+    return max_area
+
+
+if __name__ == "__main__":
+    import doctest
+
+    doctest.testmod()

From 4fbd350b6e08aeb22741d694ce2e64182c66ac92 Mon Sep 17 00:00:00 2001
From: PAUL ADUTWUM <pauladutwum303@gmail.com>
Date: Sat, 8 Mar 2025 16:47:04 -0500
Subject: [PATCH 05/44] Improved test coverage in  decimal_to_fraction.py
 (#12608)

* Imporved test coverage in  decimal_to_fraction.py

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

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

* Update decimal_to_fraction.py

* Update decimal_to_fraction.py

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 maths/decimal_to_fraction.py | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/maths/decimal_to_fraction.py b/maths/decimal_to_fraction.py
index 2aa8e3c3dfd6..7f1299b33c5c 100644
--- a/maths/decimal_to_fraction.py
+++ b/maths/decimal_to_fraction.py
@@ -16,6 +16,20 @@ def decimal_to_fraction(decimal: float | str) -> tuple[int, int]:
     >>> decimal_to_fraction("78td")
     Traceback (most recent call last):
     ValueError: Please enter a valid number
+    >>> decimal_to_fraction(0)
+    (0, 1)
+    >>> decimal_to_fraction(-2.5)
+    (-5, 2)
+    >>> decimal_to_fraction(0.125)
+    (1, 8)
+    >>> decimal_to_fraction(1000000.25)
+    (4000001, 4)
+    >>> decimal_to_fraction(1.3333)
+    (13333, 10000)
+    >>> decimal_to_fraction("1.23e2")
+    (123, 1)
+    >>> decimal_to_fraction("0.500")
+    (1, 2)
     """
     try:
         decimal = float(decimal)

From e3fb5309da98e2d07699ae39eb0a55836a063532 Mon Sep 17 00:00:00 2001
From: PAUL ADUTWUM <pauladutwum303@gmail.com>
Date: Sat, 8 Mar 2025 16:52:20 -0500
Subject: [PATCH 06/44] Improve decimal_to_fraction.py (#12611)

* Update decimal_to_fraction.py

* Update decimal_to_fraction.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 maths/decimal_to_fraction.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/maths/decimal_to_fraction.py b/maths/decimal_to_fraction.py
index 7f1299b33c5c..be42b9fb3b5a 100644
--- a/maths/decimal_to_fraction.py
+++ b/maths/decimal_to_fraction.py
@@ -48,8 +48,8 @@ def decimal_to_fraction(decimal: float | str) -> tuple[int, int]:
             if remainder == 0:
                 break
             dividend, divisor = divisor, remainder
-        numerator, denominator = numerator / divisor, denominator / divisor
-        return int(numerator), int(denominator)
+        numerator, denominator = numerator // divisor, denominator // divisor
+        return numerator, denominator
 
 
 if __name__ == "__main__":

From 23eb17462940e20b830aacce5d2eb80113a7f973 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 11 Mar 2025 08:51:28 +0100
Subject: [PATCH 07/44] [pre-commit.ci] pre-commit autoupdate (#12614)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.9.9 → v0.9.10](https://github.com/astral-sh/ruff-pre-commit/compare/v0.9.9...v0.9.10)

* updating DIRECTORY.md

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 DIRECTORY.md            | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a0952928a775..32580f8c7398 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.9
+    rev: v0.9.10
     hooks:
       - id: ruff
       - id: ruff-format
diff --git a/DIRECTORY.md b/DIRECTORY.md
index ab3259b9a766..1c02c191bd14 100644
--- a/DIRECTORY.md
+++ b/DIRECTORY.md
@@ -289,6 +289,7 @@
     * [Dijkstras Two Stack Algorithm](data_structures/stacks/dijkstras_two_stack_algorithm.py)
     * [Infix To Postfix Conversion](data_structures/stacks/infix_to_postfix_conversion.py)
     * [Infix To Prefix Conversion](data_structures/stacks/infix_to_prefix_conversion.py)
+    * [Largest Rectangle Histogram](data_structures/stacks/largest_rectangle_histogram.py)
     * [Lexicographical Numbers](data_structures/stacks/lexicographical_numbers.py)
     * [Next Greater Element](data_structures/stacks/next_greater_element.py)
     * [Postfix Evaluation](data_structures/stacks/postfix_evaluation.py)

From 7ce998b91c45090bd9c4cdfac6ed0220497b4810 Mon Sep 17 00:00:00 2001
From: Maxim Smolskiy <mithridatus@mail.ru>
Date: Tue, 11 Mar 2025 17:29:13 +0300
Subject: [PATCH 08/44] Fix some RUF012 per file ignores (#11399)

* updating DIRECTORY.md

* Fix some RUF012 per file ignores

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

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

* Fix

* Fix

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

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

* Fix

* Improve

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

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

* Improve

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

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

---------

Co-authored-by: MaximSmolskiy <MaximSmolskiy@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 other/lfu_cache.py | 18 ++++++++++--------
 other/lru_cache.py | 18 ++++++++++--------
 pyproject.toml     |  3 ---
 3 files changed, 20 insertions(+), 19 deletions(-)

diff --git a/other/lfu_cache.py b/other/lfu_cache.py
index 788fdf19bb60..5a143c739b9d 100644
--- a/other/lfu_cache.py
+++ b/other/lfu_cache.py
@@ -196,9 +196,6 @@ class LFUCache(Generic[T, U]):
     CacheInfo(hits=196, misses=100, capacity=100, current_size=100)
     """
 
-    # class variable to map the decorator functions to their respective instance
-    decorator_function_to_instance_map: dict[Callable[[T], U], LFUCache[T, U]] = {}
-
     def __init__(self, capacity: int):
         self.list: DoubleLinkedList[T, U] = DoubleLinkedList()
         self.capacity = capacity
@@ -291,18 +288,23 @@ def decorator(
         """
 
         def cache_decorator_inner(func: Callable[[T], U]) -> Callable[..., U]:
+            # variable to map the decorator functions to their respective instance
+            decorator_function_to_instance_map: dict[
+                Callable[[T], U], LFUCache[T, U]
+            ] = {}
+
             def cache_decorator_wrapper(*args: T) -> U:
-                if func not in cls.decorator_function_to_instance_map:
-                    cls.decorator_function_to_instance_map[func] = LFUCache(size)
+                if func not in decorator_function_to_instance_map:
+                    decorator_function_to_instance_map[func] = LFUCache(size)
 
-                result = cls.decorator_function_to_instance_map[func].get(args[0])
+                result = decorator_function_to_instance_map[func].get(args[0])
                 if result is None:
                     result = func(*args)
-                    cls.decorator_function_to_instance_map[func].put(args[0], result)
+                    decorator_function_to_instance_map[func].put(args[0], result)
                 return result
 
             def cache_info() -> LFUCache[T, U]:
-                return cls.decorator_function_to_instance_map[func]
+                return decorator_function_to_instance_map[func]
 
             setattr(cache_decorator_wrapper, "cache_info", cache_info)  # noqa: B010
 
diff --git a/other/lru_cache.py b/other/lru_cache.py
index 1e5eeac45b4e..4f0c843c86cc 100644
--- a/other/lru_cache.py
+++ b/other/lru_cache.py
@@ -209,9 +209,6 @@ class LRUCache(Generic[T, U]):
     CacheInfo(hits=194, misses=99, capacity=100, current size=99)
     """
 
-    # class variable to map the decorator functions to their respective instance
-    decorator_function_to_instance_map: dict[Callable[[T], U], LRUCache[T, U]] = {}
-
     def __init__(self, capacity: int):
         self.list: DoubleLinkedList[T, U] = DoubleLinkedList()
         self.capacity = capacity
@@ -308,18 +305,23 @@ def decorator(
         """
 
         def cache_decorator_inner(func: Callable[[T], U]) -> Callable[..., U]:
+            # variable to map the decorator functions to their respective instance
+            decorator_function_to_instance_map: dict[
+                Callable[[T], U], LRUCache[T, U]
+            ] = {}
+
             def cache_decorator_wrapper(*args: T) -> U:
-                if func not in cls.decorator_function_to_instance_map:
-                    cls.decorator_function_to_instance_map[func] = LRUCache(size)
+                if func not in decorator_function_to_instance_map:
+                    decorator_function_to_instance_map[func] = LRUCache(size)
 
-                result = cls.decorator_function_to_instance_map[func].get(args[0])
+                result = decorator_function_to_instance_map[func].get(args[0])
                 if result is None:
                     result = func(*args)
-                    cls.decorator_function_to_instance_map[func].put(args[0], result)
+                    decorator_function_to_instance_map[func].put(args[0], result)
                 return result
 
             def cache_info() -> LRUCache[T, U]:
-                return cls.decorator_function_to_instance_map[func]
+                return decorator_function_to_instance_map[func]
 
             setattr(cache_decorator_wrapper, "cache_info", cache_info)  # noqa: B010
 
diff --git a/pyproject.toml b/pyproject.toml
index 2135f1f5825a..4a76c4ad6d11 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -135,9 +135,6 @@ lint.per-file-ignores."machine_learning/sequential_minimum_optimization.py" = [
 lint.per-file-ignores."matrix/sherman_morrison.py" = [
   "SIM103",
 ]
-lint.per-file-ignores."other/l*u_cache.py" = [
-  "RUF012",
-]
 lint.per-file-ignores."physics/newtons_second_law_of_motion.py" = [
   "BLE001",
 ]

From edf7c372a9a6a3e01a33ef92021d958029e99319 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 18 Mar 2025 09:53:49 +0100
Subject: [PATCH 09/44] [pre-commit.ci] pre-commit autoupdate (#12623)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.9.10 → v0.11.0](https://github.com/astral-sh/ruff-pre-commit/compare/v0.9.10...v0.11.0)
- [github.com/abravalheri/validate-pyproject: v0.23 → v0.24](https://github.com/abravalheri/validate-pyproject/compare/v0.23...v0.24)

* Fix ruff issues

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
---
 .pre-commit-config.yaml                        |  4 ++--
 conversions/prefix_conversions_string.py       |  4 ++--
 data_structures/arrays/sudoku_solver.py        |  4 ++--
 graphics/digital_differential_analyzer_line.py |  2 +-
 graphs/minimum_spanning_tree_prims2.py         |  4 ++--
 hashes/enigma_machine.py                       |  4 ++--
 linear_algebra/src/test_linear_algebra.py      |  2 +-
 maths/primelib.py                              |  2 +-
 other/davis_putnam_logemann_loveland.py        |  2 +-
 other/quine.py                                 |  2 +-
 project_euler/problem_028/sol1.py              |  2 +-
 pyproject.toml                                 |  1 +
 scripts/validate_filenames.py                  | 17 +++++++----------
 sorts/external_sort.py                         |  2 +-
 strings/frequency_finder.py                    |  2 +-
 15 files changed, 26 insertions(+), 28 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 32580f8c7398..5deb66a5e5a2 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.10
+    rev: v0.11.0
     hooks:
       - id: ruff
       - id: ruff-format
@@ -42,7 +42,7 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: v0.23
+    rev: v0.24
     hooks:
       - id: validate-pyproject
 
diff --git a/conversions/prefix_conversions_string.py b/conversions/prefix_conversions_string.py
index 9344c9672a1f..c5fef49874ca 100644
--- a/conversions/prefix_conversions_string.py
+++ b/conversions/prefix_conversions_string.py
@@ -53,7 +53,7 @@ class SIUnit(Enum):
     yocto = -24
 
     @classmethod
-    def get_positive(cls: type[T]) -> dict:
+    def get_positive(cls) -> dict:
         """
         Returns a dictionary with only the elements of this enum
         that has a positive value
@@ -68,7 +68,7 @@ def get_positive(cls: type[T]) -> dict:
         return {unit.name: unit.value for unit in cls if unit.value > 0}
 
     @classmethod
-    def get_negative(cls: type[T]) -> dict:
+    def get_negative(cls) -> dict:
         """
         Returns a dictionary with only the elements of this enum
         that has a negative value
diff --git a/data_structures/arrays/sudoku_solver.py b/data_structures/arrays/sudoku_solver.py
index e1714e57ece8..4c722f12fd6e 100644
--- a/data_structures/arrays/sudoku_solver.py
+++ b/data_structures/arrays/sudoku_solver.py
@@ -54,7 +54,7 @@ def parse_grid(grid):
     return False if a contradiction is detected.
     """
     ## To start, every square can be any digit; then assign values from the grid.
-    values = {s: digits for s in squares}
+    values = dict.fromkeys(squares, digits)
     for s, d in grid_values(grid).items():
         if d in digits and not assign(values, s, d):
             return False  ## (Fail if we can't assign d to square s.)
@@ -203,7 +203,7 @@ def random_puzzle(assignments=17):
     Note the resulting puzzle is not guaranteed to be solvable, but empirically
     about 99.8% of them are solvable. Some have multiple solutions.
     """
-    values = {s: digits for s in squares}
+    values = dict.fromkeys(squares, digits)
     for s in shuffled(squares):
         if not assign(values, s, random.choice(values[s])):
             break
diff --git a/graphics/digital_differential_analyzer_line.py b/graphics/digital_differential_analyzer_line.py
index a51cb0b8dc37..f7269ab09856 100644
--- a/graphics/digital_differential_analyzer_line.py
+++ b/graphics/digital_differential_analyzer_line.py
@@ -29,7 +29,7 @@ def digital_differential_analyzer_line(
     for _ in range(steps):
         x += x_increment
         y += y_increment
-        coordinates.append((int(round(x)), int(round(y))))
+        coordinates.append((round(x), round(y)))
     return coordinates
 
 
diff --git a/graphs/minimum_spanning_tree_prims2.py b/graphs/minimum_spanning_tree_prims2.py
index cc918f81dfe8..6870cc80f844 100644
--- a/graphs/minimum_spanning_tree_prims2.py
+++ b/graphs/minimum_spanning_tree_prims2.py
@@ -239,8 +239,8 @@ def prims_algo(
     13
     """
     # prim's algorithm for minimum spanning tree
-    dist: dict[T, int] = {node: maxsize for node in graph.connections}
-    parent: dict[T, T | None] = {node: None for node in graph.connections}
+    dist: dict[T, int] = dict.fromkeys(graph.connections, maxsize)
+    parent: dict[T, T | None] = dict.fromkeys(graph.connections)
 
     priority_queue: MinPriorityQueue[T] = MinPriorityQueue()
     for node, weight in dist.items():
diff --git a/hashes/enigma_machine.py b/hashes/enigma_machine.py
index d95437d12c34..0da8e4113de9 100644
--- a/hashes/enigma_machine.py
+++ b/hashes/enigma_machine.py
@@ -15,12 +15,12 @@ def rotator():
     gear_one.append(i)
     del gear_one[0]
     gear_one_pos += 1
-    if gear_one_pos % int(len(alphabets)) == 0:
+    if gear_one_pos % len(alphabets) == 0:
         i = gear_two[0]
         gear_two.append(i)
         del gear_two[0]
         gear_two_pos += 1
-        if gear_two_pos % int(len(alphabets)) == 0:
+        if gear_two_pos % len(alphabets) == 0:
             i = gear_three[0]
             gear_three.append(i)
             del gear_three[0]
diff --git a/linear_algebra/src/test_linear_algebra.py b/linear_algebra/src/test_linear_algebra.py
index fc5f90fd5cbe..5209c152013e 100644
--- a/linear_algebra/src/test_linear_algebra.py
+++ b/linear_algebra/src/test_linear_algebra.py
@@ -181,7 +181,7 @@ def test_component_matrix(self) -> None:
         test for Matrix method component()
         """
         a = Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]], 3, 3)
-        assert a.component(2, 1) == 7, 0.01
+        assert a.component(2, 1) == 7, "0.01"
 
     def test__add__matrix(self) -> None:
         """
diff --git a/maths/primelib.py b/maths/primelib.py
index 3a966e5cd936..9f031efc50a9 100644
--- a/maths/primelib.py
+++ b/maths/primelib.py
@@ -76,7 +76,7 @@ def is_prime(number: int) -> bool:
     if number <= 1:
         status = False
 
-    for divisor in range(2, int(round(sqrt(number))) + 1):
+    for divisor in range(2, round(sqrt(number)) + 1):
         # if 'number' divisible by 'divisor' then sets 'status'
         # of false and break up the loop.
         if number % divisor == 0:
diff --git a/other/davis_putnam_logemann_loveland.py b/other/davis_putnam_logemann_loveland.py
index e95bf371a817..7d0bcce15a29 100644
--- a/other/davis_putnam_logemann_loveland.py
+++ b/other/davis_putnam_logemann_loveland.py
@@ -36,7 +36,7 @@ def __init__(self, literals: list[str]) -> None:
         Represent the literals and an assignment in a clause."
         """
         # Assign all literals to None initially
-        self.literals: dict[str, bool | None] = {literal: None for literal in literals}
+        self.literals: dict[str, bool | None] = dict.fromkeys(literals)
 
     def __str__(self) -> str:
         """
diff --git a/other/quine.py b/other/quine.py
index 08e885bc1ce7..0fc78333fed1 100644
--- a/other/quine.py
+++ b/other/quine.py
@@ -1,5 +1,5 @@
 #!/bin/python3
-# ruff: noqa
+# ruff: noqa: PLC3002
 """
 Quine:
 
diff --git a/project_euler/problem_028/sol1.py b/project_euler/problem_028/sol1.py
index 1ea5d4fcafd4..0a4648af36c4 100644
--- a/project_euler/problem_028/sol1.py
+++ b/project_euler/problem_028/sol1.py
@@ -37,7 +37,7 @@ def solution(n: int = 1001) -> int:
     """
     total = 1
 
-    for i in range(1, int(ceil(n / 2.0))):
+    for i in range(1, ceil(n / 2.0)):
         odd = 2 * i + 1
         even = 2 * i
         total = total + 4 * odd**2 - 6 * even
diff --git a/pyproject.toml b/pyproject.toml
index 4a76c4ad6d11..60f8d4ffc96f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -119,6 +119,7 @@ lint.ignore = [
   "PT018",   # Assertion should be broken down into multiple parts
   "S101",    # Use of `assert` detected -- DO NOT FIX
   "S311",    # Standard pseudo-random generators are not suitable for cryptographic purposes -- FIX ME
+  "SIM905",  # Consider using a list literal instead of `str.split` -- DO NOT FIX
   "SLF001",  # Private member accessed: `_Iterator` -- FIX ME
   "UP038",   # Use `X | Y` in `{}` call instead of `(X, Y)` -- DO NOT FIX
 ]
diff --git a/scripts/validate_filenames.py b/scripts/validate_filenames.py
index e76b4dbfe288..80399673cced 100755
--- a/scripts/validate_filenames.py
+++ b/scripts/validate_filenames.py
@@ -9,28 +9,25 @@
 filepaths = list(good_file_paths())
 assert filepaths, "good_file_paths() failed!"
 
-upper_files = [file for file in filepaths if file != file.lower()]
-if upper_files:
+if upper_files := [file for file in filepaths if file != file.lower()]:
     print(f"{len(upper_files)} files contain uppercase characters:")
     print("\n".join(upper_files) + "\n")
 
-space_files = [file for file in filepaths if " " in file]
-if space_files:
+if space_files := [file for file in filepaths if " " in file]:
     print(f"{len(space_files)} files contain space characters:")
     print("\n".join(space_files) + "\n")
 
-hyphen_files = [file for file in filepaths if "-" in file]
-if hyphen_files:
+if hyphen_files := [
+    file for file in filepaths if "-" in file and "/site-packages/" not in file
+]:
     print(f"{len(hyphen_files)} files contain hyphen characters:")
     print("\n".join(hyphen_files) + "\n")
 
-nodir_files = [file for file in filepaths if os.sep not in file]
-if nodir_files:
+if nodir_files := [file for file in filepaths if os.sep not in file]:
     print(f"{len(nodir_files)} files are not in a directory:")
     print("\n".join(nodir_files) + "\n")
 
-bad_files = len(upper_files + space_files + hyphen_files + nodir_files)
-if bad_files:
+if bad_files := len(upper_files + space_files + hyphen_files + nodir_files):
     import sys
 
     sys.exit(bad_files)
diff --git a/sorts/external_sort.py b/sorts/external_sort.py
index 3fa7cacc0592..cfddee4fe7f8 100644
--- a/sorts/external_sort.py
+++ b/sorts/external_sort.py
@@ -61,7 +61,7 @@ def __init__(self, files):
         self.files = files
         self.empty = set()
         self.num_buffers = len(files)
-        self.buffers = {i: None for i in range(self.num_buffers)}
+        self.buffers = dict.fromkeys(range(self.num_buffers))
 
     def get_dict(self):
         return {
diff --git a/strings/frequency_finder.py b/strings/frequency_finder.py
index e5afee891bd9..98720dc36d6e 100644
--- a/strings/frequency_finder.py
+++ b/strings/frequency_finder.py
@@ -36,7 +36,7 @@
 
 
 def get_letter_count(message: str) -> dict[str, int]:
-    letter_count = {letter: 0 for letter in string.ascii_uppercase}
+    letter_count = dict.fromkeys(string.ascii_uppercase, 0)
     for letter in message.upper():
         if letter in LETTERS:
             letter_count[letter] += 1

From 580273eeca28c30a8a5da114800d21b89fdfb930 Mon Sep 17 00:00:00 2001
From: Pranjay kumar <110048711+pranjaykumar926@users.noreply.github.com>
Date: Thu, 20 Mar 2025 05:03:46 +0530
Subject: [PATCH 10/44] Improve prefix_sum.py (#12560)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Update prefix_sum.py

Index Validation for get_sum

Raises ValueError if start or end is out of range or start > end.
Handles cases where the array is empty.
✅ Empty Array Support

If an empty array is passed, get_sum raises an appropriate error instead of failing unexpectedly.
✅ Optimized contains_sum Initialization

Initializes sums with {0} for efficient subarray sum checking.

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

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

* Update prefix_sum.py

* Update prefix_sum.py

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

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

* Update prefix_sum.py

* Update prefix_sum.py

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 data_structures/arrays/prefix_sum.py | 20 +++++++++++++++++++-
 1 file changed, 19 insertions(+), 1 deletion(-)

diff --git a/data_structures/arrays/prefix_sum.py b/data_structures/arrays/prefix_sum.py
index 2243a5308937..717b5f9d7e7e 100644
--- a/data_structures/arrays/prefix_sum.py
+++ b/data_structures/arrays/prefix_sum.py
@@ -30,11 +30,29 @@ def get_sum(self, start: int, end: int) -> int:
         5
         >>> PrefixSum([1,2,3]).get_sum(2, 2)
         3
+        >>> PrefixSum([]).get_sum(0, 0)
+        Traceback (most recent call last):
+        ...
+        ValueError: The array is empty.
+        >>> PrefixSum([1,2,3]).get_sum(-1, 2)
+        Traceback (most recent call last):
+        ...
+        ValueError: Invalid range specified.
         >>> PrefixSum([1,2,3]).get_sum(2, 3)
         Traceback (most recent call last):
         ...
-        IndexError: list index out of range
+        ValueError: Invalid range specified.
+        >>> PrefixSum([1,2,3]).get_sum(2, 1)
+        Traceback (most recent call last):
+        ...
+        ValueError: Invalid range specified.
         """
+        if not self.prefix_sum:
+            raise ValueError("The array is empty.")
+
+        if start < 0 or end >= len(self.prefix_sum) or start > end:
+            raise ValueError("Invalid range specified.")
+
         if start == 0:
             return self.prefix_sum[end]
 

From e3773dbec1504de17047c4fe013c0f1aaef20b38 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 24 Mar 2025 20:05:41 +0100
Subject: [PATCH 11/44] [pre-commit.ci] pre-commit autoupdate (#12631)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.11.0 → v0.11.2](https://github.com/astral-sh/ruff-pre-commit/compare/v0.11.0...v0.11.2)
- [github.com/abravalheri/validate-pyproject: v0.24 → v0.24.1](https://github.com/abravalheri/validate-pyproject/compare/v0.24...v0.24.1)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5deb66a5e5a2..0fc8b2b14e07 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.0
+    rev: v0.11.2
     hooks:
       - id: ruff
       - id: ruff-format
@@ -42,7 +42,7 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: v0.24
+    rev: v0.24.1
     hooks:
       - id: validate-pyproject
 

From 74b540ad73bd3b1187ed6e3c89bb8f309ef543fd Mon Sep 17 00:00:00 2001
From: Tony Dang <62843153+Dang-Hoang-Tung@users.noreply.github.com>
Date: Sat, 29 Mar 2025 08:13:47 +0000
Subject: [PATCH 12/44] Genetic Algorithm: Fix bug in multi-threading (#12644)

* Fix bug in multi-threading

- Multi-threading (despite being commented out) had a tiny bug: missing target argument (2nd argument).
- Commented out code was also slightly hard to understand, added (Option 1/2) in comments to clarify where a user may choose between 2 implementations.

* Update basic_string.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 genetic_algorithm/basic_string.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/genetic_algorithm/basic_string.py b/genetic_algorithm/basic_string.py
index a906ce85a779..b75491d9a949 100644
--- a/genetic_algorithm/basic_string.py
+++ b/genetic_algorithm/basic_string.py
@@ -144,18 +144,18 @@ def basic(target: str, genes: list[str], debug: bool = True) -> tuple[int, int,
 
         # Random population created. Now it's time to evaluate.
 
-        # Adding a bit of concurrency can make everything faster,
+        # (Option 1) Adding a bit of concurrency can make everything faster,
         #
         # import concurrent.futures
         # population_score: list[tuple[str, float]] = []
         # with concurrent.futures.ThreadPoolExecutor(
         #                                   max_workers=NUM_WORKERS) as executor:
-        #     futures = {executor.submit(evaluate, item) for item in population}
+        #     futures = {executor.submit(evaluate, item, target) for item in population}
         #     concurrent.futures.wait(futures)
         #     population_score = [item.result() for item in futures]
         #
         # but with a simple algorithm like this, it will probably be slower.
-        # We just need to call evaluate for every item inside the population.
+        # (Option 2) We just need to call evaluate for every item inside the population.
         population_score = [evaluate(item, target) for item in population]
 
         # Check if there is a matching evolution.

From f10a5cbfccc5ee9ddb5ddd9906591ecaad58f672 Mon Sep 17 00:00:00 2001
From: Isidro <isidroariass@hotmail.es>
Date: Mon, 31 Mar 2025 23:09:14 +0200
Subject: [PATCH 13/44] prefix_evaluation: Add alternative recursive
 implementation (#12646)

* prefix_evaluation: Add alternative recursive implementation

* improve doc

* better variable name calc->operators

* Update prefix_evaluation.py

* Update prefix_evaluation.py

* Update prefix_evaluation.py

* Update prefix_evaluation.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 data_structures/stacks/prefix_evaluation.py | 39 +++++++++++++++++++--
 1 file changed, 36 insertions(+), 3 deletions(-)

diff --git a/data_structures/stacks/prefix_evaluation.py b/data_structures/stacks/prefix_evaluation.py
index f48eca23d7b5..03a70d884725 100644
--- a/data_structures/stacks/prefix_evaluation.py
+++ b/data_structures/stacks/prefix_evaluation.py
@@ -1,8 +1,9 @@
 """
-Python3 program to evaluate a prefix expression.
+Program to evaluate a prefix expression.
+https://en.wikipedia.org/wiki/Polish_notation
 """
 
-calc = {
+operators = {
     "+": lambda x, y: x + y,
     "-": lambda x, y: x - y,
     "*": lambda x, y: x * y,
@@ -31,6 +32,10 @@ def evaluate(expression):
     21
     >>> evaluate("/ * 10 2 + 4 1 ")
     4.0
+    >>> evaluate("2")
+    2
+    >>> evaluate("+ * 2 3 / 8 4")
+    8.0
     """
     stack = []
 
@@ -45,11 +50,39 @@ def evaluate(expression):
             # push the result onto the stack again
             o1 = stack.pop()
             o2 = stack.pop()
-            stack.append(calc[c](o1, o2))
+            stack.append(operators[c](o1, o2))
 
     return stack.pop()
 
 
+def evaluate_recursive(expression: list[str]):
+    """
+    Alternative recursive implementation
+
+    >>> evaluate_recursive(['2'])
+    2
+    >>> expression = ['+', '*', '2', '3', '/', '8', '4']
+    >>> evaluate_recursive(expression)
+    8.0
+    >>> expression
+    []
+    >>> evaluate_recursive(['+', '9', '*', '2', '6'])
+    21
+    >>> evaluate_recursive(['/', '*', '10', '2', '+', '4', '1'])
+    4.0
+    """
+
+    op = expression.pop(0)
+    if is_operand(op):
+        return int(op)
+
+    operation = operators[op]
+
+    a = evaluate_recursive(expression)
+    b = evaluate_recursive(expression)
+    return operation(a, b)
+
+
 # Driver code
 if __name__ == "__main__":
     test_expression = "+ 9 * 2 6"

From baab802965c37fa1740054a559cad8c119b2ee35 Mon Sep 17 00:00:00 2001
From: Isidro <isidroariass@hotmail.es>
Date: Tue, 1 Apr 2025 20:55:14 +0200
Subject: [PATCH 14/44] doubly linked list: add dataclass and typing (#12647)

* Node is a dataclass

* fix mypy errors

* LinkedList is a dataclass

* fix mypy errors

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 .../linked_list/doubly_linked_list_two.py     | 62 +++++++++----------
 1 file changed, 29 insertions(+), 33 deletions(-)

diff --git a/data_structures/linked_list/doubly_linked_list_two.py b/data_structures/linked_list/doubly_linked_list_two.py
index e993cc5a20af..3d3bfb0cde30 100644
--- a/data_structures/linked_list/doubly_linked_list_two.py
+++ b/data_structures/linked_list/doubly_linked_list_two.py
@@ -9,25 +9,19 @@
      Delete operation is more efficient
 """
 
+from dataclasses import dataclass
+from typing import Self
 
+
+@dataclass
 class Node:
-    def __init__(self, data: int, previous=None, next_node=None):
-        self.data = data
-        self.previous = previous
-        self.next = next_node
+    data: int
+    previous: Self | None = None
+    next: Self | None = None
 
     def __str__(self) -> str:
         return f"{self.data}"
 
-    def get_data(self) -> int:
-        return self.data
-
-    def get_next(self):
-        return self.next
-
-    def get_previous(self):
-        return self.previous
-
 
 class LinkedListIterator:
     def __init__(self, head):
@@ -40,30 +34,30 @@ def __next__(self):
         if not self.current:
             raise StopIteration
         else:
-            value = self.current.get_data()
-            self.current = self.current.get_next()
+            value = self.current.data
+            self.current = self.current.next
             return value
 
 
+@dataclass
 class LinkedList:
-    def __init__(self):
-        self.head = None  # First node in list
-        self.tail = None  # Last node in list
+    head: Node | None = None  # First node in list
+    tail: Node | None = None  # Last node in list
 
     def __str__(self):
         current = self.head
         nodes = []
         while current is not None:
-            nodes.append(current.get_data())
-            current = current.get_next()
+            nodes.append(current.data)
+            current = current.next
         return " ".join(str(node) for node in nodes)
 
     def __contains__(self, value: int):
         current = self.head
         while current:
-            if current.get_data() == value:
+            if current.data == value:
                 return True
-            current = current.get_next()
+            current = current.next
         return False
 
     def __iter__(self):
@@ -71,12 +65,12 @@ def __iter__(self):
 
     def get_head_data(self):
         if self.head:
-            return self.head.get_data()
+            return self.head.data
         return None
 
     def get_tail_data(self):
         if self.tail:
-            return self.tail.get_data()
+            return self.tail.data
         return None
 
     def set_head(self, node: Node) -> None:
@@ -103,18 +97,20 @@ def insert_before_node(self, node: Node, node_to_insert: Node) -> None:
         node_to_insert.next = node
         node_to_insert.previous = node.previous
 
-        if node.get_previous() is None:
+        if node.previous is None:
             self.head = node_to_insert
         else:
             node.previous.next = node_to_insert
 
         node.previous = node_to_insert
 
-    def insert_after_node(self, node: Node, node_to_insert: Node) -> None:
+    def insert_after_node(self, node: Node | None, node_to_insert: Node) -> None:
+        assert node is not None
+
         node_to_insert.previous = node
         node_to_insert.next = node.next
 
-        if node.get_next() is None:
+        if node.next is None:
             self.tail = node_to_insert
         else:
             node.next.previous = node_to_insert
@@ -136,27 +132,27 @@ def insert_at_position(self, position: int, value: int) -> None:
     def get_node(self, item: int) -> Node:
         node = self.head
         while node:
-            if node.get_data() == item:
+            if node.data == item:
                 return node
-            node = node.get_next()
+            node = node.next
         raise Exception("Node not found")
 
     def delete_value(self, value):
         if (node := self.get_node(value)) is not None:
             if node == self.head:
-                self.head = self.head.get_next()
+                self.head = self.head.next
 
             if node == self.tail:
-                self.tail = self.tail.get_previous()
+                self.tail = self.tail.previous
 
             self.remove_node_pointers(node)
 
     @staticmethod
     def remove_node_pointers(node: Node) -> None:
-        if node.get_next():
+        if node.next:
             node.next.previous = node.previous
 
-        if node.get_previous():
+        if node.previous:
             node.previous.next = node.next
 
         node.next = None

From 0c8cf8e9871a5f91182d767adf173dccf87c2c0f Mon Sep 17 00:00:00 2001
From: Maxim Smolskiy <mithridatus@mail.ru>
Date: Wed, 2 Apr 2025 10:23:55 +0300
Subject: [PATCH 15/44] Fix bug for
 data_structures/linked_list/doubly_linked_list_two.py (#12651)

* Fix bug for data_structures/linked_list/doubly_linked_list_two.py

* Fix

* Fix

* Fix

* Fix

* Fix

* Fix

* Fix

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py
---
 .../linked_list/doubly_linked_list_two.py     | 27 ++++++++++++++-----
 1 file changed, 21 insertions(+), 6 deletions(-)

diff --git a/data_structures/linked_list/doubly_linked_list_two.py b/data_structures/linked_list/doubly_linked_list_two.py
index 3d3bfb0cde30..8c93cddd5d31 100644
--- a/data_structures/linked_list/doubly_linked_list_two.py
+++ b/data_structures/linked_list/doubly_linked_list_two.py
@@ -81,8 +81,9 @@ def set_head(self, node: Node) -> None:
             self.insert_before_node(self.head, node)
 
     def set_tail(self, node: Node) -> None:
-        if self.head is None:
-            self.set_head(node)
+        if self.tail is None:
+            self.head = node
+            self.tail = node
         else:
             self.insert_after_node(self.tail, node)
 
@@ -104,9 +105,7 @@ def insert_before_node(self, node: Node, node_to_insert: Node) -> None:
 
         node.previous = node_to_insert
 
-    def insert_after_node(self, node: Node | None, node_to_insert: Node) -> None:
-        assert node is not None
-
+    def insert_after_node(self, node: Node, node_to_insert: Node) -> None:
         node_to_insert.previous = node
         node_to_insert.next = node.next
 
@@ -127,7 +126,7 @@ def insert_at_position(self, position: int, value: int) -> None:
                 return
             current_position += 1
             node = node.next
-        self.insert_after_node(self.tail, new_node)
+        self.set_tail(new_node)
 
     def get_node(self, item: int) -> Node:
         node = self.head
@@ -237,6 +236,22 @@ def create_linked_list() -> None:
     7
     8
     9
+    >>> linked_list = LinkedList()
+    >>> linked_list.insert_at_position(position=1, value=10)
+    >>> str(linked_list)
+    '10'
+    >>> linked_list.insert_at_position(position=2, value=20)
+    >>> str(linked_list)
+    '10 20'
+    >>> linked_list.insert_at_position(position=1, value=30)
+    >>> str(linked_list)
+    '30 10 20'
+    >>> linked_list.insert_at_position(position=3, value=40)
+    >>> str(linked_list)
+    '30 10 40 20'
+    >>> linked_list.insert_at_position(position=5, value=50)
+    >>> str(linked_list)
+    '30 10 40 20 50'
     """
 
 

From 5afe02994eb0aafb0b462fec32fe5f6ecedf7305 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 7 Apr 2025 23:20:19 +0200
Subject: [PATCH 16/44] [pre-commit.ci] pre-commit autoupdate (#12661)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.11.2 → v0.11.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.11.2...v0.11.4)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 0fc8b2b14e07..20065c433062 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.2
+    rev: v0.11.4
     hooks:
       - id: ruff
       - id: ruff-format

From a4576dc2a42cbfc7585a7ce6f28917cb97f83c45 Mon Sep 17 00:00:00 2001
From: Kim <iyai@naver.com>
Date: Wed, 9 Apr 2025 15:24:37 +0900
Subject: [PATCH 17/44] fix: correct typo "util" to "until" (#12653)

---
 dynamic_programming/bitmask.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/dynamic_programming/bitmask.py b/dynamic_programming/bitmask.py
index a6e6a0cda7bf..4737a3419e8e 100644
--- a/dynamic_programming/bitmask.py
+++ b/dynamic_programming/bitmask.py
@@ -42,7 +42,7 @@ def count_ways_until(self, mask, task_no):
             return self.dp[mask][task_no]
 
         # Number of ways when we don't this task in the arrangement
-        total_ways_util = self.count_ways_until(mask, task_no + 1)
+        total_ways_until = self.count_ways_until(mask, task_no + 1)
 
         # now assign the tasks one by one to all possible persons and recursively
         # assign for the remaining tasks.
@@ -54,10 +54,10 @@ def count_ways_until(self, mask, task_no):
 
                 # assign this task to p and change the mask value. And recursively
                 # assign tasks with the new mask value.
-                total_ways_util += self.count_ways_until(mask | (1 << p), task_no + 1)
+                total_ways_until += self.count_ways_until(mask | (1 << p), task_no + 1)
 
         # save the value.
-        self.dp[mask][task_no] = total_ways_util
+        self.dp[mask][task_no] = total_ways_until
 
         return self.dp[mask][task_no]
 

From 4ed61418a8fef5a0fe3c5a05a49c7cbc5ac8298c Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 14 Apr 2025 19:55:55 +0200
Subject: [PATCH 18/44] [pre-commit.ci] pre-commit autoupdate (#12671)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.11.4 → v0.11.5](https://github.com/astral-sh/ruff-pre-commit/compare/v0.11.4...v0.11.5)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 20065c433062..8a8697ca778a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.4
+    rev: v0.11.5
     hooks:
       - id: ruff
       - id: ruff-format

From cc621f1fddac7391389270d7bc38326507b4b495 Mon Sep 17 00:00:00 2001
From: parth-6945 <140963864+parth-6945@users.noreply.github.com>
Date: Mon, 14 Apr 2025 23:31:29 +0530
Subject: [PATCH 19/44] Add find_unique_number algorithm to bit manipulation
 (#12654)

* Add find_unique_number algorithm to bit manipulation

* [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>
---
 bit_manipulation/find_unique_number.py | 37 ++++++++++++++++++++++++++
 1 file changed, 37 insertions(+)
 create mode 100644 bit_manipulation/find_unique_number.py

diff --git a/bit_manipulation/find_unique_number.py b/bit_manipulation/find_unique_number.py
new file mode 100644
index 000000000000..77970b4865d1
--- /dev/null
+++ b/bit_manipulation/find_unique_number.py
@@ -0,0 +1,37 @@
+def find_unique_number(arr: list[int]) -> int:
+    """
+    Given a list of integers where every element appears twice except for one,
+    this function returns the element that appears only once using bitwise XOR.
+
+    >>> find_unique_number([1, 1, 2, 2, 3])
+    3
+    >>> find_unique_number([4, 5, 4, 6, 6])
+    5
+    >>> find_unique_number([7])
+    7
+    >>> find_unique_number([10, 20, 10])
+    20
+    >>> find_unique_number([])
+    Traceback (most recent call last):
+        ...
+    ValueError: input list must not be empty
+    >>> find_unique_number([1, 'a', 1])
+    Traceback (most recent call last):
+        ...
+    TypeError: all elements must be integers
+    """
+    if not arr:
+        raise ValueError("input list must not be empty")
+    if not all(isinstance(x, int) for x in arr):
+        raise TypeError("all elements must be integers")
+
+    result = 0
+    for num in arr:
+        result ^= num
+    return result
+
+
+if __name__ == "__main__":
+    import doctest
+
+    doctest.testmod()

From d123cbc649e0777717b02dc74b4466872941a8d5 Mon Sep 17 00:00:00 2001
From: Mindaugas <76015221+mindaugl@users.noreply.github.com>
Date: Tue, 15 Apr 2025 02:30:25 +0800
Subject: [PATCH 20/44] Solution for the Euler Project Problem 122 (#12655)

* Add initial version for euler project problem 122.

* Add doctests and documentation for the project euler problem 122.

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 project_euler/problem_122/__init__.py |  0
 project_euler/problem_122/sol1.py     | 89 +++++++++++++++++++++++++++
 2 files changed, 89 insertions(+)
 create mode 100644 project_euler/problem_122/__init__.py
 create mode 100644 project_euler/problem_122/sol1.py

diff --git a/project_euler/problem_122/__init__.py b/project_euler/problem_122/__init__.py
new file mode 100644
index 000000000000..e69de29bb2d1
diff --git a/project_euler/problem_122/sol1.py b/project_euler/problem_122/sol1.py
new file mode 100644
index 000000000000..cd8b1e67708c
--- /dev/null
+++ b/project_euler/problem_122/sol1.py
@@ -0,0 +1,89 @@
+"""
+Project Euler Problem 122: https://projecteuler.net/problem=122
+
+Efficient Exponentiation
+
+The most naive way of computing n^15 requires fourteen multiplications:
+
+                                               n x n x ... x n = n^15.
+
+But using a "binary" method you can compute it in six multiplications:
+
+                                                         n x n = n^2
+                                                     n^2 x n^2 = n^4
+                                                     n^4 x n^4 = n^8
+                                                     n^8 x n^4 = n^12
+                                                    n^12 x n^2 = n^14
+                                                      n^14 x n = n^15
+
+However it is yet possible to compute it in only five multiplications:
+
+                                                                n x n = n^2
+                                                              n^2 x n = n^3
+                                                            n^3 x n^3 = n^6
+                                                            n^6 x n^6 = n^12
+                                                           n^12 x n^3 = n^15
+
+We shall define m(k) to be the minimum number of multiplications to compute n^k;
+for example m(15) = 5.
+
+Find sum_{k = 1}^200 m(k).
+
+It uses the fact that for rather small n, applicable for this problem, the solution
+for each number can be formed by increasing the largest element.
+
+References:
+- https://en.wikipedia.org/wiki/Addition_chain
+"""
+
+
+def solve(nums: list[int], goal: int, depth: int) -> bool:
+    """
+    Checks if nums can have a sum equal to goal, given that length of nums does
+    not exceed depth.
+
+    >>> solve([1], 2, 2)
+    True
+    >>> solve([1], 2, 0)
+    False
+    """
+    if len(nums) > depth:
+        return False
+    for el in nums:
+        if el + nums[-1] == goal:
+            return True
+        nums.append(el + nums[-1])
+        if solve(nums=nums, goal=goal, depth=depth):
+            return True
+        del nums[-1]
+    return False
+
+
+def solution(n: int = 200) -> int:
+    """
+    Calculates sum of smallest number of multiplactions for each number up to
+    and including n.
+
+    >>> solution(1)
+    0
+    >>> solution(2)
+    1
+    >>> solution(14)
+    45
+    >>> solution(15)
+    50
+    """
+    total = 0
+    for i in range(2, n + 1):
+        max_length = 0
+        while True:
+            nums = [1]
+            max_length += 1
+            if solve(nums=nums, goal=i, depth=max_length):
+                break
+        total += max_length
+    return total
+
+
+if __name__ == "__main__":
+    print(f"{solution() = }")

From 42820634f3795e7d7397ad2e688d091a79c1eb83 Mon Sep 17 00:00:00 2001
From: Naitik Dwivedi <naitikdwivedi2413k@gmail.com>
Date: Tue, 15 Apr 2025 00:27:13 +0530
Subject: [PATCH 21/44] Add matrix inversion algorithm using NumPy (#12657)

* Create matrix_inversion.py

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

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

* Update matrix_inversion.py

* Update matrix_inversion.py

* Update matrix_inversion.py

* Update matrix_inversion.py

* Update matrix_inversion.py

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 linear_algebra/matrix_inversion.py | 36 ++++++++++++++++++++++++++++++
 1 file changed, 36 insertions(+)
 create mode 100644 linear_algebra/matrix_inversion.py

diff --git a/linear_algebra/matrix_inversion.py b/linear_algebra/matrix_inversion.py
new file mode 100644
index 000000000000..50dae1c2e825
--- /dev/null
+++ b/linear_algebra/matrix_inversion.py
@@ -0,0 +1,36 @@
+import numpy as np
+
+
+def invert_matrix(matrix: list[list[float]]) -> list[list[float]]:
+    """
+    Returns the inverse of a square matrix using NumPy.
+
+    Parameters:
+    matrix (list[list[float]]): A square matrix.
+
+    Returns:
+    list[list[float]]: Inverted matrix if invertible, else raises error.
+
+    >>> invert_matrix([[4.0, 7.0], [2.0, 6.0]])
+    [[0.6000000000000001, -0.7000000000000001], [-0.2, 0.4]]
+    >>> invert_matrix([[1.0, 2.0], [0.0, 0.0]])
+    Traceback (most recent call last):
+        ...
+    ValueError: Matrix is not invertible
+    """
+    np_matrix = np.array(matrix)
+
+    try:
+        inv_matrix = np.linalg.inv(np_matrix)
+    except np.linalg.LinAlgError:
+        raise ValueError("Matrix is not invertible")
+
+    return inv_matrix.tolist()
+
+
+if __name__ == "__main__":
+    mat = [[4.0, 7.0], [2.0, 6.0]]
+    print("Original Matrix:")
+    print(mat)
+    print("Inverted Matrix:")
+    print(invert_matrix(mat))

From c585cb122718e219870ea7a2af110939b55e52f9 Mon Sep 17 00:00:00 2001
From: Mindaugas <76015221+mindaugl@users.noreply.github.com>
Date: Fri, 18 Apr 2025 07:16:15 +0800
Subject: [PATCH 22/44] Solution for the Euler Project problem 136 (#12658)

* Add initial version of file for the Euler project problem 136 solution.

* Add documentation and tests for the Euler project problem 136 solution.

* Update sol1.py

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

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

* Update sol1.py

* Update sol1.py

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

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

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 project_euler/problem_136/__init__.py |  0
 project_euler/problem_136/sol1.py     | 63 +++++++++++++++++++++++++++
 2 files changed, 63 insertions(+)
 create mode 100644 project_euler/problem_136/__init__.py
 create mode 100644 project_euler/problem_136/sol1.py

diff --git a/project_euler/problem_136/__init__.py b/project_euler/problem_136/__init__.py
new file mode 100644
index 000000000000..e69de29bb2d1
diff --git a/project_euler/problem_136/sol1.py b/project_euler/problem_136/sol1.py
new file mode 100644
index 000000000000..688a9a5d7f24
--- /dev/null
+++ b/project_euler/problem_136/sol1.py
@@ -0,0 +1,63 @@
+"""
+Project Euler Problem 136: https://projecteuler.net/problem=136
+
+Singleton Difference
+
+The positive integers, x, y, and z, are consecutive terms of an arithmetic progression.
+Given that n is a positive integer, the equation, x^2 - y^2 - z^2 = n,
+has exactly one solution when n = 20:
+                              13^2 - 10^2 - 7^2 = 20.
+
+In fact there are twenty-five values of n below one hundred for which
+the equation has a unique solution.
+
+How many values of n less than fifty million have exactly one solution?
+
+By change of variables
+
+x = y + delta
+z = y - delta
+
+The expression can be rewritten:
+
+x^2 - y^2 - z^2 = y * (4 * delta - y) = n
+
+The algorithm loops over delta and y, which is restricted in upper and lower limits,
+to count how many solutions each n has.
+In the end it is counted how many n's have one solution.
+"""
+
+
+def solution(n_limit: int = 50 * 10**6) -> int:
+    """
+    Define n count list and loop over delta, y to get the counts, then check
+    which n has count == 1.
+
+    >>> solution(3)
+    0
+    >>> solution(10)
+    3
+    >>> solution(100)
+    25
+    >>> solution(110)
+    27
+    """
+    n_sol = [0] * n_limit
+
+    for delta in range(1, (n_limit + 1) // 4 + 1):
+        for y in range(4 * delta - 1, delta, -1):
+            n = y * (4 * delta - y)
+            if n >= n_limit:
+                break
+            n_sol[n] += 1
+
+    ans = 0
+    for i in range(n_limit):
+        if n_sol[i] == 1:
+            ans += 1
+
+    return ans
+
+
+if __name__ == "__main__":
+    print(f"{solution() = }")

From a1aa6313e08657f0e9ae337afa81d6b6f95357c9 Mon Sep 17 00:00:00 2001
From: Samuel Willis <109305646+konsoleSam@users.noreply.github.com>
Date: Thu, 17 Apr 2025 17:33:08 -0600
Subject: [PATCH 23/44] Adding time and a half pay calculator algorithm to
 financial folder (#12662)

* Create time&half-pay.py

* Update time&half-pay.py

* Update time&half-pay.py

* Rename time&half-pay.py to time_and_half_pay.py

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

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

* Update time_and_half_pay.py

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

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

* Update time_and_half_pay.py

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

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

* Update time_and_half_pay.py

* Update time_and_half_pay.py

* Update time_and_half_pay.py

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 financial/time_and_half_pay.py | 40 ++++++++++++++++++++++++++++++++++
 1 file changed, 40 insertions(+)
 create mode 100644 financial/time_and_half_pay.py

diff --git a/financial/time_and_half_pay.py b/financial/time_and_half_pay.py
new file mode 100644
index 000000000000..c5dff1bc1ce1
--- /dev/null
+++ b/financial/time_and_half_pay.py
@@ -0,0 +1,40 @@
+"""
+Calculate time and a half pay
+"""
+
+
+def pay(hours_worked: float, pay_rate: float, hours: float = 40) -> float:
+    """
+    hours_worked = The total hours worked
+    pay_rate = Amount of money per hour
+    hours = Number of hours that must be worked before you receive time and a half
+
+    >>> pay(41, 1)
+    41.5
+    >>> pay(65, 19)
+    1472.5
+    >>> pay(10, 1)
+    10.0
+    """
+    # Check that all input parameters are float or integer
+    assert isinstance(hours_worked, (float, int)), (
+        "Parameter 'hours_worked' must be of type 'int' or 'float'"
+    )
+    assert isinstance(pay_rate, (float, int)), (
+        "Parameter 'pay_rate' must be of type 'int' or 'float'"
+    )
+    assert isinstance(hours, (float, int)), (
+        "Parameter 'hours' must be of type 'int' or 'float'"
+    )
+
+    normal_pay = hours_worked * pay_rate
+    over_time = max(0, hours_worked - hours)
+    over_time_pay = over_time * pay_rate / 2
+    return normal_pay + over_time_pay
+
+
+if __name__ == "__main__":
+    # Test
+    import doctest
+
+    doctest.testmod()

From 9891d2bc3051ab4242ed041ea30edd10b94925bd Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 21 Apr 2025 19:54:11 +0200
Subject: [PATCH 24/44] [pre-commit.ci] pre-commit autoupdate (#12680)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.11.5 → v0.11.6](https://github.com/astral-sh/ruff-pre-commit/compare/v0.11.5...v0.11.6)

* updating DIRECTORY.md

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 DIRECTORY.md            | 7 +++++++
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8a8697ca778a..8474deebb7ba 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.5
+    rev: v0.11.6
     hooks:
       - id: ruff
       - id: ruff-format
diff --git a/DIRECTORY.md b/DIRECTORY.md
index 1c02c191bd14..fa731e32ff23 100644
--- a/DIRECTORY.md
+++ b/DIRECTORY.md
@@ -40,6 +40,7 @@
   * [Count Number Of One Bits](bit_manipulation/count_number_of_one_bits.py)
   * [Excess 3 Code](bit_manipulation/excess_3_code.py)
   * [Find Previous Power Of Two](bit_manipulation/find_previous_power_of_two.py)
+  * [Find Unique Number](bit_manipulation/find_unique_number.py)
   * [Gray Code Sequence](bit_manipulation/gray_code_sequence.py)
   * [Highest Set Bit](bit_manipulation/highest_set_bit.py)
   * [Index Of Rightmost Set Bit](bit_manipulation/index_of_rightmost_set_bit.py)
@@ -442,6 +443,7 @@
   * [Present Value](financial/present_value.py)
   * [Price Plus Tax](financial/price_plus_tax.py)
   * [Simple Moving Average](financial/simple_moving_average.py)
+  * [Time And Half Pay](financial/time_and_half_pay.py)
 
 ## Fractals
   * [Julia Sets](fractals/julia_sets.py)
@@ -570,6 +572,7 @@
   * [Gaussian Elimination](linear_algebra/gaussian_elimination.py)
   * [Jacobi Iteration Method](linear_algebra/jacobi_iteration_method.py)
   * [Lu Decomposition](linear_algebra/lu_decomposition.py)
+  * [Matrix Inversion](linear_algebra/matrix_inversion.py)
   * Src
     * [Conjugate Gradient](linear_algebra/src/conjugate_gradient.py)
     * [Gaussian Elimination Pivoting](linear_algebra/src/gaussian_elimination_pivoting.py)
@@ -1153,6 +1156,8 @@
     * [Sol1](project_euler/problem_120/sol1.py)
   * Problem 121
     * [Sol1](project_euler/problem_121/sol1.py)
+  * Problem 122
+    * [Sol1](project_euler/problem_122/sol1.py)
   * Problem 123
     * [Sol1](project_euler/problem_123/sol1.py)
   * Problem 125
@@ -1163,6 +1168,8 @@
     * [Sol1](project_euler/problem_131/sol1.py)
   * Problem 135
     * [Sol1](project_euler/problem_135/sol1.py)
+  * Problem 136
+    * [Sol1](project_euler/problem_136/sol1.py)
   * Problem 144
     * [Sol1](project_euler/problem_144/sol1.py)
   * Problem 145

From 11a61d15dc3aebc69f153adca8568076a25f7110 Mon Sep 17 00:00:00 2001
From: Isidro <isidroariass@hotmail.es>
Date: Mon, 21 Apr 2025 21:04:39 +0200
Subject: [PATCH 25/44] Generic type hint in DDL (#12677)

* Generic type hint in DDL

Instead of forcing int

* Update doubly_linked_list_two.py

* Update doubly_linked_list_two.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 .../linked_list/doubly_linked_list_two.py        | 16 +++++++++-------
 1 file changed, 9 insertions(+), 7 deletions(-)

diff --git a/data_structures/linked_list/doubly_linked_list_two.py b/data_structures/linked_list/doubly_linked_list_two.py
index 8c93cddd5d31..a7f639a6e289 100644
--- a/data_structures/linked_list/doubly_linked_list_two.py
+++ b/data_structures/linked_list/doubly_linked_list_two.py
@@ -10,12 +10,14 @@
 """
 
 from dataclasses import dataclass
-from typing import Self
+from typing import Self, TypeVar
+
+DataType = TypeVar("DataType")
 
 
 @dataclass
-class Node:
-    data: int
+class Node[DataType]:
+    data: DataType
     previous: Self | None = None
     next: Self | None = None
 
@@ -52,7 +54,7 @@ def __str__(self):
             current = current.next
         return " ".join(str(node) for node in nodes)
 
-    def __contains__(self, value: int):
+    def __contains__(self, value: DataType):
         current = self.head
         while current:
             if current.data == value:
@@ -87,7 +89,7 @@ def set_tail(self, node: Node) -> None:
         else:
             self.insert_after_node(self.tail, node)
 
-    def insert(self, value: int) -> None:
+    def insert(self, value: DataType) -> None:
         node = Node(value)
         if self.head is None:
             self.set_head(node)
@@ -116,7 +118,7 @@ def insert_after_node(self, node: Node, node_to_insert: Node) -> None:
 
         node.next = node_to_insert
 
-    def insert_at_position(self, position: int, value: int) -> None:
+    def insert_at_position(self, position: int, value: DataType) -> None:
         current_position = 1
         new_node = Node(value)
         node = self.head
@@ -128,7 +130,7 @@ def insert_at_position(self, position: int, value: int) -> None:
             node = node.next
         self.set_tail(new_node)
 
-    def get_node(self, item: int) -> Node:
+    def get_node(self, item: DataType) -> Node:
         node = self.head
         while node:
             if node.data == item:

From 29afed0df65fd84f53ad697ff1dbfc86c6e83631 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 25 Apr 2025 08:30:42 +0200
Subject: [PATCH 26/44] Bump astral-sh/setup-uv from 5 to 6 (#12683)

* Bump astral-sh/setup-uv from 5 to 6

Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 5 to 6.
- [Release notes](https://github.com/astral-sh/setup-uv/releases)
- [Commits](https://github.com/astral-sh/setup-uv/compare/v5...v6)

---
updated-dependencies:
- dependency-name: astral-sh/setup-uv
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* uv run pytest --ignore=web_programming/fetch_anime_and_play.py

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
---
 .github/workflows/build.yml         | 3 ++-
 .github/workflows/project_euler.yml | 4 ++--
 .github/workflows/ruff.yml          | 2 +-
 .github/workflows/sphinx.yml        | 2 +-
 4 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 62829b2b45a5..8b83cb41c79a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -10,7 +10,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v6
         with:
           enable-cache: true
           cache-dependency-glob: uv.lock
@@ -30,6 +30,7 @@ jobs:
           --ignore=project_euler/
           --ignore=quantum/q_fourier_transform.py
           --ignore=scripts/validate_solutions.py
+          --ignore=web_programming/fetch_anime_and_play.py
           --cov-report=term-missing:skip-covered
           --cov=. .
       - if: ${{ success() }}
diff --git a/.github/workflows/project_euler.yml b/.github/workflows/project_euler.yml
index 8d51ad8850cf..eaf4150e4eaa 100644
--- a/.github/workflows/project_euler.yml
+++ b/.github/workflows/project_euler.yml
@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v6
       - uses: actions/setup-python@v5
         with:
           python-version: 3.x
@@ -25,7 +25,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v6
       - uses: actions/setup-python@v5
         with:
           python-version: 3.x
diff --git a/.github/workflows/ruff.yml b/.github/workflows/ruff.yml
index cfe127b3521f..ec9f0202bd7e 100644
--- a/.github/workflows/ruff.yml
+++ b/.github/workflows/ruff.yml
@@ -12,5 +12,5 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v6
       - run: uvx ruff check --output-format=github .
diff --git a/.github/workflows/sphinx.yml b/.github/workflows/sphinx.yml
index 16ff284a74f2..2010041d80c5 100644
--- a/.github/workflows/sphinx.yml
+++ b/.github/workflows/sphinx.yml
@@ -26,7 +26,7 @@ jobs:
     runs-on: ubuntu-24.04-arm
     steps:
       - uses: actions/checkout@v4
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v6
       - uses: actions/setup-python@v5
         with:
           python-version: 3.13

From 0a3a96534767c37a0f1561d0f5148b5d1d5e0272 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 28 Apr 2025 19:55:57 +0200
Subject: [PATCH 27/44] [pre-commit.ci] pre-commit autoupdate (#12692)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.11.6 → v0.11.7](https://github.com/astral-sh/ruff-pre-commit/compare/v0.11.6...v0.11.7)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8474deebb7ba..034493b10912 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.6
+    rev: v0.11.7
     hooks:
       - id: ruff
       - id: ruff-format

From 145879b8b2546c74fc51446ac607823876a0f601 Mon Sep 17 00:00:00 2001
From: Mindaugas <76015221+mindaugl@users.noreply.github.com>
Date: Mon, 5 May 2025 15:00:32 +0800
Subject: [PATCH 28/44] Add solution for the Euler project problem 164.
 (#12663)

* Add solution for the Euler project problem 164.

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

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

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

* Update sol1.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 project_euler/problem_164/__init__.py |  0
 project_euler/problem_164/sol1.py     | 65 +++++++++++++++++++++++++++
 2 files changed, 65 insertions(+)
 create mode 100644 project_euler/problem_164/__init__.py
 create mode 100644 project_euler/problem_164/sol1.py

diff --git a/project_euler/problem_164/__init__.py b/project_euler/problem_164/__init__.py
new file mode 100644
index 000000000000..e69de29bb2d1
diff --git a/project_euler/problem_164/sol1.py b/project_euler/problem_164/sol1.py
new file mode 100644
index 000000000000..5387c89bd757
--- /dev/null
+++ b/project_euler/problem_164/sol1.py
@@ -0,0 +1,65 @@
+"""
+Project Euler Problem 164: https://projecteuler.net/problem=164
+
+Three Consecutive Digital Sum Limit
+
+How many 20 digit numbers n (without any leading zero) exist such that no three
+consecutive digits of n have a sum greater than 9?
+
+Brute-force recursive solution with caching of intermediate results.
+"""
+
+
+def solve(
+    digit: int, prev1: int, prev2: int, sum_max: int, first: bool, cache: dict[str, int]
+) -> int:
+    """
+    Solve for remaining 'digit' digits, with previous 'prev1' digit, and
+    previous-previous 'prev2' digit, total sum of 'sum_max'.
+    Pass around 'cache' to store/reuse intermediate results.
+
+    >>> solve(digit=1, prev1=0, prev2=0, sum_max=9, first=True, cache={})
+    9
+    >>> solve(digit=1, prev1=0, prev2=0, sum_max=9, first=False, cache={})
+    10
+    """
+    if digit == 0:
+        return 1
+
+    cache_str = f"{digit},{prev1},{prev2}"
+    if cache_str in cache:
+        return cache[cache_str]
+
+    comb = 0
+    for curr in range(sum_max - prev1 - prev2 + 1):
+        if first and curr == 0:
+            continue
+
+        comb += solve(
+            digit=digit - 1,
+            prev1=curr,
+            prev2=prev1,
+            sum_max=sum_max,
+            first=False,
+            cache=cache,
+        )
+
+    cache[cache_str] = comb
+    return comb
+
+
+def solution(n_digits: int = 20) -> int:
+    """
+    Solves the problem for n_digits number of digits.
+
+    >>> solution(2)
+    45
+    >>> solution(10)
+    21838806
+    """
+    cache: dict[str, int] = {}
+    return solve(digit=n_digits, prev1=0, prev2=0, sum_max=9, first=True, cache=cache)
+
+
+if __name__ == "__main__":
+    print(f"{solution(10) = }")

From 40f4c510b6047d95d07f03c9915a53bbf84789e4 Mon Sep 17 00:00:00 2001
From: Mindaugas <76015221+mindaugl@users.noreply.github.com>
Date: Mon, 5 May 2025 15:14:56 +0800
Subject: [PATCH 29/44] Add solution for the Euler problem 190 (#12664)

* Add solution for the Euler project problem 164.

* Add solution for the Euler project problem 190.

* Delete project_euler/problem_164/sol1.py

* Delete project_euler/problem_164/__init__.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

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

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

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 project_euler/problem_190/__init__.py |  0
 project_euler/problem_190/sol1.py     | 48 +++++++++++++++++++++++++++
 2 files changed, 48 insertions(+)
 create mode 100644 project_euler/problem_190/__init__.py
 create mode 100644 project_euler/problem_190/sol1.py

diff --git a/project_euler/problem_190/__init__.py b/project_euler/problem_190/__init__.py
new file mode 100644
index 000000000000..e69de29bb2d1
diff --git a/project_euler/problem_190/sol1.py b/project_euler/problem_190/sol1.py
new file mode 100644
index 000000000000..b18d45be16b4
--- /dev/null
+++ b/project_euler/problem_190/sol1.py
@@ -0,0 +1,48 @@
+"""
+Project Euler Problem 190: https://projecteuler.net/problem=190
+
+Maximising a Weighted Product
+
+Let S_m = (x_1, x_2, ..., x_m) be the m-tuple of positive real numbers with
+x_1 + x_2 + ... + x_m = m for which P_m = x_1 * x_2^2 * ... * x_m^m is maximised.
+
+For example, it can be verified that |_ P_10 _| = 4112
+(|_ _| is the integer part function).
+
+Find Sum_{m=2}^15 = |_ P_m _|.
+
+Solution:
+- Fix x_1 = m - x_2 - ... - x_m.
+- Calculate partial derivatives of P_m wrt the x_2, ..., x_m. This gives that
+  x_2 = 2 * x_1, x_3 = 3 * x_1, ..., x_m = m * x_1.
+- Calculate partial second order derivatives of P_m wrt the x_2, ..., x_m.
+  By plugging in the values from the previous step, can verify that solution is maximum.
+"""
+
+
+def solution(n: int = 15) -> int:
+    """
+    Calculate sum of |_ P_m _| for m from 2 to n.
+
+    >>> solution(2)
+    1
+    >>> solution(3)
+    2
+    >>> solution(4)
+    4
+    >>> solution(5)
+    10
+    """
+    total = 0
+    for m in range(2, n + 1):
+        x1 = 2 / (m + 1)
+        p = 1.0
+        for i in range(1, m + 1):
+            xi = i * x1
+            p *= xi**i
+        total += int(p)
+    return total
+
+
+if __name__ == "__main__":
+    print(f"{solution() = }")

From 7ed7f042feeb3567ace384a00707d83c327310ab Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 5 May 2025 19:23:31 +0100
Subject: [PATCH 30/44] [pre-commit.ci] pre-commit autoupdate (#12708)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.11.7 → v0.11.8](https://github.com/astral-sh/ruff-pre-commit/compare/v0.11.7...v0.11.8)

* updating DIRECTORY.md

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 DIRECTORY.md            | 4 ++++
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 034493b10912..9e13416dc78d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.7
+    rev: v0.11.8
     hooks:
       - id: ruff
       - id: ruff-format
diff --git a/DIRECTORY.md b/DIRECTORY.md
index fa731e32ff23..04e09c29de97 100644
--- a/DIRECTORY.md
+++ b/DIRECTORY.md
@@ -1174,6 +1174,8 @@
     * [Sol1](project_euler/problem_144/sol1.py)
   * Problem 145
     * [Sol1](project_euler/problem_145/sol1.py)
+  * Problem 164
+    * [Sol1](project_euler/problem_164/sol1.py)
   * Problem 173
     * [Sol1](project_euler/problem_173/sol1.py)
   * Problem 174
@@ -1184,6 +1186,8 @@
     * [Sol1](project_euler/problem_187/sol1.py)
   * Problem 188
     * [Sol1](project_euler/problem_188/sol1.py)
+  * Problem 190
+    * [Sol1](project_euler/problem_190/sol1.py)
   * Problem 191
     * [Sol1](project_euler/problem_191/sol1.py)
   * Problem 203

From d9d56b10464f6825dc762c1665716e76b70c5fa2 Mon Sep 17 00:00:00 2001
From: Mindaugas <76015221+mindaugl@users.noreply.github.com>
Date: Wed, 7 May 2025 03:49:59 +0800
Subject: [PATCH 31/44] Add solution for the Euler project problem 345 (#12666)

* Add solution for the Euler project problem 345.

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

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

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

* Update sol1.py

* Update sol1.py

* Update sol1.py

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

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

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 project_euler/problem_345/__init__.py |   0
 project_euler/problem_345/sol1.py     | 117 ++++++++++++++++++++++++++
 2 files changed, 117 insertions(+)
 create mode 100644 project_euler/problem_345/__init__.py
 create mode 100644 project_euler/problem_345/sol1.py

diff --git a/project_euler/problem_345/__init__.py b/project_euler/problem_345/__init__.py
new file mode 100644
index 000000000000..e69de29bb2d1
diff --git a/project_euler/problem_345/sol1.py b/project_euler/problem_345/sol1.py
new file mode 100644
index 000000000000..4234458c5ad5
--- /dev/null
+++ b/project_euler/problem_345/sol1.py
@@ -0,0 +1,117 @@
+"""
+Project Euler Problem 345: https://projecteuler.net/problem=345
+
+Matrix Sum
+
+We define the Matrix Sum of a matrix as the maximum possible sum of
+matrix elements such that none of the selected elements share the same row or column.
+
+For example, the Matrix Sum of the matrix below equals
+3315 ( = 863 + 383 + 343 + 959 + 767):
+      7  53 183 439 863
+    497 383 563  79 973
+    287  63 343 169 583
+    627 343 773 959 943
+    767 473 103 699 303
+
+Find the Matrix Sum of:
+      7  53 183 439 863 497 383 563  79 973 287  63 343 169 583
+    627 343 773 959 943 767 473 103 699 303 957 703 583 639 913
+    447 283 463  29  23 487 463 993 119 883 327 493 423 159 743
+    217 623   3 399 853 407 103 983  89 463 290 516 212 462 350
+    960 376 682 962 300 780 486 502 912 800 250 346 172 812 350
+    870 456 192 162 593 473 915  45 989 873 823 965 425 329 803
+    973 965 905 919 133 673 665 235 509 613 673 815 165 992 326
+    322 148 972 962 286 255 941 541 265 323 925 281 601  95 973
+    445 721  11 525 473  65 511 164 138 672  18 428 154 448 848
+    414 456 310 312 798 104 566 520 302 248 694 976 430 392 198
+    184 829 373 181 631 101 969 613 840 740 778 458 284 760 390
+    821 461 843 513  17 901 711 993 293 157 274  94 192 156 574
+     34 124   4 878 450 476 712 914 838 669 875 299 823 329 699
+    815 559 813 459 522 788 168 586 966 232 308 833 251 631 107
+    813 883 451 509 615  77 281 613 459 205 380 274 302  35 805
+
+Brute force solution, with caching intermediate steps to speed up the calculation.
+"""
+
+import numpy as np
+from numpy.typing import NDArray
+
+MATRIX_1 = [
+    "7 53 183 439 863",
+    "497 383 563 79 973",
+    "287 63 343 169 583",
+    "627 343 773 959 943",
+    "767 473 103 699 303",
+]
+
+MATRIX_2 = [
+    "7 53 183 439 863 497 383 563 79 973 287 63 343 169 583",
+    "627 343 773 959 943 767 473 103 699 303 957 703 583 639 913",
+    "447 283 463 29 23 487 463 993 119 883 327 493 423 159 743",
+    "217 623 3 399 853 407 103 983 89 463 290 516 212 462 350",
+    "960 376 682 962 300 780 486 502 912 800 250 346 172 812 350",
+    "870 456 192 162 593 473 915 45 989 873 823 965 425 329 803",
+    "973 965 905 919 133 673 665 235 509 613 673 815 165 992 326",
+    "322 148 972 962 286 255 941 541 265 323 925 281 601 95 973",
+    "445 721 11 525 473 65 511 164 138 672 18 428 154 448 848",
+    "414 456 310 312 798 104 566 520 302 248 694 976 430 392 198",
+    "184 829 373 181 631 101 969 613 840 740 778 458 284 760 390",
+    "821 461 843 513 17 901 711 993 293 157 274 94 192 156 574",
+    "34 124 4 878 450 476 712 914 838 669 875 299 823 329 699",
+    "815 559 813 459 522 788 168 586 966 232 308 833 251 631 107",
+    "813 883 451 509 615 77 281 613 459 205 380 274 302 35 805",
+]
+
+
+def solve(arr: NDArray, row: int, cols: set[int], cache: dict[str, int]) -> int:
+    """
+    Finds the max sum for array `arr` starting with row index `row`, and with columns
+    included in `cols`. `cache` is used for caching intermediate results.
+
+    >>> solve(arr=np.array([[1, 2], [3, 4]]), row=0, cols={0, 1}, cache={})
+    5
+    """
+
+    cache_id = f"{row}, {sorted(cols)}"
+    if cache_id in cache:
+        return cache[cache_id]
+
+    if row == len(arr):
+        return 0
+
+    max_sum = 0
+    for col in cols:
+        new_cols = cols - {col}
+        max_sum = max(
+            max_sum,
+            int(arr[row, col])
+            + solve(arr=arr, row=row + 1, cols=new_cols, cache=cache),
+        )
+    cache[cache_id] = max_sum
+    return max_sum
+
+
+def solution(matrix_str: list[str] = MATRIX_2) -> int:
+    """
+    Takes list of strings `matrix_str` to parse the matrix and calculates the max sum.
+
+    >>> solution(["1 2", "3 4"])
+    5
+    >>> solution(MATRIX_1)
+    3315
+    """
+
+    n = len(matrix_str)
+    arr = np.empty(shape=(n, n), dtype=int)
+    for row, matrix_row_str in enumerate(matrix_str):
+        matrix_row_list_str = matrix_row_str.split()
+        for col, elem_str in enumerate(matrix_row_list_str):
+            arr[row, col] = int(elem_str)
+
+    cache: dict[str, int] = {}
+    return solve(arr=arr, row=0, cols=set(range(n)), cache=cache)
+
+
+if __name__ == "__main__":
+    print(f"{solution() = }")

From b720f24b89c328944f8a0d6c18db0e09d9bcffba Mon Sep 17 00:00:00 2001
From: Mindaugas <76015221+mindaugl@users.noreply.github.com>
Date: Sat, 10 May 2025 19:13:07 +0800
Subject: [PATCH 32/44] Add solution for the Euler project problem 95. (#12669)

* Add documentation and tests for the Euler project problem 95 solution.

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

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

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

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

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

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

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

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

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

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

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

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

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

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

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

* Update sol1.py

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

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

* Update sol1.py

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

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

* Update sol1.py

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

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

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

* Update sol1.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 project_euler/problem_095/__init__.py |   0
 project_euler/problem_095/sol1.py     | 164 ++++++++++++++++++++++++++
 2 files changed, 164 insertions(+)
 create mode 100644 project_euler/problem_095/__init__.py
 create mode 100644 project_euler/problem_095/sol1.py

diff --git a/project_euler/problem_095/__init__.py b/project_euler/problem_095/__init__.py
new file mode 100644
index 000000000000..e69de29bb2d1
diff --git a/project_euler/problem_095/sol1.py b/project_euler/problem_095/sol1.py
new file mode 100644
index 000000000000..82d84c5544de
--- /dev/null
+++ b/project_euler/problem_095/sol1.py
@@ -0,0 +1,164 @@
+"""
+Project Euler Problem 95: https://projecteuler.net/problem=95
+
+Amicable Chains
+
+The proper divisors of a number are all the divisors excluding the number itself.
+For example, the proper divisors of 28 are 1, 2, 4, 7, and 14.
+As the sum of these divisors is equal to 28, we call it a perfect number.
+
+Interestingly the sum of the proper divisors of 220 is 284 and
+the sum of the proper divisors of 284 is 220, forming a chain of two numbers.
+For this reason, 220 and 284 are called an amicable pair.
+
+Perhaps less well known are longer chains.
+For example, starting with 12496, we form a chain of five numbers:
+    12496 -> 14288 -> 15472 -> 14536 -> 14264 (-> 12496 -> ...)
+
+Since this chain returns to its starting point, it is called an amicable chain.
+
+Find the smallest member of the longest amicable chain with
+no element exceeding one million.
+
+Solution is doing the following:
+- Get relevant prime numbers
+- Iterate over product combination of prime numbers to generate all non-prime
+  numbers up to max number, by keeping track of prime factors
+- Calculate the sum of factors for each number
+- Iterate over found some factors to find longest chain
+"""
+
+from math import isqrt
+
+
+def generate_primes(max_num: int) -> list[int]:
+    """
+    Calculates the list of primes up to and including `max_num`.
+
+    >>> generate_primes(6)
+    [2, 3, 5]
+    """
+    are_primes = [True] * (max_num + 1)
+    are_primes[0] = are_primes[1] = False
+    for i in range(2, isqrt(max_num) + 1):
+        if are_primes[i]:
+            for j in range(i * i, max_num + 1, i):
+                are_primes[j] = False
+
+    return [prime for prime, is_prime in enumerate(are_primes) if is_prime]
+
+
+def multiply(
+    chain: list[int],
+    primes: list[int],
+    min_prime_idx: int,
+    prev_num: int,
+    max_num: int,
+    prev_sum: int,
+    primes_degrees: dict[int, int],
+) -> None:
+    """
+    Run over all prime combinations to generate non-prime numbers.
+
+    >>> chain = [0] * 3
+    >>> primes_degrees = {}
+    >>> multiply(
+    ...     chain=chain,
+    ...     primes=[2],
+    ...     min_prime_idx=0,
+    ...     prev_num=1,
+    ...     max_num=2,
+    ...     prev_sum=0,
+    ...     primes_degrees=primes_degrees,
+    ... )
+    >>> chain
+    [0, 0, 1]
+    >>> primes_degrees
+    {2: 1}
+    """
+
+    min_prime = primes[min_prime_idx]
+    num = prev_num * min_prime
+
+    min_prime_degree = primes_degrees.get(min_prime, 0)
+    min_prime_degree += 1
+    primes_degrees[min_prime] = min_prime_degree
+
+    new_sum = prev_sum * min_prime + (prev_sum + prev_num) * (min_prime - 1) // (
+        min_prime**min_prime_degree - 1
+    )
+    chain[num] = new_sum
+
+    for prime_idx in range(min_prime_idx, len(primes)):
+        if primes[prime_idx] * num > max_num:
+            break
+
+        multiply(
+            chain=chain,
+            primes=primes,
+            min_prime_idx=prime_idx,
+            prev_num=num,
+            max_num=max_num,
+            prev_sum=new_sum,
+            primes_degrees=primes_degrees.copy(),
+        )
+
+
+def find_longest_chain(chain: list[int], max_num: int) -> int:
+    """
+    Finds the smallest element of longest chain
+
+    >>> find_longest_chain(chain=[0, 0, 0, 0, 0, 0, 6], max_num=6)
+    6
+    """
+
+    max_len = 0
+    min_elem = 0
+    for start in range(2, len(chain)):
+        visited = {start}
+        elem = chain[start]
+        length = 1
+
+        while elem > 1 and elem <= max_num and elem not in visited:
+            visited.add(elem)
+            elem = chain[elem]
+            length += 1
+
+        if elem == start and length > max_len:
+            max_len = length
+            min_elem = start
+
+    return min_elem
+
+
+def solution(max_num: int = 1000000) -> int:
+    """
+    Runs the calculation for numbers <= `max_num`.
+
+    >>> solution(10)
+    6
+    >>> solution(200000)
+    12496
+    """
+
+    primes = generate_primes(max_num)
+    chain = [0] * (max_num + 1)
+    for prime_idx, prime in enumerate(primes):
+        if prime**2 > max_num:
+            break
+
+        multiply(
+            chain=chain,
+            primes=primes,
+            min_prime_idx=prime_idx,
+            prev_num=1,
+            max_num=max_num,
+            prev_sum=0,
+            primes_degrees={},
+        )
+
+    return find_longest_chain(chain=chain, max_num=max_num)
+
+
+if __name__ == "__main__":
+    print(f"{solution() = }")

From a728cc96ab4f05248ac3389365a26f01dfaf6f8e Mon Sep 17 00:00:00 2001
From: NidhaNureen <165757787+NidhaNureen@users.noreply.github.com>
Date: Sat, 10 May 2025 23:32:45 +1200
Subject: [PATCH 33/44] Added/Improved doctests for lowest_common_ancestor.py
 (#12673)

* added doctests to functions in lowest_common_ancestor.py

* fixed doctests to be less excessive

* Update lowest_common_ancestor.py

* Update lowest_common_ancestor.py

* Update lowest_common_ancestor.py

* Update lowest_common_ancestor.py

* Update lowest_common_ancestor.py

* Update lowest_common_ancestor.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 .../binary_tree/lowest_common_ancestor.py     | 54 +++++++++++++++++++
 1 file changed, 54 insertions(+)

diff --git a/data_structures/binary_tree/lowest_common_ancestor.py b/data_structures/binary_tree/lowest_common_ancestor.py
index 651037703b95..ea0e31256903 100644
--- a/data_structures/binary_tree/lowest_common_ancestor.py
+++ b/data_structures/binary_tree/lowest_common_ancestor.py
@@ -15,6 +15,8 @@ def swap(a: int, b: int) -> tuple[int, int]:
     (4, 3)
     >>> swap(67, 12)
     (12, 67)
+    >>> swap(3,-4)
+    (-4, 3)
     """
     a ^= b
     b ^= a
@@ -25,6 +27,23 @@ def swap(a: int, b: int) -> tuple[int, int]:
 def create_sparse(max_node: int, parent: list[list[int]]) -> list[list[int]]:
     """
     creating sparse table which saves each nodes 2^i-th parent
+    >>> max_node = 6
+    >>> parent = [[0, 0, 1, 1, 2, 2, 3]] + [[0] * 7 for _ in range(19)]
+    >>> parent = create_sparse(max_node=max_node, parent=parent)
+    >>> parent[0]
+    [0, 0, 1, 1, 2, 2, 3]
+    >>> parent[1]
+    [0, 0, 0, 0, 1, 1, 1]
+    >>> parent[2]
+    [0, 0, 0, 0, 0, 0, 0]
+
+    >>> max_node = 1
+    >>> parent = [[0, 0]] + [[0] * 2 for _ in range(19)]
+    >>> parent = create_sparse(max_node=max_node, parent=parent)
+    >>> parent[0]
+    [0, 0]
+    >>> parent[1]
+    [0, 0]
     """
     j = 1
     while (1 << j) < max_node:
@@ -38,6 +57,21 @@ def create_sparse(max_node: int, parent: list[list[int]]) -> list[list[int]]:
 def lowest_common_ancestor(
     u: int, v: int, level: list[int], parent: list[list[int]]
 ) -> int:
+    """
+    Return the lowest common ancestor between u and v
+
+    >>> level = [-1, 0, 1, 1, 2, 2, 2]
+    >>> parent = [[0, 0, 1, 1, 2, 2, 3],[0, 0, 0, 0, 1, 1, 1]] + \
+                    [[0] * 7 for _ in range(17)]
+    >>> lowest_common_ancestor(u=4, v=5, level=level, parent=parent)
+    2
+    >>> lowest_common_ancestor(u=4, v=6, level=level, parent=parent)
+    1
+    >>> lowest_common_ancestor(u=2, v=3, level=level, parent=parent)
+    1
+    >>> lowest_common_ancestor(u=6, v=6, level=level, parent=parent)
+    6
+    """
     # u must be deeper in the tree than v
     if level[u] < level[v]:
         u, v = swap(u, v)
@@ -68,6 +102,26 @@ def breadth_first_search(
     sets every nodes direct parent
     parent of root node is set to 0
     calculates depth of each node from root node
+    >>> level = [-1] * 7
+    >>> parent = [[0] * 7 for _ in range(20)]
+    >>> graph = {1: [2, 3], 2: [4, 5], 3: [6], 4: [], 5: [], 6: []}
+    >>> level, parent = breadth_first_search(
+    ...     level=level, parent=parent, max_node=6, graph=graph, root=1)
+    >>> level
+    [-1, 0, 1, 1, 2, 2, 2]
+    >>> parent[0]
+    [0, 0, 1, 1, 2, 2, 3]
+
+
+    >>> level = [-1] * 2
+    >>> parent = [[0] * 2 for _ in range(20)]
+    >>> graph = {1: []}
+    >>> level, parent = breadth_first_search(
+    ...     level=level, parent=parent, max_node=1, graph=graph, root=1)
+    >>> level
+    [-1, 0]
+    >>> parent[0]
+    [0, 0]
     """
     level[root] = 0
     q: Queue[int] = Queue(maxsize=max_node)

From 59c3c8bbf384ef05d3cb9862a41bba39bb098fe9 Mon Sep 17 00:00:00 2001
From: robohie <rogerbosolinndo34@gmail.com>
Date: Sat, 10 May 2025 12:47:22 +0100
Subject: [PATCH 34/44] Add N Input AND Gate (#12717)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Update and_gate.py

J'ai nourri ce programme en ajoutant une porte And à n entrées.

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

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

* Update and_gate.py

Commentaires en anglais

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

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

* Update and_gate.py

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 boolean_algebra/and_gate.py | 20 ++++++++++++++++----
 1 file changed, 16 insertions(+), 4 deletions(-)

diff --git a/boolean_algebra/and_gate.py b/boolean_algebra/and_gate.py
index 6ae66b5b0a77..650017b7ae10 100644
--- a/boolean_algebra/and_gate.py
+++ b/boolean_algebra/and_gate.py
@@ -1,8 +1,8 @@
 """
-An AND Gate is a logic gate in boolean algebra which results to 1 (True) if both the
-inputs are 1, and 0 (False) otherwise.
+An AND Gate is a logic gate in boolean algebra which results to 1 (True) if all the
+inputs are 1 (True), and 0 (False) otherwise.
 
-Following is the truth table of an AND Gate:
+Following is the truth table of a Two Input AND Gate:
     ------------------------------
     | Input 1 | Input 2 | Output |
     ------------------------------
@@ -12,7 +12,7 @@
     |    1    |    1    |    1   |
     ------------------------------
 
-Refer - https://www.geeksforgeeks.org/logic-gates-in-python/
+Refer - https://www.geeksforgeeks.org/logic-gates/
 """
 
 
@@ -32,6 +32,18 @@ def and_gate(input_1: int, input_2: int) -> int:
     return int(input_1 and input_2)
 
 
+def n_input_and_gate(inputs: list[int]) -> int:
+    """
+    Calculate AND of a list of input values
+
+    >>> n_input_and_gate([1, 0, 1, 1, 0])
+    0
+    >>> n_input_and_gate([1, 1, 1, 1, 1])
+    1
+    """
+    return int(all(inputs))
+
+
 if __name__ == "__main__":
     import doctest
 

From 47a44abe23870ca0f7c8062601278645039b1c70 Mon Sep 17 00:00:00 2001
From: Alfredo Hernandez Baeza <alf_baza@hotmail.com>
Date: Sat, 10 May 2025 07:57:43 -0400
Subject: [PATCH 35/44] Improve longest_common_substring.py (#12705)

* Update longest_common_substring.py

- Combined the ans_index and ans_length into a single tuple to track the best match (position + length) more cleanly.

- Early exit for empty strings.

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

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

* Update longest_common_substring.py

* [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>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 dynamic_programming/longest_common_substring.py | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/dynamic_programming/longest_common_substring.py b/dynamic_programming/longest_common_substring.py
index ea5233eb2d17..3ba83f3d9f03 100644
--- a/dynamic_programming/longest_common_substring.py
+++ b/dynamic_programming/longest_common_substring.py
@@ -43,22 +43,25 @@ def longest_common_substring(text1: str, text2: str) -> str:
     if not (isinstance(text1, str) and isinstance(text2, str)):
         raise ValueError("longest_common_substring() takes two strings for inputs")
 
+    if not text1 or not text2:
+        return ""
+
     text1_length = len(text1)
     text2_length = len(text2)
 
     dp = [[0] * (text2_length + 1) for _ in range(text1_length + 1)]
-    ans_index = 0
-    ans_length = 0
+    end_pos = 0
+    max_length = 0
 
     for i in range(1, text1_length + 1):
         for j in range(1, text2_length + 1):
             if text1[i - 1] == text2[j - 1]:
                 dp[i][j] = 1 + dp[i - 1][j - 1]
-                if dp[i][j] > ans_length:
-                    ans_index = i
-                    ans_length = dp[i][j]
+                if dp[i][j] > max_length:
+                    end_pos = i
+                    max_length = dp[i][j]
 
-    return text1[ans_index - ans_length : ans_index]
+    return text1[end_pos - max_length : end_pos]
 
 
 if __name__ == "__main__":

From 131765574f5ccfaff4214a6f848412ce2fe4ab20 Mon Sep 17 00:00:00 2001
From: robohie <rogerbosolinndo34@gmail.com>
Date: Sat, 10 May 2025 21:18:02 +0100
Subject: [PATCH 36/44]  Fix error messages for horizontal_projectile_motion.py
 (#12722)

* Update horizontal_projectile_motion.py

This commit is about logic of this program. Changes made aim to allow a good understanding of what is done.

* Update horizontal_projectile_motion.py

---------

Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 physics/horizontal_projectile_motion.py | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/physics/horizontal_projectile_motion.py b/physics/horizontal_projectile_motion.py
index 60f21c2b39c4..32dc5eb36f35 100644
--- a/physics/horizontal_projectile_motion.py
+++ b/physics/horizontal_projectile_motion.py
@@ -17,7 +17,7 @@
 """
 
 # Importing packages
-from math import radians as angle_to_radians
+from math import radians as deg_to_rad
 from math import sin
 
 # Acceleration Constant on Earth (unit m/s^2)
@@ -31,10 +31,10 @@ def check_args(init_velocity: float, angle: float) -> None:
 
     # Ensure valid instance
     if not isinstance(init_velocity, (int, float)):
-        raise TypeError("Invalid velocity. Should be a positive number.")
+        raise TypeError("Invalid velocity. Should be an integer or float.")
 
     if not isinstance(angle, (int, float)):
-        raise TypeError("Invalid angle. Range is 1-90 degrees.")
+        raise TypeError("Invalid angle. Should be an integer or float.")
 
     # Ensure valid angle
     if angle > 90 or angle < 1:
@@ -71,7 +71,7 @@ def horizontal_distance(init_velocity: float, angle: float) -> float:
     ValueError: Invalid angle. Range is 1-90 degrees.
     """
     check_args(init_velocity, angle)
-    radians = angle_to_radians(2 * angle)
+    radians = deg_to_rad(2 * angle)
     return round(init_velocity**2 * sin(radians) / g, 2)
 
 
@@ -94,14 +94,14 @@ def max_height(init_velocity: float, angle: float) -> float:
     >>> max_height("a", 20)
     Traceback (most recent call last):
         ...
-    TypeError: Invalid velocity. Should be a positive number.
+    TypeError: Invalid velocity. Should be an integer or float.
     >>> horizontal_distance(30, "b")
     Traceback (most recent call last):
         ...
-    TypeError: Invalid angle. Range is 1-90 degrees.
+    TypeError: Invalid angle. Should be an integer or float.
     """
     check_args(init_velocity, angle)
-    radians = angle_to_radians(angle)
+    radians = deg_to_rad(angle)
     return round(init_velocity**2 * sin(radians) ** 2 / (2 * g), 2)
 
 
@@ -128,10 +128,10 @@ def total_time(init_velocity: float, angle: float) -> float:
     >>> total_time(30, "b")
     Traceback (most recent call last):
         ...
-    TypeError: Invalid angle. Range is 1-90 degrees.
+    TypeError: Invalid angle. Should be an integer or float.
     """
     check_args(init_velocity, angle)
-    radians = angle_to_radians(angle)
+    radians = deg_to_rad(angle)
     return round(2 * init_velocity * sin(radians) / g, 2)
 
 

From 95fb181f5a944427fdbc5766cbf4e1cb699d4a6d Mon Sep 17 00:00:00 2001
From: S Sajeev <167018420+SajeevSenthil@users.noreply.github.com>
Date: Sun, 11 May 2025 02:13:39 +0530
Subject: [PATCH 37/44] Add escape velocity calculator using standard physics
 formula (#12721)

* Added iterative solution for power calculation

* Added iterative solution for power calculation

* Added iterative solution for power calculation

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

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

* Added iterative solution for power calculation fixes #12709

* Added iterative solution for power calculation  FIXES NUMBER 12709

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

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

* Escape velocity is the minimum speed an object must have to break free from a celestial body's gravitational pull without further propulsion.
Takes input as the Mass of the Celestial body (M) and Radius fron the center of mass (M)

* Fix: added header comment to escape_velocity.py

* Trigger re-PR with a minor change

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

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

* Fix: resolve Ruff linter errors and add Wikipedia reference

* Delete maths/power_using_iteration.py

* Test doctests

* Update escape_velocity.py

* Update escape_velocity.py

* Update escape_velocity.py

* Update escape_velocity.py

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Smolskiy <mithridatus@mail.ru>
---
 physics/escape_velocity.py | 67 ++++++++++++++++++++++++++++++++++++++
 1 file changed, 67 insertions(+)
 create mode 100644 physics/escape_velocity.py

diff --git a/physics/escape_velocity.py b/physics/escape_velocity.py
new file mode 100644
index 000000000000..e54ed5e50798
--- /dev/null
+++ b/physics/escape_velocity.py
@@ -0,0 +1,67 @@
+import math
+
+
+def escape_velocity(mass: float, radius: float) -> float:
+    """
+    Calculates the escape velocity needed to break free from a celestial body's
+    gravitational field.
+
+    The formula used is:
+        v = sqrt(2 * G * M / R)
+
+    where:
+        v = escape velocity (m/s)
+        G = gravitational constant (6.67430 * 10^-11 m^3 kg^-1 s^-2)
+        M = mass of the celestial body (kg)
+        R = radius from the center of mass (m)
+
+    Source:
+        https://en.wikipedia.org/wiki/Escape_velocity
+
+    Args:
+        mass (float): Mass of the celestial body in kilograms.
+        radius (float): Radius from the center of mass in meters.
+
+    Returns:
+        float: Escape velocity in meters per second, rounded to 3 decimal places.
+
+    Examples:
+        >>> escape_velocity(mass=5.972e24, radius=6.371e6)  # Earth
+        11185.978
+        >>> escape_velocity(mass=7.348e22, radius=1.737e6)  # Moon
+        2376.307
+        >>> escape_velocity(mass=1.898e27, radius=6.9911e7)  # Jupiter
+        60199.545
+        >>> escape_velocity(mass=0, radius=1.0)
+        0.0
+        >>> escape_velocity(mass=1.0, radius=0)
+        Traceback (most recent call last):
+            ...
+        ZeroDivisionError: Radius cannot be zero.
+    """
+    gravitational_constant = 6.67430e-11  # m^3 kg^-1 s^-2
+
+    if radius == 0:
+        raise ZeroDivisionError("Radius cannot be zero.")
+
+    velocity = math.sqrt(2 * gravitational_constant * mass / radius)
+    return round(velocity, 3)
+
+
+if __name__ == "__main__":
+    import doctest
+
+    doctest.testmod()
+    print("Calculate escape velocity of a celestial body...\n")
+
+    try:
+        mass = float(input("Enter mass of the celestial body (in kgs): ").strip())
+        radius = float(input("Enter radius from the center of mass (in ms): ").strip())
+
+        velocity = escape_velocity(mass=mass, radius=radius)
+        print(f"Escape velocity is {velocity} m/s")
+
+    except ValueError:
+        print("Invalid input. Please enter valid numeric values.")
+    except ZeroDivisionError as e:
+        print(e)

From 1ea05feffec48250a3d6d0ccbd1378242d680cbc Mon Sep 17 00:00:00 2001
From: Christian Clauss <cclauss@me.com>
Date: Mon, 12 May 2025 11:59:19 +0200
Subject: [PATCH 38/44] Prep for Python 3.14: Rename compression to
 data_compression (#12725)

* Prep for Python 3.14: Rename compression to data_compression

* updating DIRECTORY.md

---------

Co-authored-by: cclauss <cclauss@users.noreply.github.com>
---
 DIRECTORY.md                                  |  23 +++++++++++-------
 compression/image_data/__init__.py            |   0
 {compression => data_compression}/README.md   |   0
 {compression => data_compression}/__init__.py |   0
 .../burrows_wheeler.py                        |   0
 {compression => data_compression}/huffman.py  |   0
 .../image_data/PSNR-example-base.png          | Bin
 .../image_data/PSNR-example-comp-10.jpg       | Bin
 .../image_data/compressed_image.png           | Bin
 .../image_data/example_image.jpg              | Bin
 .../image_data/example_wikipedia_image.jpg    | Bin
 .../image_data/original_image.png             | Bin
 .../lempel_ziv.py                             |   0
 .../lempel_ziv_decompress.py                  |   0
 {compression => data_compression}/lz77.py     |   0
 .../peak_signal_to_noise_ratio.py             |   0
 .../run_length_encoding.py                    |   0
 pyproject.toml                                |   2 +-
 18 files changed, 15 insertions(+), 10 deletions(-)
 delete mode 100644 compression/image_data/__init__.py
 rename {compression => data_compression}/README.md (100%)
 rename {compression => data_compression}/__init__.py (100%)
 rename {compression => data_compression}/burrows_wheeler.py (100%)
 rename {compression => data_compression}/huffman.py (100%)
 rename {compression => data_compression}/image_data/PSNR-example-base.png (100%)
 rename {compression => data_compression}/image_data/PSNR-example-comp-10.jpg (100%)
 rename {compression => data_compression}/image_data/compressed_image.png (100%)
 rename {compression => data_compression}/image_data/example_image.jpg (100%)
 rename {compression => data_compression}/image_data/example_wikipedia_image.jpg (100%)
 rename {compression => data_compression}/image_data/original_image.png (100%)
 rename {compression => data_compression}/lempel_ziv.py (100%)
 rename {compression => data_compression}/lempel_ziv_decompress.py (100%)
 rename {compression => data_compression}/lz77.py (100%)
 rename {compression => data_compression}/peak_signal_to_noise_ratio.py (100%)
 rename {compression => data_compression}/run_length_encoding.py (100%)

diff --git a/DIRECTORY.md b/DIRECTORY.md
index 04e09c29de97..85dcc243462e 100644
--- a/DIRECTORY.md
+++ b/DIRECTORY.md
@@ -128,15 +128,6 @@
   * [Vigenere Cipher](ciphers/vigenere_cipher.py)
   * [Xor Cipher](ciphers/xor_cipher.py)
 
-## Compression
-  * [Burrows Wheeler](compression/burrows_wheeler.py)
-  * [Huffman](compression/huffman.py)
-  * [Lempel Ziv](compression/lempel_ziv.py)
-  * [Lempel Ziv Decompress](compression/lempel_ziv_decompress.py)
-  * [Lz77](compression/lz77.py)
-  * [Peak Signal To Noise Ratio](compression/peak_signal_to_noise_ratio.py)
-  * [Run Length Encoding](compression/run_length_encoding.py)
-
 ## Computer Vision
   * [Cnn Classification](computer_vision/cnn_classification.py)
   * [Flip Augmentation](computer_vision/flip_augmentation.py)
@@ -181,6 +172,15 @@
   * [Volume Conversions](conversions/volume_conversions.py)
   * [Weight Conversion](conversions/weight_conversion.py)
 
+## Data Compression
+  * [Burrows Wheeler](data_compression/burrows_wheeler.py)
+  * [Huffman](data_compression/huffman.py)
+  * [Lempel Ziv](data_compression/lempel_ziv.py)
+  * [Lempel Ziv Decompress](data_compression/lempel_ziv_decompress.py)
+  * [Lz77](data_compression/lz77.py)
+  * [Peak Signal To Noise Ratio](data_compression/peak_signal_to_noise_ratio.py)
+  * [Run Length Encoding](data_compression/run_length_encoding.py)
+
 ## Data Structures
   * Arrays
     * [Equilibrium Index In Array](data_structures/arrays/equilibrium_index_in_array.py)
@@ -884,6 +884,7 @@
   * [Centripetal Force](physics/centripetal_force.py)
   * [Coulombs Law](physics/coulombs_law.py)
   * [Doppler Frequency](physics/doppler_frequency.py)
+  * [Escape Velocity](physics/escape_velocity.py)
   * [Grahams Law](physics/grahams_law.py)
   * [Horizontal Projectile Motion](physics/horizontal_projectile_motion.py)
   * [Hubble Parameter](physics/hubble_parameter.py)
@@ -1122,6 +1123,8 @@
     * [Sol1](project_euler/problem_092/sol1.py)
   * Problem 094
     * [Sol1](project_euler/problem_094/sol1.py)
+  * Problem 095
+    * [Sol1](project_euler/problem_095/sol1.py)
   * Problem 097
     * [Sol1](project_euler/problem_097/sol1.py)
   * Problem 099
@@ -1202,6 +1205,8 @@
     * [Sol1](project_euler/problem_234/sol1.py)
   * Problem 301
     * [Sol1](project_euler/problem_301/sol1.py)
+  * Problem 345
+    * [Sol1](project_euler/problem_345/sol1.py)
   * Problem 493
     * [Sol1](project_euler/problem_493/sol1.py)
   * Problem 551
diff --git a/compression/image_data/__init__.py b/compression/image_data/__init__.py
deleted file mode 100644
index e69de29bb2d1..000000000000
diff --git a/compression/README.md b/data_compression/README.md
similarity index 100%
rename from compression/README.md
rename to data_compression/README.md
diff --git a/compression/__init__.py b/data_compression/__init__.py
similarity index 100%
rename from compression/__init__.py
rename to data_compression/__init__.py
diff --git a/compression/burrows_wheeler.py b/data_compression/burrows_wheeler.py
similarity index 100%
rename from compression/burrows_wheeler.py
rename to data_compression/burrows_wheeler.py
diff --git a/compression/huffman.py b/data_compression/huffman.py
similarity index 100%
rename from compression/huffman.py
rename to data_compression/huffman.py
diff --git a/compression/image_data/PSNR-example-base.png b/data_compression/image_data/PSNR-example-base.png
similarity index 100%
rename from compression/image_data/PSNR-example-base.png
rename to data_compression/image_data/PSNR-example-base.png
diff --git a/compression/image_data/PSNR-example-comp-10.jpg b/data_compression/image_data/PSNR-example-comp-10.jpg
similarity index 100%
rename from compression/image_data/PSNR-example-comp-10.jpg
rename to data_compression/image_data/PSNR-example-comp-10.jpg
diff --git a/compression/image_data/compressed_image.png b/data_compression/image_data/compressed_image.png
similarity index 100%
rename from compression/image_data/compressed_image.png
rename to data_compression/image_data/compressed_image.png
diff --git a/compression/image_data/example_image.jpg b/data_compression/image_data/example_image.jpg
similarity index 100%
rename from compression/image_data/example_image.jpg
rename to data_compression/image_data/example_image.jpg
diff --git a/compression/image_data/example_wikipedia_image.jpg b/data_compression/image_data/example_wikipedia_image.jpg
similarity index 100%
rename from compression/image_data/example_wikipedia_image.jpg
rename to data_compression/image_data/example_wikipedia_image.jpg
diff --git a/compression/image_data/original_image.png b/data_compression/image_data/original_image.png
similarity index 100%
rename from compression/image_data/original_image.png
rename to data_compression/image_data/original_image.png
diff --git a/compression/lempel_ziv.py b/data_compression/lempel_ziv.py
similarity index 100%
rename from compression/lempel_ziv.py
rename to data_compression/lempel_ziv.py
diff --git a/compression/lempel_ziv_decompress.py b/data_compression/lempel_ziv_decompress.py
similarity index 100%
rename from compression/lempel_ziv_decompress.py
rename to data_compression/lempel_ziv_decompress.py
diff --git a/compression/lz77.py b/data_compression/lz77.py
similarity index 100%
rename from compression/lz77.py
rename to data_compression/lz77.py
diff --git a/compression/peak_signal_to_noise_ratio.py b/data_compression/peak_signal_to_noise_ratio.py
similarity index 100%
rename from compression/peak_signal_to_noise_ratio.py
rename to data_compression/peak_signal_to_noise_ratio.py
diff --git a/compression/run_length_encoding.py b/data_compression/run_length_encoding.py
similarity index 100%
rename from compression/run_length_encoding.py
rename to data_compression/run_length_encoding.py
diff --git a/pyproject.toml b/pyproject.toml
index 60f8d4ffc96f..c320a2f2bbfe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -187,9 +187,9 @@ autoapi_dirs = [
   "boolean_algebra",
   "cellular_automata",
   "ciphers",
-  "compression",
   "computer_vision",
   "conversions",
+  "data_compression",
   "data_structures",
   "digital_image_processing",
   "divide_and_conquer",

From 088c74e84026fcb77b3e3e0c15c83111a6979ae7 Mon Sep 17 00:00:00 2001
From: Christian Clauss <cclauss@me.com>
Date: Mon, 12 May 2025 12:45:53 +0200
Subject: [PATCH 39/44] Delete empty source directory (#12730)

---
 source/__init__.py | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 source/__init__.py

diff --git a/source/__init__.py b/source/__init__.py
deleted file mode 100644
index e69de29bb2d1..000000000000

From 485f688d0683ca026959e1b68f12e5d221724860 Mon Sep 17 00:00:00 2001
From: Christian Clauss <cclauss@me.com>
Date: Mon, 12 May 2025 12:52:27 +0200
Subject: [PATCH 40/44] Add PEP723 header to scripts/validate_solutions.py
 (#12731)

Enable `uv run scripts/validate_solutions.py` or `pipx run scripts/validate_solutions.py`
* https://peps.python.org/pep-0723
* https://docs.astral.sh/uv/guides/scripts/#declaring-script-dependencies
---
 scripts/validate_solutions.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/scripts/validate_solutions.py b/scripts/validate_solutions.py
index df5d01086bbe..c3f872203591 100755
--- a/scripts/validate_solutions.py
+++ b/scripts/validate_solutions.py
@@ -1,4 +1,13 @@
 #!/usr/bin/env python3
+
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "pytest",
+#     "requests",
+# ]
+# ///
+
 import hashlib
 import importlib.util
 import json

From f721e598e5677ed368b7dbd119092eb409ab2fb0 Mon Sep 17 00:00:00 2001
From: Christian Clauss <cclauss@me.com>
Date: Mon, 12 May 2025 13:33:33 +0200
Subject: [PATCH 41/44] Add a proper shebang line to
 scripts/validate_filenames.py (#12733)

---
 scripts/validate_filenames.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/scripts/validate_filenames.py b/scripts/validate_filenames.py
index 80399673cced..a7328e099dde 100755
--- a/scripts/validate_filenames.py
+++ b/scripts/validate_filenames.py
@@ -1,4 +1,5 @@
-#!python
+#!/usr/bin/env python3
+
 import os
 
 try:

From ee3a1732e007d32b5835635ac7c7fbb2b5464f53 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 12 May 2025 19:59:33 +0200
Subject: [PATCH 42/44] [pre-commit.ci] pre-commit autoupdate (#12736)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.11.8 → v0.11.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.11.8...v0.11.9)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9e13416dc78d..288e3f591403 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: auto-walrus
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.8
+    rev: v0.11.9
     hooks:
       - id: ruff
       - id: ruff-format

From 6e4d1b376546cdf347b6513ff5f493510b956309 Mon Sep 17 00:00:00 2001
From: S Sajeev <167018420+SajeevSenthil@users.noreply.github.com>
Date: Tue, 13 May 2025 14:44:05 +0530
Subject: [PATCH 43/44] Physics orbital_transfer_work (#12728)

* Added iterative solution for power calculation

* Added iterative solution for power calculation

* Added iterative solution for power calculation

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

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

* Added iterative solution for power calculation fixes #12709

* Added iterative solution for power calculation  FIXES NUMBER 12709

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

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

* Escape velocity is the minimum speed an object must have to break free from a celestial body's gravitational pull without further propulsion.
Takes input as the Mass of the Celestial body (M) and Radius fron the center of mass (M)

* Fix: added header comment to escape_velocity.py

* Trigger re-PR with a minor change

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

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

* Fix: resolve Ruff linter errors and add Wikipedia reference

* Add: work done calculation for orbital transfer between orbits

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

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

* Update escape_velocity.py

* Delete maths/power_using_iteration.py

* Update and rename workdone.py to orbital_transfer_work.py

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
---
 physics/orbital_transfer_work.py | 73 ++++++++++++++++++++++++++++++++
 1 file changed, 73 insertions(+)
 create mode 100644 physics/orbital_transfer_work.py

diff --git a/physics/orbital_transfer_work.py b/physics/orbital_transfer_work.py
new file mode 100644
index 000000000000..7fb90fe9be0e
--- /dev/null
+++ b/physics/orbital_transfer_work.py
@@ -0,0 +1,73 @@
+def orbital_transfer_work(
+    mass_central: float, mass_object: float, r_initial: float, r_final: float
+) -> str:
+    """
+    Calculates the work required to move an object from one orbit to another in a
+    gravitational field based on the change in total mechanical energy.
+
+    The formula used is:
+        W = (G * M * m / 2) * (1/r_initial - 1/r_final)
+
+    where:
+        W = work done (Joules)
+        G = gravitational constant (6.67430 * 10^-11 m^3 kg^-1 s^-2)
+        M = mass of the central body (kg)
+        m = mass of the orbiting object (kg)
+        r_initial = initial orbit radius (m)
+        r_final = final orbit radius (m)
+
+    Args:
+        mass_central (float): Mass of the central body (kg)
+        mass_object (float): Mass of the object being moved (kg)
+        r_initial (float): Initial orbital radius (m)
+        r_final (float): Final orbital radius (m)
+
+    Returns:
+        str: Work done in Joules as a string in scientific notation (3 decimals)
+
+    Examples:
+        >>> orbital_transfer_work(5.972e24, 1000, 6.371e6, 7e6)
+        '2.811e+09'
+        >>> orbital_transfer_work(5.972e24, 500, 7e6, 6.371e6)
+        '-1.405e+09'
+        >>> orbital_transfer_work(1.989e30, 1000, 1.5e11, 2.28e11)
+        '1.514e+11'
+    """
+    gravitational_constant = 6.67430e-11
+
+    if r_initial <= 0 or r_final <= 0:
+        raise ValueError("Orbital radii must be greater than zero.")
+
+    work = (gravitational_constant * mass_central * mass_object / 2) * (
+        1 / r_initial - 1 / r_final
+    )
+    return f"{work:.3e}"
+
+
+if __name__ == "__main__":
+    import doctest
+
+    doctest.testmod()
+    print("Orbital transfer work calculator\n")
+
+    try:
+        M = float(input("Enter mass of central body (kg): ").strip())
+        if M <= 0:
+            r1 = float(input("Enter initial orbit radius (m): ").strip())
+        if r1 <= 0:
+            raise ValueError("Initial orbit radius must be greater than zero.")
+
+        r2 = float(input("Enter final orbit radius (m): ").strip())
+        if r2 <= 0:
+            raise ValueError("Final orbit radius must be greater than zero.")
+        m = float(input("Enter mass of orbiting object (kg): ").strip())
+        if m <= 0:
+            raise ValueError("Mass of the orbiting object must be greater than zero.")
+        r1 = float(input("Enter initial orbit radius (m): ").strip())
+        r2 = float(input("Enter final orbit radius (m): ").strip())
+
+        result = orbital_transfer_work(M, m, r1, r2)
+        print(f"Work done in orbital transfer: {result} Joules")
+
+    except ValueError as e:
+        print(f"Input error: {e}")

From a2fa32c7ad8085c49021b28578440fc167627e8e Mon Sep 17 00:00:00 2001
From: Christian Clauss <cclauss@me.com>
Date: Wed, 14 May 2025 03:42:11 +0200
Subject: [PATCH 44/44] Lukazlim: Replace dependency `requests` with `httpx`
 (#12744)

* Replace dependency `requests` with `httpx`

Fixes #12742
Signed-off-by: Lim, Lukaz Wei Hwang <lukaz.wei.hwang.lim@intel.com>

* updating DIRECTORY.md

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

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

---------

Signed-off-by: Lim, Lukaz Wei Hwang <lukaz.wei.hwang.lim@intel.com>
Co-authored-by: Lim, Lukaz Wei Hwang <lukaz.wei.hwang.lim@intel.com>
Co-authored-by: cclauss <cclauss@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 DIRECTORY.md                                  |    1 +
 machine_learning/linear_regression.py         |   12 +-
 physics/speeds_of_gas_molecules.py            |    8 +-
 pyproject.toml                                |    4 +-
 requirements.txt                              |    2 +-
 scripts/validate_solutions.py                 |    6 +-
 uv.lock                                       | 1108 +++++++++--------
 web_programming/co2_emission.py               |   13 +-
 web_programming/covid_stats_via_xpath.py      |   12 +-
 web_programming/crawl_google_results.py       |   18 +-
 .../crawl_google_scholar_citation.py          |   12 +-
 web_programming/currency_converter.py         |   11 +-
 web_programming/current_stock_price.py        |   14 +-
 web_programming/current_weather.py            |   13 +-
 web_programming/daily_horoscope.py            |   12 +-
 .../download_images_from_google_query.py      |   12 +-
 web_programming/emails_from_url.py            |   21 +-
 web_programming/fetch_anime_and_play.py       |   21 +-
 web_programming/fetch_bbc_news.py             |   11 +-
 web_programming/fetch_github_info.py          |   13 +-
 web_programming/fetch_jobs.py                 |   14 +-
 web_programming/fetch_quotes.py               |   13 +-
 web_programming/get_amazon_product_data.py    |   13 +-
 .../get_imdb_top_250_movies_csv.py            |   16 +-
 web_programming/get_ip_geolocation.py         |   13 +-
 web_programming/get_top_billionaires.py       |   12 +-
 web_programming/get_top_hn_posts.py           |   13 +-
 web_programming/giphy.py                      |   12 +-
 web_programming/instagram_crawler.py          |   14 +-
 web_programming/instagram_pic.py              |   20 +-
 web_programming/instagram_video.py            |   15 +-
 web_programming/nasa_data.py                  |   17 +-
 web_programming/open_google_results.py        |   25 +-
 web_programming/random_anime_character.py     |   15 +-
 web_programming/recaptcha_verification.py     |   11 +-
 web_programming/reddit.py                     |   16 +-
 web_programming/search_books_by_isbn.py       |   21 +-
 web_programming/slack_message.py              |   11 +-
 web_programming/test_fetch_github_info.py     |    4 +-
 web_programming/world_covid19_stats.py        |   26 +-
 40 files changed, 971 insertions(+), 654 deletions(-)

diff --git a/DIRECTORY.md b/DIRECTORY.md
index 85dcc243462e..4129f9c1a5e2 100644
--- a/DIRECTORY.md
+++ b/DIRECTORY.md
@@ -899,6 +899,7 @@
   * [N Body Simulation](physics/n_body_simulation.py)
   * [Newtons Law Of Gravitation](physics/newtons_law_of_gravitation.py)
   * [Newtons Second Law Of Motion](physics/newtons_second_law_of_motion.py)
+  * [Orbital Transfer Work](physics/orbital_transfer_work.py)
   * [Period Of Pendulum](physics/period_of_pendulum.py)
   * [Photoelectric Effect](physics/photoelectric_effect.py)
   * [Potential Energy](physics/potential_energy.py)
diff --git a/machine_learning/linear_regression.py b/machine_learning/linear_regression.py
index 1d11e5a9cc2b..5b1e663116cc 100644
--- a/machine_learning/linear_regression.py
+++ b/machine_learning/linear_regression.py
@@ -8,8 +8,16 @@
 Rating). We try to best fit a line through dataset and estimate the parameters.
 """
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+#     "numpy",
+# ]
+# ///
+
+import httpx
 import numpy as np
-import requests
 
 
 def collect_dataset():
@@ -17,7 +25,7 @@ def collect_dataset():
     The dataset contains ADR vs Rating of a Player
     :return : dataset obtained from the link, as matrix
     """
-    response = requests.get(
+    response = httpx.get(
         "https://raw.githubusercontent.com/yashLadha/The_Math_of_Intelligence/"
         "master/Week1/ADRvsRating.csv",
         timeout=10,
diff --git a/physics/speeds_of_gas_molecules.py b/physics/speeds_of_gas_molecules.py
index 42f90a9fd6f3..3f50ffa5b45d 100644
--- a/physics/speeds_of_gas_molecules.py
+++ b/physics/speeds_of_gas_molecules.py
@@ -59,9 +59,9 @@ def avg_speed_of_molecule(temperature: float, molar_mass: float) -> float:
     Examples:
 
     >>> avg_speed_of_molecule(273, 0.028) # nitrogen at 273 K
-    454.3488755020387
+    454.3488755062257
     >>> avg_speed_of_molecule(300, 0.032) # oxygen at 300 K
-    445.52572733919885
+    445.5257273433045
     >>> avg_speed_of_molecule(-273, 0.028) # invalid temperature
     Traceback (most recent call last):
         ...
@@ -87,9 +87,9 @@ def mps_speed_of_molecule(temperature: float, molar_mass: float) -> float:
     Examples:
 
     >>> mps_speed_of_molecule(273, 0.028) # nitrogen at 273 K
-    402.65620701908966
+    402.65620702280023
     >>> mps_speed_of_molecule(300, 0.032) # oxygen at 300 K
-    394.836895549922
+    394.8368955535605
     >>> mps_speed_of_molecule(-273, 0.028) # invalid temperature
     Traceback (most recent call last):
         ...
diff --git a/pyproject.toml b/pyproject.toml
index c320a2f2bbfe..2ead5cd51ae8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,6 +11,7 @@ classifiers = [
 dependencies = [
   "beautifulsoup4>=4.12.3",
   "fake-useragent>=1.5.1",
+  "httpx>=0.28.1",
   "imageio>=2.36.1",
   "keras>=3.7",
   "lxml>=5.3",
@@ -19,7 +20,6 @@ dependencies = [
   "opencv-python>=4.10.0.84",
   "pandas>=2.2.3",
   "pillow>=11",
-  "requests>=2.32.3",
   "rich>=13.9.4",
   "scikit-learn>=1.5.2",
   "sphinx-pyproject>=0.3",
@@ -42,8 +42,8 @@ docs = [
   "sphinx-pyproject>=0.3",
 ]
 euler-validate = [
+  "httpx>=0.28.1",
   "numpy>=2.1.3",
-  "requests>=2.32.3",
 ]
 
 [tool.ruff]
diff --git a/requirements.txt b/requirements.txt
index b104505e01bc..66b5d8a6b94e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,5 +1,6 @@
 beautifulsoup4
 fake-useragent
+httpx
 imageio
 keras
 lxml
@@ -8,7 +9,6 @@ numpy
 opencv-python
 pandas
 pillow
-requests
 rich
 scikit-learn
 sphinx-pyproject
diff --git a/scripts/validate_solutions.py b/scripts/validate_solutions.py
index c3f872203591..f426153b5683 100755
--- a/scripts/validate_solutions.py
+++ b/scripts/validate_solutions.py
@@ -3,8 +3,8 @@
 # /// script
 # requires-python = ">=3.13"
 # dependencies = [
+#     "httpx",
 #     "pytest",
-#     "requests",
 # ]
 # ///
 
@@ -15,8 +15,8 @@
 import pathlib
 from types import ModuleType
 
+import httpx
 import pytest
-import requests
 
 PROJECT_EULER_DIR_PATH = pathlib.Path.cwd().joinpath("project_euler")
 PROJECT_EULER_ANSWERS_PATH = pathlib.Path.cwd().joinpath(
@@ -66,7 +66,7 @@ def added_solution_file_path() -> list[pathlib.Path]:
         "Accept": "application/vnd.github.v3+json",
         "Authorization": "token " + os.environ["GITHUB_TOKEN"],
     }
-    files = requests.get(get_files_url(), headers=headers, timeout=10).json()
+    files = httpx.get(get_files_url(), headers=headers, timeout=10).json()
     for file in files:
         filepath = pathlib.Path.cwd().joinpath(file["filename"])
         if (
diff --git a/uv.lock b/uv.lock
index 077288f041a1..c75a1070745b 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,319 +1,361 @@
 version = 1
+revision = 2
 requires-python = ">=3.13"
 resolution-markers = [
-    "platform_system == 'Darwin'",
-    "platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux')",
+    "sys_platform == 'darwin'",
+    "platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')",
 ]
 
 [[package]]
 name = "absl-py"
-version = "2.1.0"
+version = "2.2.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/7a/8f/fc001b92ecc467cc32ab38398bd0bfb45df46e7523bf33c2ad22a505f06e/absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff", size = 118055 }
+sdist = { url = "https://files.pythonhosted.org/packages/b5/f0/e6342091061ed3a46aadc116b13edd7bb5249c3ab1b3ef07f24b0c248fc3/absl_py-2.2.2.tar.gz", hash = "sha256:bf25b2c2eed013ca456918c453d687eab4e8309fba81ee2f4c1a6aa2494175eb", size = 119982, upload-time = "2025-04-03T12:41:04.55Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a2/ad/e0d3c824784ff121c03cc031f944bc7e139a8f1870ffd2845cc2dd76f6c4/absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308", size = 133706 },
+    { url = "https://files.pythonhosted.org/packages/f6/d4/349f7f4bd5ea92dab34f5bb0fe31775ef6c311427a14d5a5b31ecb442341/absl_py-2.2.2-py3-none-any.whl", hash = "sha256:e5797bc6abe45f64fd95dc06394ca3f2bedf3b5d895e9da691c9ee3397d70092", size = 135565, upload-time = "2025-04-03T12:41:03.172Z" },
 ]
 
 [[package]]
 name = "alabaster"
 version = "1.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210 }
+sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210, upload-time = "2024-07-26T18:15:03.762Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929, upload-time = "2024-07-26T18:15:02.05Z" },
+]
+
+[[package]]
+name = "anyio"
+version = "4.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "sniffio" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
+    { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916, upload-time = "2025-03-17T00:02:52.713Z" },
 ]
 
 [[package]]
 name = "astroid"
-version = "3.3.5"
+version = "3.3.10"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/38/1e/326fb1d3d83a3bb77c9f9be29d31f2901e35acb94b0605c3f2e5085047f9/astroid-3.3.5.tar.gz", hash = "sha256:5cfc40ae9f68311075d27ef68a4841bdc5cc7f6cf86671b49f00607d30188e2d", size = 397229 }
+sdist = { url = "https://files.pythonhosted.org/packages/00/c2/9b2de9ed027f9fe5734a6c0c0a601289d796b3caaf1e372e23fa88a73047/astroid-3.3.10.tar.gz", hash = "sha256:c332157953060c6deb9caa57303ae0d20b0fbdb2e59b4a4f2a6ba49d0a7961ce", size = 398941, upload-time = "2025-05-10T13:33:10.405Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/41/30/624365383fa4a40329c0f0bbbc151abc4a64e30dfc110fc8f6e2afcd02bb/astroid-3.3.5-py3-none-any.whl", hash = "sha256:a9d1c946ada25098d790e079ba2a1b112157278f3fb7e718ae6a9252f5835dc8", size = 274586 },
+    { url = "https://files.pythonhosted.org/packages/15/58/5260205b9968c20b6457ed82f48f9e3d6edf2f1f95103161798b73aeccf0/astroid-3.3.10-py3-none-any.whl", hash = "sha256:104fb9cb9b27ea95e847a94c003be03a9e039334a8ebca5ee27dafaf5c5711eb", size = 275388, upload-time = "2025-05-10T13:33:08.391Z" },
 ]
 
 [[package]]
 name = "babel"
-version = "2.16.0"
+version = "2.17.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/2a/74/f1bc80f23eeba13393b7222b11d95ca3af2c1e28edca18af487137eefed9/babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316", size = 9348104 }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/6b/d52e42361e1aa00709585ecc30b3f9684b3ab62530771402248b1b1d6240/babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d", size = 9951852, upload-time = "2025-02-01T15:17:41.026Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ed/20/bc79bc575ba2e2a7f70e8a1155618bb1301eaa5132a8271373a6903f73f8/babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b", size = 9587599 },
+    { url = "https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2", size = 10182537, upload-time = "2025-02-01T15:17:37.39Z" },
 ]
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.3"
+version = "4.13.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "soupsieve" },
+    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b3/ca/824b1195773ce6166d388573fc106ce56d4a805bd7427b624e063596ec58/beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051", size = 581181 }
+sdist = { url = "https://files.pythonhosted.org/packages/d8/e4/0c4c39e18fd76d6a628d4dd8da40543d136ce2d1752bd6eeeab0791f4d6b/beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195", size = 621067, upload-time = "2025-04-15T17:05:13.836Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b1/fe/e8c672695b37eecc5cbf43e1d0638d88d66ba3a44c4d321c796f4e59167f/beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed", size = 147925 },
+    { url = "https://files.pythonhosted.org/packages/50/cd/30110dc0ffcf3b131156077b90e9f60ed75711223f306da4db08eff8403b/beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b", size = 187285, upload-time = "2025-04-15T17:05:12.221Z" },
 ]
 
 [[package]]
 name = "certifi"
-version = "2024.8.30"
+version = "2025.4.26"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b0/ee/9b19140fe824b367c04c5e1b369942dd754c4c5462d5674002f75c4dedc1/certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9", size = 168507 }
+sdist = { url = "https://files.pythonhosted.org/packages/e8/9e/c05b3920a3b7d20d3d3310465f50348e5b3694f4f88c6daf736eef3024c4/certifi-2025.4.26.tar.gz", hash = "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6", size = 160705, upload-time = "2025-04-26T02:12:29.51Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/12/90/3c9ff0512038035f59d279fddeb79f5f1eccd8859f06d6163c58798b9487/certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8", size = 167321 },
+    { url = "https://files.pythonhosted.org/packages/4a/7e/3db2bd1b1f9e95f7cddca6d6e75e2f2bd9f51b1246e546d88addca0106bd/certifi-2025.4.26-py3-none-any.whl", hash = "sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3", size = 159618, upload-time = "2025-04-26T02:12:27.662Z" },
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.0"
+version = "3.4.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f2/4f/e1808dc01273379acc506d18f1504eb2d299bd4131743b9fc54d7be4df1e/charset_normalizer-3.4.0.tar.gz", hash = "sha256:223217c3d4f82c3ac5e29032b3f1c2eb0fb591b72161f86d93f5719079dae93e", size = 106620 }
+sdist = { url = "https://files.pythonhosted.org/packages/e4/33/89c2ced2b67d1c2a61c19c6751aa8902d46ce3dacb23600a283619f5a12d/charset_normalizer-3.4.2.tar.gz", hash = "sha256:5baececa9ecba31eff645232d59845c07aa030f0c81ee70184a90d35099a0e63", size = 126367, upload-time = "2025-05-02T08:34:42.01Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f3/89/68a4c86f1a0002810a27f12e9a7b22feb198c59b2f05231349fbce5c06f4/charset_normalizer-3.4.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:dd4eda173a9fcccb5f2e2bd2a9f423d180194b1bf17cf59e3269899235b2a114", size = 194617 },
-    { url = "https://files.pythonhosted.org/packages/4f/cd/8947fe425e2ab0aa57aceb7807af13a0e4162cd21eee42ef5b053447edf5/charset_normalizer-3.4.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:e9e3c4c9e1ed40ea53acf11e2a386383c3304212c965773704e4603d589343ed", size = 125310 },
-    { url = "https://files.pythonhosted.org/packages/5b/f0/b5263e8668a4ee9becc2b451ed909e9c27058337fda5b8c49588183c267a/charset_normalizer-3.4.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:92a7e36b000bf022ef3dbb9c46bfe2d52c047d5e3f3343f43204263c5addc250", size = 119126 },
-    { url = "https://files.pythonhosted.org/packages/ff/6e/e445afe4f7fda27a533f3234b627b3e515a1b9429bc981c9a5e2aa5d97b6/charset_normalizer-3.4.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:54b6a92d009cbe2fb11054ba694bc9e284dad30a26757b1e372a1fdddaf21920", size = 139342 },
-    { url = "https://files.pythonhosted.org/packages/a1/b2/4af9993b532d93270538ad4926c8e37dc29f2111c36f9c629840c57cd9b3/charset_normalizer-3.4.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1ffd9493de4c922f2a38c2bf62b831dcec90ac673ed1ca182fe11b4d8e9f2a64", size = 149383 },
-    { url = "https://files.pythonhosted.org/packages/fb/6f/4e78c3b97686b871db9be6f31d64e9264e889f8c9d7ab33c771f847f79b7/charset_normalizer-3.4.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:35c404d74c2926d0287fbd63ed5d27eb911eb9e4a3bb2c6d294f3cfd4a9e0c23", size = 142214 },
-    { url = "https://files.pythonhosted.org/packages/2b/c9/1c8fe3ce05d30c87eff498592c89015b19fade13df42850aafae09e94f35/charset_normalizer-3.4.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4796efc4faf6b53a18e3d46343535caed491776a22af773f366534056c4e1fbc", size = 144104 },
-    { url = "https://files.pythonhosted.org/packages/ee/68/efad5dcb306bf37db7db338338e7bb8ebd8cf38ee5bbd5ceaaaa46f257e6/charset_normalizer-3.4.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e7fdd52961feb4c96507aa649550ec2a0d527c086d284749b2f582f2d40a2e0d", size = 146255 },
-    { url = "https://files.pythonhosted.org/packages/0c/75/1ed813c3ffd200b1f3e71121c95da3f79e6d2a96120163443b3ad1057505/charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:92db3c28b5b2a273346bebb24857fda45601aef6ae1c011c0a997106581e8a88", size = 140251 },
-    { url = "https://files.pythonhosted.org/packages/7d/0d/6f32255c1979653b448d3c709583557a4d24ff97ac4f3a5be156b2e6a210/charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:ab973df98fc99ab39080bfb0eb3a925181454d7c3ac8a1e695fddfae696d9e90", size = 148474 },
-    { url = "https://files.pythonhosted.org/packages/ac/a0/c1b5298de4670d997101fef95b97ac440e8c8d8b4efa5a4d1ef44af82f0d/charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:4b67fdab07fdd3c10bb21edab3cbfe8cf5696f453afce75d815d9d7223fbe88b", size = 151849 },
-    { url = "https://files.pythonhosted.org/packages/04/4f/b3961ba0c664989ba63e30595a3ed0875d6790ff26671e2aae2fdc28a399/charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:aa41e526a5d4a9dfcfbab0716c7e8a1b215abd3f3df5a45cf18a12721d31cb5d", size = 149781 },
-    { url = "https://files.pythonhosted.org/packages/d8/90/6af4cd042066a4adad58ae25648a12c09c879efa4849c705719ba1b23d8c/charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ffc519621dce0c767e96b9c53f09c5d215578e10b02c285809f76509a3931482", size = 144970 },
-    { url = "https://files.pythonhosted.org/packages/cc/67/e5e7e0cbfefc4ca79025238b43cdf8a2037854195b37d6417f3d0895c4c2/charset_normalizer-3.4.0-cp313-cp313-win32.whl", hash = "sha256:f19c1585933c82098c2a520f8ec1227f20e339e33aca8fa6f956f6691b784e67", size = 94973 },
-    { url = "https://files.pythonhosted.org/packages/65/97/fc9bbc54ee13d33dc54a7fcf17b26368b18505500fc01e228c27b5222d80/charset_normalizer-3.4.0-cp313-cp313-win_amd64.whl", hash = "sha256:707b82d19e65c9bd28b81dde95249b07bf9f5b90ebe1ef17d9b57473f8a64b7b", size = 102308 },
-    { url = "https://files.pythonhosted.org/packages/bf/9b/08c0432272d77b04803958a4598a51e2a4b51c06640af8b8f0f908c18bf2/charset_normalizer-3.4.0-py3-none-any.whl", hash = "sha256:fe9f97feb71aa9896b81973a7bbada8c49501dc73e58a10fcef6663af95e5079", size = 49446 },
-]
-
-[[package]]
-name = "codespell"
-version = "2.3.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a0/a9/98353dfc7afcdf18cffd2dd3e959a25eaaf2728cf450caa59af89648a8e4/codespell-2.3.0.tar.gz", hash = "sha256:360c7d10f75e65f67bad720af7007e1060a5d395670ec11a7ed1fed9dd17471f", size = 329791 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/0e/20/b6019add11e84f821184234cea0ad91442373489ef7ccfa3d73a71b908fa/codespell-2.3.0-py3-none-any.whl", hash = "sha256:a9c7cef2501c9cfede2110fd6d4e5e62296920efe9abfb84648df866e47f58d1", size = 329167 },
+    { url = "https://files.pythonhosted.org/packages/ea/12/a93df3366ed32db1d907d7593a94f1fe6293903e3e92967bebd6950ed12c/charset_normalizer-3.4.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:926ca93accd5d36ccdabd803392ddc3e03e6d4cd1cf17deff3b989ab8e9dbcf0", size = 199622, upload-time = "2025-05-02T08:32:56.363Z" },
+    { url = "https://files.pythonhosted.org/packages/04/93/bf204e6f344c39d9937d3c13c8cd5bbfc266472e51fc8c07cb7f64fcd2de/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:eba9904b0f38a143592d9fc0e19e2df0fa2e41c3c3745554761c5f6447eedabf", size = 143435, upload-time = "2025-05-02T08:32:58.551Z" },
+    { url = "https://files.pythonhosted.org/packages/22/2a/ea8a2095b0bafa6c5b5a55ffdc2f924455233ee7b91c69b7edfcc9e02284/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3fddb7e2c84ac87ac3a947cb4e66d143ca5863ef48e4a5ecb83bd48619e4634e", size = 153653, upload-time = "2025-05-02T08:33:00.342Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/57/1b090ff183d13cef485dfbe272e2fe57622a76694061353c59da52c9a659/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:98f862da73774290f251b9df8d11161b6cf25b599a66baf087c1ffe340e9bfd1", size = 146231, upload-time = "2025-05-02T08:33:02.081Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/28/ffc026b26f441fc67bd21ab7f03b313ab3fe46714a14b516f931abe1a2d8/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c9379d65defcab82d07b2a9dfbfc2e95bc8fe0ebb1b176a3190230a3ef0e07c", size = 148243, upload-time = "2025-05-02T08:33:04.063Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/0f/9abe9bd191629c33e69e47c6ef45ef99773320e9ad8e9cb08b8ab4a8d4cb/charset_normalizer-3.4.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e635b87f01ebc977342e2697d05b56632f5f879a4f15955dfe8cef2448b51691", size = 150442, upload-time = "2025-05-02T08:33:06.418Z" },
+    { url = "https://files.pythonhosted.org/packages/67/7c/a123bbcedca91d5916c056407f89a7f5e8fdfce12ba825d7d6b9954a1a3c/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1c95a1e2902a8b722868587c0e1184ad5c55631de5afc0eb96bc4b0d738092c0", size = 145147, upload-time = "2025-05-02T08:33:08.183Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/fe/1ac556fa4899d967b83e9893788e86b6af4d83e4726511eaaad035e36595/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:ef8de666d6179b009dce7bcb2ad4c4a779f113f12caf8dc77f0162c29d20490b", size = 153057, upload-time = "2025-05-02T08:33:09.986Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/ff/acfc0b0a70b19e3e54febdd5301a98b72fa07635e56f24f60502e954c461/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:32fc0341d72e0f73f80acb0a2c94216bd704f4f0bce10aedea38f30502b271ff", size = 156454, upload-time = "2025-05-02T08:33:11.814Z" },
+    { url = "https://files.pythonhosted.org/packages/92/08/95b458ce9c740d0645feb0e96cea1f5ec946ea9c580a94adfe0b617f3573/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:289200a18fa698949d2b39c671c2cc7a24d44096784e76614899a7ccf2574b7b", size = 154174, upload-time = "2025-05-02T08:33:13.707Z" },
+    { url = "https://files.pythonhosted.org/packages/78/be/8392efc43487ac051eee6c36d5fbd63032d78f7728cb37aebcc98191f1ff/charset_normalizer-3.4.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:4a476b06fbcf359ad25d34a057b7219281286ae2477cc5ff5e3f70a246971148", size = 149166, upload-time = "2025-05-02T08:33:15.458Z" },
+    { url = "https://files.pythonhosted.org/packages/44/96/392abd49b094d30b91d9fbda6a69519e95802250b777841cf3bda8fe136c/charset_normalizer-3.4.2-cp313-cp313-win32.whl", hash = "sha256:aaeeb6a479c7667fbe1099af9617c83aaca22182d6cf8c53966491a0f1b7ffb7", size = 98064, upload-time = "2025-05-02T08:33:17.06Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/b0/0200da600134e001d91851ddc797809e2fe0ea72de90e09bec5a2fbdaccb/charset_normalizer-3.4.2-cp313-cp313-win_amd64.whl", hash = "sha256:aa6af9e7d59f9c12b33ae4e9450619cf2488e2bbe9b44030905877f0b2324980", size = 105641, upload-time = "2025-05-02T08:33:18.753Z" },
+    { url = "https://files.pythonhosted.org/packages/20/94/c5790835a017658cbfabd07f3bfb549140c3ac458cfc196323996b10095a/charset_normalizer-3.4.2-py3-none-any.whl", hash = "sha256:7f56930ab0abd1c45cd15be65cc741c28b1c9a34876ce8c17a2fa107810c0af0", size = 52626, upload-time = "2025-05-02T08:34:40.053Z" },
 ]
 
 [[package]]
 name = "colorama"
 version = "0.4.6"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697 }
+sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335 },
+    { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
 [[package]]
 name = "contourpy"
-version = "1.3.1"
+version = "1.3.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/25/c2/fc7193cc5383637ff390a712e88e4ded0452c9fbcf84abe3de5ea3df1866/contourpy-1.3.1.tar.gz", hash = "sha256:dfd97abd83335045a913e3bcc4a09c0ceadbe66580cf573fe961f4a825efa699", size = 13465753 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/9a/e7/de62050dce687c5e96f946a93546910bc67e483fe05324439e329ff36105/contourpy-1.3.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:a761d9ccfc5e2ecd1bf05534eda382aa14c3e4f9205ba5b1684ecfe400716ef2", size = 271548 },
-    { url = "https://files.pythonhosted.org/packages/78/4d/c2a09ae014ae984c6bdd29c11e74d3121b25eaa117eca0bb76340efd7e1c/contourpy-1.3.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:523a8ee12edfa36f6d2a49407f705a6ef4c5098de4f498619787e272de93f2d5", size = 255576 },
-    { url = "https://files.pythonhosted.org/packages/ab/8a/915380ee96a5638bda80cd061ccb8e666bfdccea38d5741cb69e6dbd61fc/contourpy-1.3.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ece6df05e2c41bd46776fbc712e0996f7c94e0d0543af1656956d150c4ca7c81", size = 306635 },
-    { url = "https://files.pythonhosted.org/packages/29/5c/c83ce09375428298acd4e6582aeb68b1e0d1447f877fa993d9bf6cd3b0a0/contourpy-1.3.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:573abb30e0e05bf31ed067d2f82500ecfdaec15627a59d63ea2d95714790f5c2", size = 345925 },
-    { url = "https://files.pythonhosted.org/packages/29/63/5b52f4a15e80c66c8078a641a3bfacd6e07106835682454647aca1afc852/contourpy-1.3.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a9fa36448e6a3a1a9a2ba23c02012c43ed88905ec80163f2ffe2421c7192a5d7", size = 318000 },
-    { url = "https://files.pythonhosted.org/packages/9a/e2/30ca086c692691129849198659bf0556d72a757fe2769eb9620a27169296/contourpy-1.3.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3ea9924d28fc5586bf0b42d15f590b10c224117e74409dd7a0be3b62b74a501c", size = 322689 },
-    { url = "https://files.pythonhosted.org/packages/6b/77/f37812ef700f1f185d348394debf33f22d531e714cf6a35d13d68a7003c7/contourpy-1.3.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5b75aa69cb4d6f137b36f7eb2ace9280cfb60c55dc5f61c731fdf6f037f958a3", size = 1268413 },
-    { url = "https://files.pythonhosted.org/packages/3f/6d/ce84e79cdd128542ebeb268f84abb4b093af78e7f8ec504676673d2675bc/contourpy-1.3.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:041b640d4ec01922083645a94bb3b2e777e6b626788f4095cf21abbe266413c1", size = 1326530 },
-    { url = "https://files.pythonhosted.org/packages/72/22/8282f4eae20c73c89bee7a82a19c4e27af9b57bb602ecaa00713d5bdb54d/contourpy-1.3.1-cp313-cp313-win32.whl", hash = "sha256:36987a15e8ace5f58d4d5da9dca82d498c2bbb28dff6e5d04fbfcc35a9cb3a82", size = 175315 },
-    { url = "https://files.pythonhosted.org/packages/e3/d5/28bca491f65312b438fbf076589dcde7f6f966b196d900777f5811b9c4e2/contourpy-1.3.1-cp313-cp313-win_amd64.whl", hash = "sha256:a7895f46d47671fa7ceec40f31fae721da51ad34bdca0bee83e38870b1f47ffd", size = 220987 },
-    { url = "https://files.pythonhosted.org/packages/2f/24/a4b285d6adaaf9746e4700932f579f1a7b6f9681109f694cfa233ae75c4e/contourpy-1.3.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:9ddeb796389dadcd884c7eb07bd14ef12408aaae358f0e2ae24114d797eede30", size = 285001 },
-    { url = "https://files.pythonhosted.org/packages/48/1d/fb49a401b5ca4f06ccf467cd6c4f1fd65767e63c21322b29b04ec40b40b9/contourpy-1.3.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:19c1555a6801c2f084c7ddc1c6e11f02eb6a6016ca1318dd5452ba3f613a1751", size = 268553 },
-    { url = "https://files.pythonhosted.org/packages/79/1e/4aef9470d13fd029087388fae750dccb49a50c012a6c8d1d634295caa644/contourpy-1.3.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:841ad858cff65c2c04bf93875e384ccb82b654574a6d7f30453a04f04af71342", size = 310386 },
-    { url = "https://files.pythonhosted.org/packages/b0/34/910dc706ed70153b60392b5305c708c9810d425bde12499c9184a1100888/contourpy-1.3.1-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4318af1c925fb9a4fb190559ef3eec206845f63e80fb603d47f2d6d67683901c", size = 349806 },
-    { url = "https://files.pythonhosted.org/packages/31/3c/faee6a40d66d7f2a87f7102236bf4780c57990dd7f98e5ff29881b1b1344/contourpy-1.3.1-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:14c102b0eab282427b662cb590f2e9340a9d91a1c297f48729431f2dcd16e14f", size = 321108 },
-    { url = "https://files.pythonhosted.org/packages/17/69/390dc9b20dd4bb20585651d7316cc3054b7d4a7b4f8b710b2b698e08968d/contourpy-1.3.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:05e806338bfeaa006acbdeba0ad681a10be63b26e1b17317bfac3c5d98f36cda", size = 327291 },
-    { url = "https://files.pythonhosted.org/packages/ef/74/7030b67c4e941fe1e5424a3d988080e83568030ce0355f7c9fc556455b01/contourpy-1.3.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:4d76d5993a34ef3df5181ba3c92fabb93f1eaa5729504fb03423fcd9f3177242", size = 1263752 },
-    { url = "https://files.pythonhosted.org/packages/f0/ed/92d86f183a8615f13f6b9cbfc5d4298a509d6ce433432e21da838b4b63f4/contourpy-1.3.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:89785bb2a1980c1bd87f0cb1517a71cde374776a5f150936b82580ae6ead44a1", size = 1318403 },
-    { url = "https://files.pythonhosted.org/packages/b3/0e/c8e4950c77dcfc897c71d61e56690a0a9df39543d2164040301b5df8e67b/contourpy-1.3.1-cp313-cp313t-win32.whl", hash = "sha256:8eb96e79b9f3dcadbad2a3891672f81cdcab7f95b27f28f1c67d75f045b6b4f1", size = 185117 },
-    { url = "https://files.pythonhosted.org/packages/c1/31/1ae946f11dfbd229222e6d6ad8e7bd1891d3d48bde5fbf7a0beb9491f8e3/contourpy-1.3.1-cp313-cp313t-win_amd64.whl", hash = "sha256:287ccc248c9e0d0566934e7d606201abd74761b5703d804ff3df8935f523d546", size = 236668 },
+sdist = { url = "https://files.pythonhosted.org/packages/66/54/eb9bfc647b19f2009dd5c7f5ec51c4e6ca831725f1aea7a993034f483147/contourpy-1.3.2.tar.gz", hash = "sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54", size = 13466130, upload-time = "2025-04-15T17:47:53.79Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2e/61/5673f7e364b31e4e7ef6f61a4b5121c5f170f941895912f773d95270f3a2/contourpy-1.3.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:de39db2604ae755316cb5967728f4bea92685884b1e767b7c24e983ef5f771cb", size = 271630, upload-time = "2025-04-15T17:38:19.142Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/66/a40badddd1223822c95798c55292844b7e871e50f6bfd9f158cb25e0bd39/contourpy-1.3.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3f9e896f447c5c8618f1edb2bafa9a4030f22a575ec418ad70611450720b5b08", size = 255670, upload-time = "2025-04-15T17:38:23.688Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/c7/cf9fdee8200805c9bc3b148f49cb9482a4e3ea2719e772602a425c9b09f8/contourpy-1.3.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:71e2bd4a1c4188f5c2b8d274da78faab884b59df20df63c34f74aa1813c4427c", size = 306694, upload-time = "2025-04-15T17:38:28.238Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/e7/ccb9bec80e1ba121efbffad7f38021021cda5be87532ec16fd96533bb2e0/contourpy-1.3.2-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:de425af81b6cea33101ae95ece1f696af39446db9682a0b56daaa48cfc29f38f", size = 345986, upload-time = "2025-04-15T17:38:33.502Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/49/ca13bb2da90391fa4219fdb23b078d6065ada886658ac7818e5441448b78/contourpy-1.3.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:977e98a0e0480d3fe292246417239d2d45435904afd6d7332d8455981c408b85", size = 318060, upload-time = "2025-04-15T17:38:38.672Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/65/5245ce8c548a8422236c13ffcdcdada6a2a812c361e9e0c70548bb40b661/contourpy-1.3.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:434f0adf84911c924519d2b08fc10491dd282b20bdd3fa8f60fd816ea0b48841", size = 322747, upload-time = "2025-04-15T17:38:43.712Z" },
+    { url = "https://files.pythonhosted.org/packages/72/30/669b8eb48e0a01c660ead3752a25b44fdb2e5ebc13a55782f639170772f9/contourpy-1.3.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c66c4906cdbc50e9cba65978823e6e00b45682eb09adbb78c9775b74eb222422", size = 1308895, upload-time = "2025-04-15T17:39:00.224Z" },
+    { url = "https://files.pythonhosted.org/packages/05/5a/b569f4250decee6e8d54498be7bdf29021a4c256e77fe8138c8319ef8eb3/contourpy-1.3.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8b7fc0cd78ba2f4695fd0a6ad81a19e7e3ab825c31b577f384aa9d7817dc3bef", size = 1379098, upload-time = "2025-04-15T17:43:29.649Z" },
+    { url = "https://files.pythonhosted.org/packages/19/ba/b227c3886d120e60e41b28740ac3617b2f2b971b9f601c835661194579f1/contourpy-1.3.2-cp313-cp313-win32.whl", hash = "sha256:15ce6ab60957ca74cff444fe66d9045c1fd3e92c8936894ebd1f3eef2fff075f", size = 178535, upload-time = "2025-04-15T17:44:44.532Z" },
+    { url = "https://files.pythonhosted.org/packages/12/6e/2fed56cd47ca739b43e892707ae9a13790a486a3173be063681ca67d2262/contourpy-1.3.2-cp313-cp313-win_amd64.whl", hash = "sha256:e1578f7eafce927b168752ed7e22646dad6cd9bca673c60bff55889fa236ebf9", size = 223096, upload-time = "2025-04-15T17:44:48.194Z" },
+    { url = "https://files.pythonhosted.org/packages/54/4c/e76fe2a03014a7c767d79ea35c86a747e9325537a8b7627e0e5b3ba266b4/contourpy-1.3.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0475b1f6604896bc7c53bb070e355e9321e1bc0d381735421a2d2068ec56531f", size = 285090, upload-time = "2025-04-15T17:43:34.084Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/e2/5aba47debd55d668e00baf9651b721e7733975dc9fc27264a62b0dd26eb8/contourpy-1.3.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:c85bb486e9be652314bb5b9e2e3b0d1b2e643d5eec4992c0fbe8ac71775da739", size = 268643, upload-time = "2025-04-15T17:43:38.626Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/37/cd45f1f051fe6230f751cc5cdd2728bb3a203f5619510ef11e732109593c/contourpy-1.3.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:745b57db7758f3ffc05a10254edd3182a2a83402a89c00957a8e8a22f5582823", size = 310443, upload-time = "2025-04-15T17:43:44.522Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/a2/36ea6140c306c9ff6dd38e3bcec80b3b018474ef4d17eb68ceecd26675f4/contourpy-1.3.2-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:970e9173dbd7eba9b4e01aab19215a48ee5dd3f43cef736eebde064a171f89a5", size = 349865, upload-time = "2025-04-15T17:43:49.545Z" },
+    { url = "https://files.pythonhosted.org/packages/95/b7/2fc76bc539693180488f7b6cc518da7acbbb9e3b931fd9280504128bf956/contourpy-1.3.2-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c6c4639a9c22230276b7bffb6a850dfc8258a2521305e1faefe804d006b2e532", size = 321162, upload-time = "2025-04-15T17:43:54.203Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/10/76d4f778458b0aa83f96e59d65ece72a060bacb20cfbee46cf6cd5ceba41/contourpy-1.3.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cc829960f34ba36aad4302e78eabf3ef16a3a100863f0d4eeddf30e8a485a03b", size = 327355, upload-time = "2025-04-15T17:44:01.025Z" },
+    { url = "https://files.pythonhosted.org/packages/43/a3/10cf483ea683f9f8ab096c24bad3cce20e0d1dd9a4baa0e2093c1c962d9d/contourpy-1.3.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:d32530b534e986374fc19eaa77fcb87e8a99e5431499949b828312bdcd20ac52", size = 1307935, upload-time = "2025-04-15T17:44:17.322Z" },
+    { url = "https://files.pythonhosted.org/packages/78/73/69dd9a024444489e22d86108e7b913f3528f56cfc312b5c5727a44188471/contourpy-1.3.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:e298e7e70cf4eb179cc1077be1c725b5fd131ebc81181bf0c03525c8abc297fd", size = 1372168, upload-time = "2025-04-15T17:44:33.43Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/1b/96d586ccf1b1a9d2004dd519b25fbf104a11589abfd05484ff12199cca21/contourpy-1.3.2-cp313-cp313t-win32.whl", hash = "sha256:d0e589ae0d55204991450bb5c23f571c64fe43adaa53f93fc902a84c96f52fe1", size = 189550, upload-time = "2025-04-15T17:44:37.092Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/e6/6000d0094e8a5e32ad62591c8609e269febb6e4db83a1c75ff8868b42731/contourpy-1.3.2-cp313-cp313t-win_amd64.whl", hash = "sha256:78e9253c3de756b3f6a5174d024c4835acd59eb3f8e2ca13e775dbffe1558f69", size = 238214, upload-time = "2025-04-15T17:44:40.827Z" },
 ]
 
 [[package]]
 name = "coverage"
-version = "7.6.8"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ab/75/aecfd0a3adbec6e45753976bc2a9fed62b42cea9a206d10fd29244a77953/coverage-7.6.8.tar.gz", hash = "sha256:8b2b8503edb06822c86d82fa64a4a5cb0760bb8f31f26e138ec743f422f37cfc", size = 801425 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/9a/84/6f0ccf94a098ac3d6d6f236bd3905eeac049a9e0efcd9a63d4feca37ac4b/coverage-7.6.8-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0b0c69f4f724c64dfbfe79f5dfb503b42fe6127b8d479b2677f2b227478db2eb", size = 207313 },
-    { url = "https://files.pythonhosted.org/packages/db/2b/e3b3a3a12ebec738c545897ac9f314620470fcbc368cdac88cf14974ba20/coverage-7.6.8-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c15b32a7aca8038ed7644f854bf17b663bc38e1671b5d6f43f9a2b2bd0c46f63", size = 207574 },
-    { url = "https://files.pythonhosted.org/packages/db/c0/5bf95d42b6a8d21dfce5025ce187f15db57d6460a59b67a95fe8728162f1/coverage-7.6.8-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:63068a11171e4276f6ece913bde059e77c713b48c3a848814a6537f35afb8365", size = 240090 },
-    { url = "https://files.pythonhosted.org/packages/57/b8/d6fd17d1a8e2b0e1a4e8b9cb1f0f261afd422570735899759c0584236916/coverage-7.6.8-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6f4548c5ead23ad13fb7a2c8ea541357474ec13c2b736feb02e19a3085fac002", size = 237237 },
-    { url = "https://files.pythonhosted.org/packages/d4/e4/a91e9bb46809c8b63e68fc5db5c4d567d3423b6691d049a4f950e38fbe9d/coverage-7.6.8-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3b4b4299dd0d2c67caaaf286d58aef5e75b125b95615dda4542561a5a566a1e3", size = 239225 },
-    { url = "https://files.pythonhosted.org/packages/31/9c/9b99b0591ec4555b7292d271e005f27b465388ce166056c435b288db6a69/coverage-7.6.8-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c9ebfb2507751f7196995142f057d1324afdab56db1d9743aab7f50289abd022", size = 238888 },
-    { url = "https://files.pythonhosted.org/packages/a6/85/285c2df9a04bc7c31f21fd9d4a24d19e040ec5e2ff06e572af1f6514c9e7/coverage-7.6.8-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:c1b4474beee02ede1eef86c25ad4600a424fe36cff01a6103cb4533c6bf0169e", size = 236974 },
-    { url = "https://files.pythonhosted.org/packages/cb/a1/95ec8522206f76cdca033bf8bb61fff56429fb414835fc4d34651dfd29fc/coverage-7.6.8-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d9fd2547e6decdbf985d579cf3fc78e4c1d662b9b0ff7cc7862baaab71c9cc5b", size = 238815 },
-    { url = "https://files.pythonhosted.org/packages/8d/ac/687e9ba5e6d0979e9dab5c02e01c4f24ac58260ef82d88d3b433b3f84f1e/coverage-7.6.8-cp313-cp313-win32.whl", hash = "sha256:8aae5aea53cbfe024919715eca696b1a3201886ce83790537d1c3668459c7146", size = 209957 },
-    { url = "https://files.pythonhosted.org/packages/2f/a3/b61cc8e3fcf075293fb0f3dee405748453c5ba28ac02ceb4a87f52bdb105/coverage-7.6.8-cp313-cp313-win_amd64.whl", hash = "sha256:ae270e79f7e169ccfe23284ff5ea2d52a6f401dc01b337efb54b3783e2ce3f28", size = 210711 },
-    { url = "https://files.pythonhosted.org/packages/ee/4b/891c8b9acf1b62c85e4a71dac142ab9284e8347409b7355de02e3f38306f/coverage-7.6.8-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:de38add67a0af869b0d79c525d3e4588ac1ffa92f39116dbe0ed9753f26eba7d", size = 208053 },
-    { url = "https://files.pythonhosted.org/packages/18/a9/9e330409b291cc002723d339346452800e78df1ce50774ca439ade1d374f/coverage-7.6.8-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:b07c25d52b1c16ce5de088046cd2432b30f9ad5e224ff17c8f496d9cb7d1d451", size = 208329 },
-    { url = "https://files.pythonhosted.org/packages/9c/0d/33635fd429f6589c6e1cdfc7bf581aefe4c1792fbff06383f9d37f59db60/coverage-7.6.8-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:62a66ff235e4c2e37ed3b6104d8b478d767ff73838d1222132a7a026aa548764", size = 251052 },
-    { url = "https://files.pythonhosted.org/packages/23/32/8a08da0e46f3830bbb9a5b40614241b2e700f27a9c2889f53122486443ed/coverage-7.6.8-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:09b9f848b28081e7b975a3626e9081574a7b9196cde26604540582da60235fdf", size = 246765 },
-    { url = "https://files.pythonhosted.org/packages/56/3f/3b86303d2c14350fdb1c6c4dbf9bc76000af2382f42ca1d4d99c6317666e/coverage-7.6.8-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:093896e530c38c8e9c996901858ac63f3d4171268db2c9c8b373a228f459bbc5", size = 249125 },
-    { url = "https://files.pythonhosted.org/packages/36/cb/c4f081b9023f9fd8646dbc4ef77be0df090263e8f66f4ea47681e0dc2cff/coverage-7.6.8-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9a7b8ac36fd688c8361cbc7bf1cb5866977ece6e0b17c34aa0df58bda4fa18a4", size = 248615 },
-    { url = "https://files.pythonhosted.org/packages/32/ee/53bdbf67760928c44b57b2c28a8c0a4bf544f85a9ee129a63ba5c78fdee4/coverage-7.6.8-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:38c51297b35b3ed91670e1e4efb702b790002e3245a28c76e627478aa3c10d83", size = 246507 },
-    { url = "https://files.pythonhosted.org/packages/57/49/5a57910bd0af6d8e802b4ca65292576d19b54b49f81577fd898505dee075/coverage-7.6.8-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:2e4e0f60cb4bd7396108823548e82fdab72d4d8a65e58e2c19bbbc2f1e2bfa4b", size = 247785 },
-    { url = "https://files.pythonhosted.org/packages/bd/37/e450c9f6b297c79bb9858407396ed3e084dcc22990dd110ab01d5ceb9770/coverage-7.6.8-cp313-cp313t-win32.whl", hash = "sha256:6535d996f6537ecb298b4e287a855f37deaf64ff007162ec0afb9ab8ba3b8b71", size = 210605 },
-    { url = "https://files.pythonhosted.org/packages/44/79/7d0c7dd237c6905018e2936cd1055fe1d42e7eba2ebab3c00f4aad2a27d7/coverage-7.6.8-cp313-cp313t-win_amd64.whl", hash = "sha256:c79c0685f142ca53256722a384540832420dff4ab15fec1863d7e5bc8691bdcc", size = 211777 },
+version = "7.8.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/19/4f/2251e65033ed2ce1e68f00f91a0294e0f80c80ae8c3ebbe2f12828c4cd53/coverage-7.8.0.tar.gz", hash = "sha256:7a3d62b3b03b4b6fd41a085f3574874cf946cb4604d2b4d3e8dca8cd570ca501", size = 811872, upload-time = "2025-03-30T20:36:45.376Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f3/21/87e9b97b568e223f3438d93072479c2f36cc9b3f6b9f7094b9d50232acc0/coverage-7.8.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5ac46d0c2dd5820ce93943a501ac5f6548ea81594777ca585bf002aa8854cacd", size = 211708, upload-time = "2025-03-30T20:35:47.417Z" },
+    { url = "https://files.pythonhosted.org/packages/75/be/882d08b28a0d19c9c4c2e8a1c6ebe1f79c9c839eb46d4fca3bd3b34562b9/coverage-7.8.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:771eb7587a0563ca5bb6f622b9ed7f9d07bd08900f7589b4febff05f469bea00", size = 211981, upload-time = "2025-03-30T20:35:49.002Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/1d/ce99612ebd58082fbe3f8c66f6d8d5694976c76a0d474503fa70633ec77f/coverage-7.8.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42421e04069fb2cbcbca5a696c4050b84a43b05392679d4068acbe65449b5c64", size = 245495, upload-time = "2025-03-30T20:35:51.073Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/8d/6115abe97df98db6b2bd76aae395fcc941d039a7acd25f741312ced9a78f/coverage-7.8.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:554fec1199d93ab30adaa751db68acec2b41c5602ac944bb19187cb9a41a8067", size = 242538, upload-time = "2025-03-30T20:35:52.941Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/74/2f8cc196643b15bc096d60e073691dadb3dca48418f08bc78dd6e899383e/coverage-7.8.0-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5aaeb00761f985007b38cf463b1d160a14a22c34eb3f6a39d9ad6fc27cb73008", size = 244561, upload-time = "2025-03-30T20:35:54.658Z" },
+    { url = "https://files.pythonhosted.org/packages/22/70/c10c77cd77970ac965734fe3419f2c98665f6e982744a9bfb0e749d298f4/coverage-7.8.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:581a40c7b94921fffd6457ffe532259813fc68eb2bdda60fa8cc343414ce3733", size = 244633, upload-time = "2025-03-30T20:35:56.221Z" },
+    { url = "https://files.pythonhosted.org/packages/38/5a/4f7569d946a07c952688debee18c2bb9ab24f88027e3d71fd25dbc2f9dca/coverage-7.8.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:f319bae0321bc838e205bf9e5bc28f0a3165f30c203b610f17ab5552cff90323", size = 242712, upload-time = "2025-03-30T20:35:57.801Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/a1/03a43b33f50475a632a91ea8c127f7e35e53786dbe6781c25f19fd5a65f8/coverage-7.8.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:04bfec25a8ef1c5f41f5e7e5c842f6b615599ca8ba8391ec33a9290d9d2db3a3", size = 244000, upload-time = "2025-03-30T20:35:59.378Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/89/ab6c43b1788a3128e4d1b7b54214548dcad75a621f9d277b14d16a80d8a1/coverage-7.8.0-cp313-cp313-win32.whl", hash = "sha256:dd19608788b50eed889e13a5d71d832edc34fc9dfce606f66e8f9f917eef910d", size = 214195, upload-time = "2025-03-30T20:36:01.005Z" },
+    { url = "https://files.pythonhosted.org/packages/12/12/6bf5f9a8b063d116bac536a7fb594fc35cb04981654cccb4bbfea5dcdfa0/coverage-7.8.0-cp313-cp313-win_amd64.whl", hash = "sha256:a9abbccd778d98e9c7e85038e35e91e67f5b520776781d9a1e2ee9d400869487", size = 214998, upload-time = "2025-03-30T20:36:03.006Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/e6/1e9df74ef7a1c983a9c7443dac8aac37a46f1939ae3499424622e72a6f78/coverage-7.8.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:18c5ae6d061ad5b3e7eef4363fb27a0576012a7447af48be6c75b88494c6cf25", size = 212541, upload-time = "2025-03-30T20:36:04.638Z" },
+    { url = "https://files.pythonhosted.org/packages/04/51/c32174edb7ee49744e2e81c4b1414ac9df3dacfcb5b5f273b7f285ad43f6/coverage-7.8.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:95aa6ae391a22bbbce1b77ddac846c98c5473de0372ba5c463480043a07bff42", size = 212767, upload-time = "2025-03-30T20:36:06.503Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/8f/f454cbdb5212f13f29d4a7983db69169f1937e869a5142bce983ded52162/coverage-7.8.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e013b07ba1c748dacc2a80e69a46286ff145935f260eb8c72df7185bf048f502", size = 256997, upload-time = "2025-03-30T20:36:08.137Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/74/2bf9e78b321216d6ee90a81e5c22f912fc428442c830c4077b4a071db66f/coverage-7.8.0-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d766a4f0e5aa1ba056ec3496243150698dc0481902e2b8559314368717be82b1", size = 252708, upload-time = "2025-03-30T20:36:09.781Z" },
+    { url = "https://files.pythonhosted.org/packages/92/4d/50d7eb1e9a6062bee6e2f92e78b0998848a972e9afad349b6cdde6fa9e32/coverage-7.8.0-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ad80e6b4a0c3cb6f10f29ae4c60e991f424e6b14219d46f1e7d442b938ee68a4", size = 255046, upload-time = "2025-03-30T20:36:11.409Z" },
+    { url = "https://files.pythonhosted.org/packages/40/9e/71fb4e7402a07c4198ab44fc564d09d7d0ffca46a9fb7b0a7b929e7641bd/coverage-7.8.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:b87eb6fc9e1bb8f98892a2458781348fa37e6925f35bb6ceb9d4afd54ba36c73", size = 256139, upload-time = "2025-03-30T20:36:13.86Z" },
+    { url = "https://files.pythonhosted.org/packages/49/1a/78d37f7a42b5beff027e807c2843185961fdae7fe23aad5a4837c93f9d25/coverage-7.8.0-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:d1ba00ae33be84066cfbe7361d4e04dec78445b2b88bdb734d0d1cbab916025a", size = 254307, upload-time = "2025-03-30T20:36:16.074Z" },
+    { url = "https://files.pythonhosted.org/packages/58/e9/8fb8e0ff6bef5e170ee19d59ca694f9001b2ec085dc99b4f65c128bb3f9a/coverage-7.8.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:f3c38e4e5ccbdc9198aecc766cedbb134b2d89bf64533973678dfcf07effd883", size = 255116, upload-time = "2025-03-30T20:36:18.033Z" },
+    { url = "https://files.pythonhosted.org/packages/56/b0/d968ecdbe6fe0a863de7169bbe9e8a476868959f3af24981f6a10d2b6924/coverage-7.8.0-cp313-cp313t-win32.whl", hash = "sha256:379fe315e206b14e21db5240f89dc0774bdd3e25c3c58c2c733c99eca96f1ada", size = 214909, upload-time = "2025-03-30T20:36:19.644Z" },
+    { url = "https://files.pythonhosted.org/packages/87/e9/d6b7ef9fecf42dfb418d93544af47c940aa83056c49e6021a564aafbc91f/coverage-7.8.0-cp313-cp313t-win_amd64.whl", hash = "sha256:2e4b6b87bb0c846a9315e3ab4be2d52fac905100565f4b92f02c445c8799e257", size = 216068, upload-time = "2025-03-30T20:36:21.282Z" },
+    { url = "https://files.pythonhosted.org/packages/59/f1/4da7717f0063a222db253e7121bd6a56f6fb1ba439dcc36659088793347c/coverage-7.8.0-py3-none-any.whl", hash = "sha256:dbf364b4c5e7bae9250528167dfe40219b62e2d573c854d74be213e1e52069f7", size = 203435, upload-time = "2025-03-30T20:36:43.61Z" },
 ]
 
 [[package]]
 name = "cycler"
 version = "0.12.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a9/95/a3dbbb5028f35eafb79008e7522a75244477d2838f38cbb722248dabc2a8/cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c", size = 7615 }
+sdist = { url = "https://files.pythonhosted.org/packages/a9/95/a3dbbb5028f35eafb79008e7522a75244477d2838f38cbb722248dabc2a8/cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c", size = 7615, upload-time = "2023-10-07T05:32:18.335Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321 },
+    { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321, upload-time = "2023-10-07T05:32:16.783Z" },
 ]
 
 [[package]]
 name = "docutils"
 version = "0.21.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ae/ed/aefcc8cd0ba62a0560c3c18c33925362d46c6075480bfa4df87b28e169a9/docutils-0.21.2.tar.gz", hash = "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f", size = 2204444 }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/ed/aefcc8cd0ba62a0560c3c18c33925362d46c6075480bfa4df87b28e169a9/docutils-0.21.2.tar.gz", hash = "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f", size = 2204444, upload-time = "2024-04-23T18:57:18.24Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/8f/d7/9322c609343d929e75e7e5e6255e614fcc67572cfd083959cdef3b7aad79/docutils-0.21.2-py3-none-any.whl", hash = "sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2", size = 587408 },
+    { url = "https://files.pythonhosted.org/packages/8f/d7/9322c609343d929e75e7e5e6255e614fcc67572cfd083959cdef3b7aad79/docutils-0.21.2-py3-none-any.whl", hash = "sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2", size = 587408, upload-time = "2024-04-23T18:57:14.835Z" },
 ]
 
 [[package]]
 name = "dom-toml"
-version = "2.0.0"
+version = "2.0.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "domdf-python-tools" },
     { name = "tomli" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/70/34/f7690cf288eaa86b55c8f1b890d0834e6df44a026a88eca12274fcd624ab/dom_toml-2.0.0.tar.gz", hash = "sha256:3c07e8436538994974127b1ae037661d1a779ac915c44fd06b3ab5fe140ff589", size = 11133 }
+sdist = { url = "https://files.pythonhosted.org/packages/fd/38/5df2387f84efce3c7ef8d211cae6ca2736a730efc13b7d15a9584bb81b30/dom_toml-2.0.1.tar.gz", hash = "sha256:31c5874595c777f41cc191c34c66dbea215c8289a7b148b425fb7a10c3f4fbc8", size = 11180, upload-time = "2025-02-05T11:59:36.552Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/22/99/b6fc87dff3138491d81676bdcbf1531080925ba41486ec1dafd86e33fdbc/dom_toml-2.0.0-py3-none-any.whl", hash = "sha256:0b6d02a72bcbc6be8175c61afc30623bbb6b74c4650f2a806fbc3fb7fe86935d", size = 13376 },
+    { url = "https://files.pythonhosted.org/packages/33/c6/57f64b0e93da6f43393dfcc1281ee1ce8eafbeb940d3861056caa28ae818/dom_toml-2.0.1-py3-none-any.whl", hash = "sha256:6681a793c94a5d1fb7b59690009cc3b1dfb1bcaae108fb8054c712a8f128efc7", size = 13459, upload-time = "2025-02-05T11:59:34.706Z" },
 ]
 
 [[package]]
 name = "domdf-python-tools"
-version = "3.9.0"
+version = "3.10.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "natsort" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/6b/78/974e10c583ba9d2302e748c9585313a7f2c7ba00e4f600324f432e38fe68/domdf_python_tools-3.9.0.tar.gz", hash = "sha256:1f8a96971178333a55e083e35610d7688cd7620ad2b99790164e1fc1a3614c18", size = 103792 }
+sdist = { url = "https://files.pythonhosted.org/packages/36/8b/ab2d8a292bba8fe3135cacc8bfd3576710a14b8f2d0a8cde19130d5c9d21/domdf_python_tools-3.10.0.tar.gz", hash = "sha256:2ae308d2f4f1e9145f5f4ba57f840fbfd1c2983ee26e4824347789649d3ae298", size = 100458, upload-time = "2025-02-12T17:34:05.747Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/de/e9/7447a88b217650a74927d3444a89507986479a69b83741900eddd34167fe/domdf_python_tools-3.9.0-py3-none-any.whl", hash = "sha256:4e1ef365cbc24627d6d1e90cf7d46d8ab8df967e1237f4a26885f6986c78872e", size = 127106 },
+    { url = "https://files.pythonhosted.org/packages/5b/11/208f72084084d3f6a2ed5ebfdfc846692c3f7ad6dce65e400194924f7eed/domdf_python_tools-3.10.0-py3-none-any.whl", hash = "sha256:5e71c1be71bbcc1f881d690c8984b60e64298ec256903b3147f068bc33090c36", size = 126860, upload-time = "2025-02-12T17:34:04.093Z" },
 ]
 
 [[package]]
 name = "fake-useragent"
-version = "1.5.1"
+version = "2.2.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/24/a1/1f662631ab153975fa8dbf09296324ecbaf53370dce922054e8de6b57370/fake-useragent-1.5.1.tar.gz", hash = "sha256:6387269f5a2196b5ba7ed8935852f75486845a1c95c50e72460e6a8e762f5c49", size = 22631 }
+sdist = { url = "https://files.pythonhosted.org/packages/41/43/948d10bf42735709edb5ae51e23297d034086f17fc7279fef385a7acb473/fake_useragent-2.2.0.tar.gz", hash = "sha256:4e6ab6571e40cc086d788523cf9e018f618d07f9050f822ff409a4dfe17c16b2", size = 158898, upload-time = "2025-04-14T15:32:19.238Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e4/99/60d8cf1b26938c2e0a57e232f7f15641dfcd6f8deda454d73e4145910ff6/fake_useragent-1.5.1-py3-none-any.whl", hash = "sha256:57415096557c8a4e23b62a375c21c55af5fd4ba30549227f562d2c4f5b60e3b3", size = 17190 },
+    { url = "https://files.pythonhosted.org/packages/51/37/b3ea9cd5558ff4cb51957caca2193981c6b0ff30bd0d2630ac62505d99d0/fake_useragent-2.2.0-py3-none-any.whl", hash = "sha256:67f35ca4d847b0d298187443aaf020413746e56acd985a611908c73dba2daa24", size = 161695, upload-time = "2025-04-14T15:32:17.732Z" },
 ]
 
 [[package]]
 name = "fonttools"
-version = "4.55.0"
+version = "4.58.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d7/4e/053fe1b5c0ce346c0a9d0557492c654362bafb14f026eae0d3ee98009152/fonttools-4.55.0.tar.gz", hash = "sha256:7636acc6ab733572d5e7eec922b254ead611f1cdad17be3f0be7418e8bfaca71", size = 3490431 }
+sdist = { url = "https://files.pythonhosted.org/packages/9a/cf/4d037663e2a1fe30fddb655d755d76e18624be44ad467c07412c2319ab97/fonttools-4.58.0.tar.gz", hash = "sha256:27423d0606a2c7b336913254bf0b1193ebd471d5f725d665e875c5e88a011a43", size = 3514522, upload-time = "2025-05-10T17:36:35.886Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c3/87/a669ac26c6077e37ffb06abf29c5571789eefe518d06c52df392181ee694/fonttools-4.55.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:8118dc571921dc9e4b288d9cb423ceaf886d195a2e5329cc427df82bba872cd9", size = 2752519 },
-    { url = "https://files.pythonhosted.org/packages/0c/e9/4822ad238fe215133c7df20f1cdb1a58cfb634a31523e77ff0fb2033970a/fonttools-4.55.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:01124f2ca6c29fad4132d930da69158d3f49b2350e4a779e1efbe0e82bd63f6c", size = 2286819 },
-    { url = "https://files.pythonhosted.org/packages/3e/a4/d7941c3897129e60fe68d20e4819fda4d0c4858d77badae0e80ca6440b36/fonttools-4.55.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:81ffd58d2691f11f7c8438796e9f21c374828805d33e83ff4b76e4635633674c", size = 4770382 },
-    { url = "https://files.pythonhosted.org/packages/31/cf/c51ea1348f9fba9c627439afad9dee0090040809ab431f4422b5bfdda34c/fonttools-4.55.0-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5435e5f1eb893c35c2bc2b9cd3c9596b0fcb0a59e7a14121562986dd4c47b8dd", size = 4858336 },
-    { url = "https://files.pythonhosted.org/packages/73/be/36c1fe0e5c9a96b068ddd7e82001243bbe7fe12549c8d14e1bd025bf40c9/fonttools-4.55.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:d12081729280c39d001edd0f4f06d696014c26e6e9a0a55488fabc37c28945e4", size = 4756072 },
-    { url = "https://files.pythonhosted.org/packages/5c/18/6dd381c29f215a017f79aa9fea0722424a0046b47991c4390a78ff87ce0c/fonttools-4.55.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a7ad1f1b98ab6cb927ab924a38a8649f1ffd7525c75fe5b594f5dab17af70e18", size = 5008668 },
-    { url = "https://files.pythonhosted.org/packages/b8/95/316f20092b389b927dba1d1dccd3f541853f96e707e210f1b9f4e7bacdd5/fonttools-4.55.0-cp313-cp313-win32.whl", hash = "sha256:abe62987c37630dca69a104266277216de1023cf570c1643bb3a19a9509e7a1b", size = 2155841 },
-    { url = "https://files.pythonhosted.org/packages/35/ca/b4638aa3e446184892e2f9cc8ef44bb506f47fea04580df7fb84f5a4363d/fonttools-4.55.0-cp313-cp313-win_amd64.whl", hash = "sha256:2863555ba90b573e4201feaf87a7e71ca3b97c05aa4d63548a4b69ea16c9e998", size = 2200587 },
-    { url = "https://files.pythonhosted.org/packages/b4/4a/786589606d4989cb34d8bc766cd687d955aaf3039c367fe7104bcf82dc98/fonttools-4.55.0-py3-none-any.whl", hash = "sha256:12db5888cd4dd3fcc9f0ee60c6edd3c7e1fd44b7dd0f31381ea03df68f8a153f", size = 1100249 },
+    { url = "https://files.pythonhosted.org/packages/0c/d7/d77cae11c445916d767cace93ba8283b3f360197d95d7470b90a9e984e10/fonttools-4.58.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:4809790f2371d8a08e59e1ce2b734c954cf09742e75642d7f4c46cfdac488fdd", size = 2728320, upload-time = "2025-05-10T17:35:56.455Z" },
+    { url = "https://files.pythonhosted.org/packages/77/48/7d8b3c519ef4b48081d40310262224a38785e39a8610ccb92a229a6f085d/fonttools-4.58.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b00f240280f204ce4546b05ff3515bf8ff47a9cae914c718490025ea2bb9b324", size = 2302570, upload-time = "2025-05-10T17:35:58.794Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/48/156b83eb8fb7261056e448bfda1b495b90e761b28ec23cee10e3e19f1967/fonttools-4.58.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5a62015ad463e1925544e9159dd6eefe33ebfb80938d5ab15d8b1c4b354ff47b", size = 4790066, upload-time = "2025-05-10T17:36:01.174Z" },
+    { url = "https://files.pythonhosted.org/packages/60/49/aaecb1b3cea2b9b9c7cea6240d6bc8090feb5489a6fbf93cb68003be979b/fonttools-4.58.0-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2ceef6f6ab58061a811967e3e32e630747fcb823dcc33a9a2c80e2d0d17cb292", size = 4861076, upload-time = "2025-05-10T17:36:03.663Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/c8/97cbb41bee81ea9daf6109e0f3f70a274a3c69418e5ac6b0193f5dacf506/fonttools-4.58.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c7be21ac52370b515cdbdd0f400803fd29432a4fa4ddb4244ac8b322e54f36c0", size = 4858394, upload-time = "2025-05-10T17:36:06.087Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/23/c2c231457361f869a7d7374a557208e303b469d48a4a697c0fb249733ea1/fonttools-4.58.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:85836be4c3c4aacf6fcb7a6f263896d0e9ce431da9fa6fe9213d70f221f131c9", size = 5002160, upload-time = "2025-05-10T17:36:08.178Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/e0/c2262f941a43b810c5c192db94b5d1ce8eda91bec2757f7e2416398f4072/fonttools-4.58.0-cp313-cp313-win32.whl", hash = "sha256:2b32b7130277bd742cb8c4379a6a303963597d22adea77a940343f3eadbcaa4c", size = 2171919, upload-time = "2025-05-10T17:36:10.644Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/ee/e4aa7bb4ce510ad57a808d321df1bbed1eeb6e1dfb20aaee1a5d9c076849/fonttools-4.58.0-cp313-cp313-win_amd64.whl", hash = "sha256:75e68ee2ec9aaa173cf5e33f243da1d51d653d5e25090f2722bc644a78db0f1a", size = 2222972, upload-time = "2025-05-10T17:36:12.495Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/1f/4417c26e26a1feab85a27e927f7a73d8aabc84544be8ba108ce4aa90eb1e/fonttools-4.58.0-py3-none-any.whl", hash = "sha256:c96c36880be2268be409df7b08c5b5dacac1827083461a6bc2cb07b8cbcec1d7", size = 1111440, upload-time = "2025-05-10T17:36:33.607Z" },
+]
+
+[[package]]
+name = "h11"
+version = "0.16.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" },
 ]
 
 [[package]]
 name = "h5py"
-version = "3.12.1"
+version = "3.13.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/cc/0c/5c2b0a88158682aeafb10c1c2b735df5bc31f165bfe192f2ee9f2a23b5f1/h5py-3.12.1.tar.gz", hash = "sha256:326d70b53d31baa61f00b8aa5f95c2fcb9621a3ee8365d770c551a13dbbcbfdf", size = 411457 }
+sdist = { url = "https://files.pythonhosted.org/packages/03/2e/a22d6a8bfa6f8be33e7febd985680fba531562795f0a9077ed1eb047bfb0/h5py-3.13.0.tar.gz", hash = "sha256:1870e46518720023da85d0895a1960ff2ce398c5671eac3b1a41ec696b7105c3", size = 414876, upload-time = "2025-02-18T16:04:01.824Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/60/43/f276f27921919a9144074320ce4ca40882fc67b3cfee81c3f5c7df083e97/h5py-3.13.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:e520ec76de00943dd017c8ea3f354fa1d2f542eac994811943a8faedf2a7d5cb", size = 3358040, upload-time = "2025-02-18T16:03:20.579Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/86/ad4a4cf781b08d4572be8bbdd8f108bb97b266a14835c640dc43dafc0729/h5py-3.13.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e79d8368cd9295045956bfb436656bea3f915beaa11d342e9f79f129f5178763", size = 2892766, upload-time = "2025-02-18T16:03:26.831Z" },
+    { url = "https://files.pythonhosted.org/packages/69/84/4c6367d6b58deaf0fa84999ec819e7578eee96cea6cbd613640d0625ed5e/h5py-3.13.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:56dd172d862e850823c4af02dc4ddbc308f042b85472ffdaca67f1598dff4a57", size = 4664255, upload-time = "2025-02-18T16:03:31.903Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/41/bc2df86b72965775f6d621e0ee269a5f3ac23e8f870abf519de9c7d93b4d/h5py-3.13.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:be949b46b7388074c5acae017fbbe3e5ba303fd9daaa52157fdfef30bbdacadd", size = 4927580, upload-time = "2025-02-18T16:03:36.429Z" },
+    { url = "https://files.pythonhosted.org/packages/97/34/165b87ea55184770a0c1fcdb7e017199974ad2e271451fd045cfe35f3add/h5py-3.13.0-cp313-cp313-win_amd64.whl", hash = "sha256:4f97ecde7ac6513b21cd95efdfc38dc6d19f96f6ca6f2a30550e94e551458e0a", size = 2940890, upload-time = "2025-02-18T16:03:41.037Z" },
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.9"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" },
+]
+
+[[package]]
+name = "httpx"
+version = "0.28.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "certifi" },
+    { name = "httpcore" },
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/23/1c/ecdd0efab52c24f2a9bf2324289828b860e8dd1e3c5ada3cf0889e14fdc1/h5py-3.12.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:513171e90ed92236fc2ca363ce7a2fc6f2827375efcbb0cc7fbdd7fe11fecafc", size = 3346239 },
-    { url = "https://files.pythonhosted.org/packages/93/cd/5b6f574bf3e318bbe305bc93ba45181676550eb44ba35e006d2e98004eaa/h5py-3.12.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:59400f88343b79655a242068a9c900001a34b63e3afb040bd7cdf717e440f653", size = 2843416 },
-    { url = "https://files.pythonhosted.org/packages/8a/4f/b74332f313bfbe94ba03fff784219b9db385e6139708e55b11490149f90a/h5py-3.12.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d3e465aee0ec353949f0f46bf6c6f9790a2006af896cee7c178a8c3e5090aa32", size = 5154390 },
-    { url = "https://files.pythonhosted.org/packages/1a/57/93ea9e10a6457ea8d3b867207deb29a527e966a08a84c57ffd954e32152a/h5py-3.12.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba51c0c5e029bb5420a343586ff79d56e7455d496d18a30309616fdbeed1068f", size = 5378244 },
-    { url = "https://files.pythonhosted.org/packages/50/51/0bbf3663062b2eeee78aa51da71e065f8a0a6e3cb950cc7020b4444999e6/h5py-3.12.1-cp313-cp313-win_amd64.whl", hash = "sha256:52ab036c6c97055b85b2a242cb540ff9590bacfda0c03dd0cf0661b311f522f8", size = 2979760 },
+    { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" },
 ]
 
 [[package]]
 name = "idna"
 version = "3.10"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f1/70/7703c29685631f5a7590aa73f1f1d3fa9a380e654b86af429e0934a32f7d/idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9", size = 190490 }
+sdist = { url = "https://files.pythonhosted.org/packages/f1/70/7703c29685631f5a7590aa73f1f1d3fa9a380e654b86af429e0934a32f7d/idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9", size = 190490, upload-time = "2024-09-15T18:07:39.745Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442 },
+    { url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442, upload-time = "2024-09-15T18:07:37.964Z" },
 ]
 
 [[package]]
 name = "imageio"
-version = "2.36.1"
+version = "2.37.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
     { name = "pillow" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/70/aa/2e7a49259339e691ff2b477ae0696b1784a09313c5872700bbbdd00a3030/imageio-2.36.1.tar.gz", hash = "sha256:e4e1d231f47f9a9e16100b0f7ce1a86e8856fb4d1c0fa2c4365a316f1746be62", size = 389522 }
+sdist = { url = "https://files.pythonhosted.org/packages/0c/47/57e897fb7094afb2d26e8b2e4af9a45c7cf1a405acdeeca001fdf2c98501/imageio-2.37.0.tar.gz", hash = "sha256:71b57b3669666272c818497aebba2b4c5f20d5b37c81720e5e1a56d59c492996", size = 389963, upload-time = "2025-01-20T02:42:37.089Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5c/f9/f78e7f5ac8077c481bf6b43b8bc736605363034b3d5eb3ce8eb79f53f5f1/imageio-2.36.1-py3-none-any.whl", hash = "sha256:20abd2cae58e55ca1af8a8dcf43293336a59adf0391f1917bf8518633cfc2cdf", size = 315435 },
+    { url = "https://files.pythonhosted.org/packages/cb/bd/b394387b598ed84d8d0fa90611a90bee0adc2021820ad5729f7ced74a8e2/imageio-2.37.0-py3-none-any.whl", hash = "sha256:11efa15b87bc7871b61590326b2d635439acc321cf7f8ce996f812543ce10eed", size = 315796, upload-time = "2025-01-20T02:42:34.931Z" },
 ]
 
 [[package]]
 name = "imagesize"
 version = "1.4.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a7/84/62473fb57d61e31fef6e36d64a179c8781605429fd927b5dd608c997be31/imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a", size = 1280026 }
+sdist = { url = "https://files.pythonhosted.org/packages/a7/84/62473fb57d61e31fef6e36d64a179c8781605429fd927b5dd608c997be31/imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a", size = 1280026, upload-time = "2022-07-01T12:21:05.687Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ff/62/85c4c919272577931d407be5ba5d71c20f0b616d31a0befe0ae45bb79abd/imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b", size = 8769 },
+    { url = "https://files.pythonhosted.org/packages/ff/62/85c4c919272577931d407be5ba5d71c20f0b616d31a0befe0ae45bb79abd/imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b", size = 8769, upload-time = "2022-07-01T12:21:02.467Z" },
 ]
 
 [[package]]
 name = "iniconfig"
-version = "2.0.0"
+version = "2.1.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d7/4b/cbd8e699e64a6f16ca3a8220661b5f83792b3017d0f79807cb8708d33913/iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3", size = 4646 }
+sdist = { url = "https://files.pythonhosted.org/packages/f2/97/ebf4da567aa6827c909642694d71c9fcf53e5b504f2d96afea02718862f3/iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7", size = 4793, upload-time = "2025-03-19T20:09:59.721Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ef/a6/62565a6e1cf69e10f5727360368e451d4b7f58beeac6173dc9db836a5b46/iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374", size = 5892 },
+    { url = "https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760", size = 6050, upload-time = "2025-03-19T20:10:01.071Z" },
 ]
 
 [[package]]
 name = "jinja2"
-version = "3.1.4"
+version = "3.1.6"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "markupsafe" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ed/55/39036716d19cab0747a5020fc7e907f362fbf48c984b14e62127f7e68e5d/jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369", size = 240245 }
+sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/31/80/3a54838c3fb461f6fec263ebf3a3a41771bd05190238de3486aae8540c36/jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d", size = 133271 },
+    { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" },
 ]
 
 [[package]]
 name = "joblib"
-version = "1.4.2"
+version = "1.5.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/64/33/60135848598c076ce4b231e1b1895170f45fbcaeaa2c9d5e38b04db70c35/joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e", size = 2116621 }
+sdist = { url = "https://files.pythonhosted.org/packages/30/08/8bd4a0250247861420a040b33ccf42f43c426ac91d99405374ef117e5872/joblib-1.5.0.tar.gz", hash = "sha256:d8757f955389a3dd7a23152e43bc297c2e0c2d3060056dad0feefc88a06939b5", size = 330234, upload-time = "2025-05-03T21:09:39.553Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/91/29/df4b9b42f2be0b623cbd5e2140cafcaa2bef0759a00b7b70104dcfe2fb51/joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6", size = 301817 },
+    { url = "https://files.pythonhosted.org/packages/da/d3/13ee227a148af1c693654932b8b0b02ed64af5e1f7406d56b088b57574cd/joblib-1.5.0-py3-none-any.whl", hash = "sha256:206144b320246485b712fc8cc51f017de58225fa8b414a1fe1764a7231aca491", size = 307682, upload-time = "2025-05-03T21:09:37.892Z" },
 ]
 
 [[package]]
 name = "keras"
-version = "3.7.0"
+version = "3.9.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "absl-py" },
@@ -325,58 +367,70 @@ dependencies = [
     { name = "packaging" },
     { name = "rich" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c9/c3/56fc6800c5eab94bd0f5e930751bd4c0fa1ee0aee272fad4a72723ffae87/keras-3.7.0.tar.gz", hash = "sha256:a4451a5591e75dfb414d0b84a3fd2fb9c0240cc87ebe7e397f547ce10b0e67b7", size = 924719 }
+sdist = { url = "https://files.pythonhosted.org/packages/28/4e/82a1176f1ea70982ade0f7e360c6f259b68203f64a108cc1967500d4b7ff/keras-3.9.2.tar.gz", hash = "sha256:322aab6418ee3de1e2bd0871b60a07f0e444e744a7e8cba79af8b42408879ecf", size = 1002482, upload-time = "2025-04-02T19:03:08.953Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/8a/bf/9e3f10e55df30b0fb4bf6c2ee7d50bda2e070599b86f62ea3f9954af172b/keras-3.7.0-py3-none-any.whl", hash = "sha256:546a64f302e4779c129c06d9826fa586de752cdfd43d7dc4010c31b282587969", size = 1228365 },
+    { url = "https://files.pythonhosted.org/packages/3f/0a/678ebcf4b6dad6ad63dfc2445d190f79a97fa7bc7150f57a6c505459e2bc/keras-3.9.2-py3-none-any.whl", hash = "sha256:404427856c2dc30e38c9fa6fa6a13ffb1844a8c35af312ca32a8e7dea9840f1e", size = 1341966, upload-time = "2025-04-02T19:03:07.502Z" },
 ]
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.7"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/85/4d/2255e1c76304cbd60b48cee302b66d1dde4468dc5b1160e4b7cb43778f2a/kiwisolver-1.4.7.tar.gz", hash = "sha256:9893ff81bd7107f7b685d3017cc6583daadb4fc26e4a888350df530e41980a60", size = 97286 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c4/06/7da99b04259b0f18b557a4effd1b9c901a747f7fdd84cf834ccf520cb0b2/kiwisolver-1.4.7-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:2e6039dcbe79a8e0f044f1c39db1986a1b8071051efba3ee4d74f5b365f5226e", size = 121913 },
-    { url = "https://files.pythonhosted.org/packages/97/f5/b8a370d1aa593c17882af0a6f6755aaecd643640c0ed72dcfd2eafc388b9/kiwisolver-1.4.7-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:a1ecf0ac1c518487d9d23b1cd7139a6a65bc460cd101ab01f1be82ecf09794b6", size = 65627 },
-    { url = "https://files.pythonhosted.org/packages/2a/fc/6c0374f7503522539e2d4d1b497f5ebad3f8ed07ab51aed2af988dd0fb65/kiwisolver-1.4.7-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:7ab9ccab2b5bd5702ab0803676a580fffa2aa178c2badc5557a84cc943fcf750", size = 63888 },
-    { url = "https://files.pythonhosted.org/packages/bf/3e/0b7172793d0f41cae5c923492da89a2ffcd1adf764c16159ca047463ebd3/kiwisolver-1.4.7-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f816dd2277f8d63d79f9c8473a79fe54047bc0467754962840782c575522224d", size = 1369145 },
-    { url = "https://files.pythonhosted.org/packages/77/92/47d050d6f6aced2d634258123f2688fbfef8ded3c5baf2c79d94d91f1f58/kiwisolver-1.4.7-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cf8bcc23ceb5a1b624572a1623b9f79d2c3b337c8c455405ef231933a10da379", size = 1461448 },
-    { url = "https://files.pythonhosted.org/packages/9c/1b/8f80b18e20b3b294546a1adb41701e79ae21915f4175f311a90d042301cf/kiwisolver-1.4.7-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:dea0bf229319828467d7fca8c7c189780aa9ff679c94539eed7532ebe33ed37c", size = 1578750 },
-    { url = "https://files.pythonhosted.org/packages/a4/fe/fe8e72f3be0a844f257cadd72689c0848c6d5c51bc1d60429e2d14ad776e/kiwisolver-1.4.7-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7c06a4c7cf15ec739ce0e5971b26c93638730090add60e183530d70848ebdd34", size = 1507175 },
-    { url = "https://files.pythonhosted.org/packages/39/fa/cdc0b6105d90eadc3bee525fecc9179e2b41e1ce0293caaf49cb631a6aaf/kiwisolver-1.4.7-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:913983ad2deb14e66d83c28b632fd35ba2b825031f2fa4ca29675e665dfecbe1", size = 1463963 },
-    { url = "https://files.pythonhosted.org/packages/6e/5c/0c03c4e542720c6177d4f408e56d1c8315899db72d46261a4e15b8b33a41/kiwisolver-1.4.7-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5337ec7809bcd0f424c6b705ecf97941c46279cf5ed92311782c7c9c2026f07f", size = 2248220 },
-    { url = "https://files.pythonhosted.org/packages/3d/ee/55ef86d5a574f4e767df7da3a3a7ff4954c996e12d4fbe9c408170cd7dcc/kiwisolver-1.4.7-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:4c26ed10c4f6fa6ddb329a5120ba3b6db349ca192ae211e882970bfc9d91420b", size = 2404463 },
-    { url = "https://files.pythonhosted.org/packages/0f/6d/73ad36170b4bff4825dc588acf4f3e6319cb97cd1fb3eb04d9faa6b6f212/kiwisolver-1.4.7-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:c619b101e6de2222c1fcb0531e1b17bbffbe54294bfba43ea0d411d428618c27", size = 2352842 },
-    { url = "https://files.pythonhosted.org/packages/0b/16/fa531ff9199d3b6473bb4d0f47416cdb08d556c03b8bc1cccf04e756b56d/kiwisolver-1.4.7-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:073a36c8273647592ea332e816e75ef8da5c303236ec0167196793eb1e34657a", size = 2501635 },
-    { url = "https://files.pythonhosted.org/packages/78/7e/aa9422e78419db0cbe75fb86d8e72b433818f2e62e2e394992d23d23a583/kiwisolver-1.4.7-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:3ce6b2b0231bda412463e152fc18335ba32faf4e8c23a754ad50ffa70e4091ee", size = 2314556 },
-    { url = "https://files.pythonhosted.org/packages/a8/b2/15f7f556df0a6e5b3772a1e076a9d9f6c538ce5f05bd590eca8106508e06/kiwisolver-1.4.7-cp313-cp313-win32.whl", hash = "sha256:f4c9aee212bc89d4e13f58be11a56cc8036cabad119259d12ace14b34476fd07", size = 46364 },
-    { url = "https://files.pythonhosted.org/packages/0b/db/32e897e43a330eee8e4770bfd2737a9584b23e33587a0812b8e20aac38f7/kiwisolver-1.4.7-cp313-cp313-win_amd64.whl", hash = "sha256:8a3ec5aa8e38fc4c8af308917ce12c536f1c88452ce554027e55b22cbbfbff76", size = 55887 },
-    { url = "https://files.pythonhosted.org/packages/c8/a4/df2bdca5270ca85fd25253049eb6708d4127be2ed0e5c2650217450b59e9/kiwisolver-1.4.7-cp313-cp313-win_arm64.whl", hash = "sha256:76c8094ac20ec259471ac53e774623eb62e6e1f56cd8690c67ce6ce4fcb05650", size = 48530 },
+version = "1.4.8"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/82/59/7c91426a8ac292e1cdd53a63b6d9439abd573c875c3f92c146767dd33faf/kiwisolver-1.4.8.tar.gz", hash = "sha256:23d5f023bdc8c7e54eb65f03ca5d5bb25b601eac4d7f1a042888a1f45237987e", size = 97538, upload-time = "2024-12-24T18:30:51.519Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/79/b3/e62464a652f4f8cd9006e13d07abad844a47df1e6537f73ddfbf1bc997ec/kiwisolver-1.4.8-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:1c8ceb754339793c24aee1c9fb2485b5b1f5bb1c2c214ff13368431e51fc9a09", size = 124156, upload-time = "2024-12-24T18:29:45.368Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/2d/f13d06998b546a2ad4f48607a146e045bbe48030774de29f90bdc573df15/kiwisolver-1.4.8-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:54a62808ac74b5e55a04a408cda6156f986cefbcf0ada13572696b507cc92fa1", size = 66555, upload-time = "2024-12-24T18:29:46.37Z" },
+    { url = "https://files.pythonhosted.org/packages/59/e3/b8bd14b0a54998a9fd1e8da591c60998dc003618cb19a3f94cb233ec1511/kiwisolver-1.4.8-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:68269e60ee4929893aad82666821aaacbd455284124817af45c11e50a4b42e3c", size = 65071, upload-time = "2024-12-24T18:29:47.333Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/1c/6c86f6d85ffe4d0ce04228d976f00674f1df5dc893bf2dd4f1928748f187/kiwisolver-1.4.8-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:34d142fba9c464bc3bbfeff15c96eab0e7310343d6aefb62a79d51421fcc5f1b", size = 1378053, upload-time = "2024-12-24T18:29:49.636Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/b9/1c6e9f6dcb103ac5cf87cb695845f5fa71379021500153566d8a8a9fc291/kiwisolver-1.4.8-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3ddc373e0eef45b59197de815b1b28ef89ae3955e7722cc9710fb91cd77b7f47", size = 1472278, upload-time = "2024-12-24T18:29:51.164Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/81/aca1eb176de671f8bda479b11acdc42c132b61a2ac861c883907dde6debb/kiwisolver-1.4.8-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:77e6f57a20b9bd4e1e2cedda4d0b986ebd0216236f0106e55c28aea3d3d69b16", size = 1478139, upload-time = "2024-12-24T18:29:52.594Z" },
+    { url = "https://files.pythonhosted.org/packages/49/f4/e081522473671c97b2687d380e9e4c26f748a86363ce5af48b4a28e48d06/kiwisolver-1.4.8-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:08e77738ed7538f036cd1170cbed942ef749137b1311fa2bbe2a7fda2f6bf3cc", size = 1413517, upload-time = "2024-12-24T18:29:53.941Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/e9/6a7d025d8da8c4931522922cd706105aa32b3291d1add8c5427cdcd66e63/kiwisolver-1.4.8-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a5ce1e481a74b44dd5e92ff03ea0cb371ae7a0268318e202be06c8f04f4f1246", size = 1474952, upload-time = "2024-12-24T18:29:56.523Z" },
+    { url = "https://files.pythonhosted.org/packages/82/13/13fa685ae167bee5d94b415991c4fc7bb0a1b6ebea6e753a87044b209678/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:fc2ace710ba7c1dfd1a3b42530b62b9ceed115f19a1656adefce7b1782a37794", size = 2269132, upload-time = "2024-12-24T18:29:57.989Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/92/bb7c9395489b99a6cb41d502d3686bac692586db2045adc19e45ee64ed23/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:3452046c37c7692bd52b0e752b87954ef86ee2224e624ef7ce6cb21e8c41cc1b", size = 2425997, upload-time = "2024-12-24T18:29:59.393Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/12/87f0e9271e2b63d35d0d8524954145837dd1a6c15b62a2d8c1ebe0f182b4/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:7e9a60b50fe8b2ec6f448fe8d81b07e40141bfced7f896309df271a0b92f80f3", size = 2376060, upload-time = "2024-12-24T18:30:01.338Z" },
+    { url = "https://files.pythonhosted.org/packages/02/6e/c8af39288edbce8bf0fa35dee427b082758a4b71e9c91ef18fa667782138/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:918139571133f366e8362fa4a297aeba86c7816b7ecf0bc79168080e2bd79957", size = 2520471, upload-time = "2024-12-24T18:30:04.574Z" },
+    { url = "https://files.pythonhosted.org/packages/13/78/df381bc7b26e535c91469f77f16adcd073beb3e2dd25042efd064af82323/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e063ef9f89885a1d68dd8b2e18f5ead48653176d10a0e324e3b0030e3a69adeb", size = 2338793, upload-time = "2024-12-24T18:30:06.25Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/dc/c1abe38c37c071d0fc71c9a474fd0b9ede05d42f5a458d584619cfd2371a/kiwisolver-1.4.8-cp313-cp313-win_amd64.whl", hash = "sha256:a17b7c4f5b2c51bb68ed379defd608a03954a1845dfed7cc0117f1cc8a9b7fd2", size = 71855, upload-time = "2024-12-24T18:30:07.535Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/b6/21529d595b126ac298fdd90b705d87d4c5693de60023e0efcb4f387ed99e/kiwisolver-1.4.8-cp313-cp313-win_arm64.whl", hash = "sha256:3cd3bc628b25f74aedc6d374d5babf0166a92ff1317f46267f12d2ed54bc1d30", size = 65430, upload-time = "2024-12-24T18:30:08.504Z" },
+    { url = "https://files.pythonhosted.org/packages/34/bd/b89380b7298e3af9b39f49334e3e2a4af0e04819789f04b43d560516c0c8/kiwisolver-1.4.8-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:370fd2df41660ed4e26b8c9d6bbcad668fbe2560462cba151a721d49e5b6628c", size = 126294, upload-time = "2024-12-24T18:30:09.508Z" },
+    { url = "https://files.pythonhosted.org/packages/83/41/5857dc72e5e4148eaac5aa76e0703e594e4465f8ab7ec0fc60e3a9bb8fea/kiwisolver-1.4.8-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:84a2f830d42707de1d191b9490ac186bf7997a9495d4e9072210a1296345f7dc", size = 67736, upload-time = "2024-12-24T18:30:11.039Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/d1/be059b8db56ac270489fb0b3297fd1e53d195ba76e9bbb30e5401fa6b759/kiwisolver-1.4.8-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:7a3ad337add5148cf51ce0b55642dc551c0b9d6248458a757f98796ca7348712", size = 66194, upload-time = "2024-12-24T18:30:14.886Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/83/4b73975f149819eb7dcf9299ed467eba068ecb16439a98990dcb12e63fdd/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7506488470f41169b86d8c9aeff587293f530a23a23a49d6bc64dab66bedc71e", size = 1465942, upload-time = "2024-12-24T18:30:18.927Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/2c/30a5cdde5102958e602c07466bce058b9d7cb48734aa7a4327261ac8e002/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2f0121b07b356a22fb0414cec4666bbe36fd6d0d759db3d37228f496ed67c880", size = 1595341, upload-time = "2024-12-24T18:30:22.102Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/9b/1e71db1c000385aa069704f5990574b8244cce854ecd83119c19e83c9586/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d6d6bd87df62c27d4185de7c511c6248040afae67028a8a22012b010bc7ad062", size = 1598455, upload-time = "2024-12-24T18:30:24.947Z" },
+    { url = "https://files.pythonhosted.org/packages/85/92/c8fec52ddf06231b31cbb779af77e99b8253cd96bd135250b9498144c78b/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:291331973c64bb9cce50bbe871fb2e675c4331dab4f31abe89f175ad7679a4d7", size = 1522138, upload-time = "2024-12-24T18:30:26.286Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/51/9eb7e2cd07a15d8bdd976f6190c0164f92ce1904e5c0c79198c4972926b7/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:893f5525bb92d3d735878ec00f781b2de998333659507d29ea4466208df37bed", size = 1582857, upload-time = "2024-12-24T18:30:28.86Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/95/c5a00387a5405e68ba32cc64af65ce881a39b98d73cc394b24143bebc5b8/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:b47a465040146981dc9db8647981b8cb96366fbc8d452b031e4f8fdffec3f26d", size = 2293129, upload-time = "2024-12-24T18:30:30.34Z" },
+    { url = "https://files.pythonhosted.org/packages/44/83/eeb7af7d706b8347548313fa3a3a15931f404533cc54fe01f39e830dd231/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:99cea8b9dd34ff80c521aef46a1dddb0dcc0283cf18bde6d756f1e6f31772165", size = 2421538, upload-time = "2024-12-24T18:30:33.334Z" },
+    { url = "https://files.pythonhosted.org/packages/05/f9/27e94c1b3eb29e6933b6986ffc5fa1177d2cd1f0c8efc5f02c91c9ac61de/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:151dffc4865e5fe6dafce5480fab84f950d14566c480c08a53c663a0020504b6", size = 2390661, upload-time = "2024-12-24T18:30:34.939Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/d4/3c9735faa36ac591a4afcc2980d2691000506050b7a7e80bcfe44048daa7/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:577facaa411c10421314598b50413aa1ebcf5126f704f1e5d72d7e4e9f020d90", size = 2546710, upload-time = "2024-12-24T18:30:37.281Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/fa/be89a49c640930180657482a74970cdcf6f7072c8d2471e1babe17a222dc/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:be4816dc51c8a471749d664161b434912eee82f2ea66bd7628bd14583a833e85", size = 2349213, upload-time = "2024-12-24T18:30:40.019Z" },
 ]
 
 [[package]]
 name = "lxml"
-version = "5.3.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e7/6b/20c3a4b24751377aaa6307eb230b66701024012c29dd374999cc92983269/lxml-5.3.0.tar.gz", hash = "sha256:4e109ca30d1edec1ac60cdbe341905dc3b8f55b16855e03a54aaf59e51ec8c6f", size = 3679318 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/94/6a/42141e4d373903bfea6f8e94b2f554d05506dfda522ada5343c651410dc8/lxml-5.3.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:8c72e9563347c7395910de6a3100a4840a75a6f60e05af5e58566868d5eb2d6a", size = 8156284 },
-    { url = "https://files.pythonhosted.org/packages/91/5e/fa097f0f7d8b3d113fb7312c6308af702f2667f22644441715be961f2c7e/lxml-5.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:e92ce66cd919d18d14b3856906a61d3f6b6a8500e0794142338da644260595cd", size = 4432407 },
-    { url = "https://files.pythonhosted.org/packages/2d/a1/b901988aa6d4ff937f2e5cfc114e4ec561901ff00660c3e56713642728da/lxml-5.3.0-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1d04f064bebdfef9240478f7a779e8c5dc32b8b7b0b2fc6a62e39b928d428e51", size = 5048331 },
-    { url = "https://files.pythonhosted.org/packages/30/0f/b2a54f48e52de578b71bbe2a2f8160672a8a5e103df3a78da53907e8c7ed/lxml-5.3.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5c2fb570d7823c2bbaf8b419ba6e5662137f8166e364a8b2b91051a1fb40ab8b", size = 4744835 },
-    { url = "https://files.pythonhosted.org/packages/82/9d/b000c15538b60934589e83826ecbc437a1586488d7c13f8ee5ff1f79a9b8/lxml-5.3.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0c120f43553ec759f8de1fee2f4794452b0946773299d44c36bfe18e83caf002", size = 5316649 },
-    { url = "https://files.pythonhosted.org/packages/e3/ee/ffbb9eaff5e541922611d2c56b175c45893d1c0b8b11e5a497708a6a3b3b/lxml-5.3.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:562e7494778a69086f0312ec9689f6b6ac1c6b65670ed7d0267e49f57ffa08c4", size = 4812046 },
-    { url = "https://files.pythonhosted.org/packages/15/ff/7ff89d567485c7b943cdac316087f16b2399a8b997007ed352a1248397e5/lxml-5.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:423b121f7e6fa514ba0c7918e56955a1d4470ed35faa03e3d9f0e3baa4c7e492", size = 4918597 },
-    { url = "https://files.pythonhosted.org/packages/c6/a3/535b6ed8c048412ff51268bdf4bf1cf052a37aa7e31d2e6518038a883b29/lxml-5.3.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:c00f323cc00576df6165cc9d21a4c21285fa6b9989c5c39830c3903dc4303ef3", size = 4738071 },
-    { url = "https://files.pythonhosted.org/packages/7a/8f/cbbfa59cb4d4fd677fe183725a76d8c956495d7a3c7f111ab8f5e13d2e83/lxml-5.3.0-cp313-cp313-manylinux_2_28_ppc64le.whl", hash = "sha256:1fdc9fae8dd4c763e8a31e7630afef517eab9f5d5d31a278df087f307bf601f4", size = 5342213 },
-    { url = "https://files.pythonhosted.org/packages/5c/fb/db4c10dd9958d4b52e34d1d1f7c1f434422aeaf6ae2bbaaff2264351d944/lxml-5.3.0-cp313-cp313-manylinux_2_28_s390x.whl", hash = "sha256:658f2aa69d31e09699705949b5fc4719cbecbd4a97f9656a232e7d6c7be1a367", size = 4893749 },
-    { url = "https://files.pythonhosted.org/packages/f2/38/bb4581c143957c47740de18a3281a0cab7722390a77cc6e610e8ebf2d736/lxml-5.3.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:1473427aff3d66a3fa2199004c3e601e6c4500ab86696edffdbc84954c72d832", size = 4945901 },
-    { url = "https://files.pythonhosted.org/packages/fc/d5/18b7de4960c731e98037bd48fa9f8e6e8f2558e6fbca4303d9b14d21ef3b/lxml-5.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a87de7dd873bf9a792bf1e58b1c3887b9264036629a5bf2d2e6579fe8e73edff", size = 4815447 },
-    { url = "https://files.pythonhosted.org/packages/97/a8/cd51ceaad6eb849246559a8ef60ae55065a3df550fc5fcd27014361c1bab/lxml-5.3.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:0d7b36afa46c97875303a94e8f3ad932bf78bace9e18e603f2085b652422edcd", size = 5411186 },
-    { url = "https://files.pythonhosted.org/packages/89/c3/1e3dabab519481ed7b1fdcba21dcfb8832f57000733ef0e71cf6d09a5e03/lxml-5.3.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:cf120cce539453ae086eacc0130a324e7026113510efa83ab42ef3fcfccac7fb", size = 5324481 },
-    { url = "https://files.pythonhosted.org/packages/b6/17/71e9984cf0570cd202ac0a1c9ed5c1b8889b0fc8dc736f5ef0ffb181c284/lxml-5.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:df5c7333167b9674aa8ae1d4008fa4bc17a313cc490b2cca27838bbdcc6bb15b", size = 5011053 },
-    { url = "https://files.pythonhosted.org/packages/69/68/9f7e6d3312a91e30829368c2b3217e750adef12a6f8eb10498249f4e8d72/lxml-5.3.0-cp313-cp313-win32.whl", hash = "sha256:c802e1c2ed9f0c06a65bc4ed0189d000ada8049312cfeab6ca635e39c9608957", size = 3485634 },
-    { url = "https://files.pythonhosted.org/packages/7d/db/214290d58ad68c587bd5d6af3d34e56830438733d0d0856c0275fde43652/lxml-5.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:406246b96d552e0503e17a1006fd27edac678b3fcc9f1be71a2f94b4ff61528d", size = 3814417 },
+version = "5.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/76/3d/14e82fc7c8fb1b7761f7e748fd47e2ec8276d137b6acfe5a4bb73853e08f/lxml-5.4.0.tar.gz", hash = "sha256:d12832e1dbea4be280b22fd0ea7c9b87f0d8fc51ba06e92dc62d52f804f78ebd", size = 3679479, upload-time = "2025-04-23T01:50:29.322Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/87/cb/2ba1e9dd953415f58548506fa5549a7f373ae55e80c61c9041b7fd09a38a/lxml-5.4.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:773e27b62920199c6197130632c18fb7ead3257fce1ffb7d286912e56ddb79e0", size = 8110086, upload-time = "2025-04-23T01:46:52.218Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/3e/6602a4dca3ae344e8609914d6ab22e52ce42e3e1638c10967568c5c1450d/lxml-5.4.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ce9c671845de9699904b1e9df95acfe8dfc183f2310f163cdaa91a3535af95de", size = 4404613, upload-time = "2025-04-23T01:46:55.281Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/72/bf00988477d3bb452bef9436e45aeea82bb40cdfb4684b83c967c53909c7/lxml-5.4.0-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9454b8d8200ec99a224df8854786262b1bd6461f4280064c807303c642c05e76", size = 5012008, upload-time = "2025-04-23T01:46:57.817Z" },
+    { url = "https://files.pythonhosted.org/packages/92/1f/93e42d93e9e7a44b2d3354c462cd784dbaaf350f7976b5d7c3f85d68d1b1/lxml-5.4.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cccd007d5c95279e529c146d095f1d39ac05139de26c098166c4beb9374b0f4d", size = 4760915, upload-time = "2025-04-23T01:47:00.745Z" },
+    { url = "https://files.pythonhosted.org/packages/45/0b/363009390d0b461cf9976a499e83b68f792e4c32ecef092f3f9ef9c4ba54/lxml-5.4.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0fce1294a0497edb034cb416ad3e77ecc89b313cff7adbee5334e4dc0d11f422", size = 5283890, upload-time = "2025-04-23T01:47:04.702Z" },
+    { url = "https://files.pythonhosted.org/packages/19/dc/6056c332f9378ab476c88e301e6549a0454dbee8f0ae16847414f0eccb74/lxml-5.4.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:24974f774f3a78ac12b95e3a20ef0931795ff04dbb16db81a90c37f589819551", size = 4812644, upload-time = "2025-04-23T01:47:07.833Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/8a/f8c66bbb23ecb9048a46a5ef9b495fd23f7543df642dabeebcb2eeb66592/lxml-5.4.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:497cab4d8254c2a90bf988f162ace2ddbfdd806fce3bda3f581b9d24c852e03c", size = 4921817, upload-time = "2025-04-23T01:47:10.317Z" },
+    { url = "https://files.pythonhosted.org/packages/04/57/2e537083c3f381f83d05d9b176f0d838a9e8961f7ed8ddce3f0217179ce3/lxml-5.4.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:e794f698ae4c5084414efea0f5cc9f4ac562ec02d66e1484ff822ef97c2cadff", size = 4753916, upload-time = "2025-04-23T01:47:12.823Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/80/ea8c4072109a350848f1157ce83ccd9439601274035cd045ac31f47f3417/lxml-5.4.0-cp313-cp313-manylinux_2_28_ppc64le.whl", hash = "sha256:2c62891b1ea3094bb12097822b3d44b93fc6c325f2043c4d2736a8ff09e65f60", size = 5289274, upload-time = "2025-04-23T01:47:15.916Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/47/c4be287c48cdc304483457878a3f22999098b9a95f455e3c4bda7ec7fc72/lxml-5.4.0-cp313-cp313-manylinux_2_28_s390x.whl", hash = "sha256:142accb3e4d1edae4b392bd165a9abdee8a3c432a2cca193df995bc3886249c8", size = 4874757, upload-time = "2025-04-23T01:47:19.793Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/04/6ef935dc74e729932e39478e44d8cfe6a83550552eaa072b7c05f6f22488/lxml-5.4.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:1a42b3a19346e5601d1b8296ff6ef3d76038058f311902edd574461e9c036982", size = 4947028, upload-time = "2025-04-23T01:47:22.401Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/f9/c33fc8daa373ef8a7daddb53175289024512b6619bc9de36d77dca3df44b/lxml-5.4.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:4291d3c409a17febf817259cb37bc62cb7eb398bcc95c1356947e2871911ae61", size = 4834487, upload-time = "2025-04-23T01:47:25.513Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/30/fc92bb595bcb878311e01b418b57d13900f84c2b94f6eca9e5073ea756e6/lxml-5.4.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:4f5322cf38fe0e21c2d73901abf68e6329dc02a4994e483adbcf92b568a09a54", size = 5381688, upload-time = "2025-04-23T01:47:28.454Z" },
+    { url = "https://files.pythonhosted.org/packages/43/d1/3ba7bd978ce28bba8e3da2c2e9d5ae3f8f521ad3f0ca6ea4788d086ba00d/lxml-5.4.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:0be91891bdb06ebe65122aa6bf3fc94489960cf7e03033c6f83a90863b23c58b", size = 5242043, upload-time = "2025-04-23T01:47:31.208Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/cd/95fa2201041a610c4d08ddaf31d43b98ecc4b1d74b1e7245b1abdab443cb/lxml-5.4.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:15a665ad90054a3d4f397bc40f73948d48e36e4c09f9bcffc7d90c87410e478a", size = 5021569, upload-time = "2025-04-23T01:47:33.805Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/a6/31da006fead660b9512d08d23d31e93ad3477dd47cc42e3285f143443176/lxml-5.4.0-cp313-cp313-win32.whl", hash = "sha256:d5663bc1b471c79f5c833cffbc9b87d7bf13f87e055a5c86c363ccd2348d7e82", size = 3485270, upload-time = "2025-04-23T01:47:36.133Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/14/c115516c62a7d2499781d2d3d7215218c0731b2c940753bf9f9b7b73924d/lxml-5.4.0-cp313-cp313-win_amd64.whl", hash = "sha256:bcb7a1096b4b6b24ce1ac24d4942ad98f983cd3810f9711bcd0293f43a9d8b9f", size = 3814606, upload-time = "2025-04-23T01:47:39.028Z" },
 ]
 
 [[package]]
@@ -386,42 +440,42 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "mdurl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/38/71/3b932df36c1a044d397a1f92d1cf91ee0a503d91e470cbd670aa66b07ed0/markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb", size = 74596 }
+sdist = { url = "https://files.pythonhosted.org/packages/38/71/3b932df36c1a044d397a1f92d1cf91ee0a503d91e470cbd670aa66b07ed0/markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb", size = 74596, upload-time = "2023-06-03T06:41:14.443Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/42/d7/1ec15b46af6af88f19b8e5ffea08fa375d433c998b8a7639e76935c14f1f/markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1", size = 87528 },
+    { url = "https://files.pythonhosted.org/packages/42/d7/1ec15b46af6af88f19b8e5ffea08fa375d433c998b8a7639e76935c14f1f/markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1", size = 87528, upload-time = "2023-06-03T06:41:11.019Z" },
 ]
 
 [[package]]
 name = "markupsafe"
 version = "3.0.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b2/97/5d42485e71dfc078108a86d6de8fa46db44a1a9295e89c5d6d4a06e23a62/markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0", size = 20537 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/83/0e/67eb10a7ecc77a0c2bbe2b0235765b98d164d81600746914bebada795e97/MarkupSafe-3.0.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:ba9527cdd4c926ed0760bc301f6728ef34d841f405abf9d4f959c478421e4efd", size = 14274 },
-    { url = "https://files.pythonhosted.org/packages/2b/6d/9409f3684d3335375d04e5f05744dfe7e9f120062c9857df4ab490a1031a/MarkupSafe-3.0.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f8b3d067f2e40fe93e1ccdd6b2e1d16c43140e76f02fb1319a05cf2b79d99430", size = 12352 },
-    { url = "https://files.pythonhosted.org/packages/d2/f5/6eadfcd3885ea85fe2a7c128315cc1bb7241e1987443d78c8fe712d03091/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:569511d3b58c8791ab4c2e1285575265991e6d8f8700c7be0e88f86cb0672094", size = 24122 },
-    { url = "https://files.pythonhosted.org/packages/0c/91/96cf928db8236f1bfab6ce15ad070dfdd02ed88261c2afafd4b43575e9e9/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:15ab75ef81add55874e7ab7055e9c397312385bd9ced94920f2802310c930396", size = 23085 },
-    { url = "https://files.pythonhosted.org/packages/c2/cf/c9d56af24d56ea04daae7ac0940232d31d5a8354f2b457c6d856b2057d69/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f3818cb119498c0678015754eba762e0d61e5b52d34c8b13d770f0719f7b1d79", size = 22978 },
-    { url = "https://files.pythonhosted.org/packages/2a/9f/8619835cd6a711d6272d62abb78c033bda638fdc54c4e7f4272cf1c0962b/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:cdb82a876c47801bb54a690c5ae105a46b392ac6099881cdfb9f6e95e4014c6a", size = 24208 },
-    { url = "https://files.pythonhosted.org/packages/f9/bf/176950a1792b2cd2102b8ffeb5133e1ed984547b75db47c25a67d3359f77/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:cabc348d87e913db6ab4aa100f01b08f481097838bdddf7c7a84b7575b7309ca", size = 23357 },
-    { url = "https://files.pythonhosted.org/packages/ce/4f/9a02c1d335caabe5c4efb90e1b6e8ee944aa245c1aaaab8e8a618987d816/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:444dcda765c8a838eaae23112db52f1efaf750daddb2d9ca300bcae1039adc5c", size = 23344 },
-    { url = "https://files.pythonhosted.org/packages/ee/55/c271b57db36f748f0e04a759ace9f8f759ccf22b4960c270c78a394f58be/MarkupSafe-3.0.2-cp313-cp313-win32.whl", hash = "sha256:bcf3e58998965654fdaff38e58584d8937aa3096ab5354d493c77d1fdd66d7a1", size = 15101 },
-    { url = "https://files.pythonhosted.org/packages/29/88/07df22d2dd4df40aba9f3e402e6dc1b8ee86297dddbad4872bd5e7b0094f/MarkupSafe-3.0.2-cp313-cp313-win_amd64.whl", hash = "sha256:e6a2a455bd412959b57a172ce6328d2dd1f01cb2135efda2e4576e8a23fa3b0f", size = 15603 },
-    { url = "https://files.pythonhosted.org/packages/62/6a/8b89d24db2d32d433dffcd6a8779159da109842434f1dd2f6e71f32f738c/MarkupSafe-3.0.2-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:b5a6b3ada725cea8a5e634536b1b01c30bcdcd7f9c6fff4151548d5bf6b3a36c", size = 14510 },
-    { url = "https://files.pythonhosted.org/packages/7a/06/a10f955f70a2e5a9bf78d11a161029d278eeacbd35ef806c3fd17b13060d/MarkupSafe-3.0.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:a904af0a6162c73e3edcb969eeeb53a63ceeb5d8cf642fade7d39e7963a22ddb", size = 12486 },
-    { url = "https://files.pythonhosted.org/packages/34/cf/65d4a571869a1a9078198ca28f39fba5fbb910f952f9dbc5220afff9f5e6/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4aa4e5faecf353ed117801a068ebab7b7e09ffb6e1d5e412dc852e0da018126c", size = 25480 },
-    { url = "https://files.pythonhosted.org/packages/0c/e3/90e9651924c430b885468b56b3d597cabf6d72be4b24a0acd1fa0e12af67/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0ef13eaeee5b615fb07c9a7dadb38eac06a0608b41570d8ade51c56539e509d", size = 23914 },
-    { url = "https://files.pythonhosted.org/packages/66/8c/6c7cf61f95d63bb866db39085150df1f2a5bd3335298f14a66b48e92659c/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d16a81a06776313e817c951135cf7340a3e91e8c1ff2fac444cfd75fffa04afe", size = 23796 },
-    { url = "https://files.pythonhosted.org/packages/bb/35/cbe9238ec3f47ac9a7c8b3df7a808e7cb50fe149dc7039f5f454b3fba218/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:6381026f158fdb7c72a168278597a5e3a5222e83ea18f543112b2662a9b699c5", size = 25473 },
-    { url = "https://files.pythonhosted.org/packages/e6/32/7621a4382488aa283cc05e8984a9c219abad3bca087be9ec77e89939ded9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:3d79d162e7be8f996986c064d1c7c817f6df3a77fe3d6859f6f9e7be4b8c213a", size = 24114 },
-    { url = "https://files.pythonhosted.org/packages/0d/80/0985960e4b89922cb5a0bac0ed39c5b96cbc1a536a99f30e8c220a996ed9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:131a3c7689c85f5ad20f9f6fb1b866f402c445b220c19fe4308c0b147ccd2ad9", size = 24098 },
-    { url = "https://files.pythonhosted.org/packages/82/78/fedb03c7d5380df2427038ec8d973587e90561b2d90cd472ce9254cf348b/MarkupSafe-3.0.2-cp313-cp313t-win32.whl", hash = "sha256:ba8062ed2cf21c07a9e295d5b8a2a5ce678b913b45fdf68c32d95d6c1291e0b6", size = 15208 },
-    { url = "https://files.pythonhosted.org/packages/4f/65/6079a46068dfceaeabb5dcad6d674f5f5c61a6fa5673746f42a9f4c233b3/MarkupSafe-3.0.2-cp313-cp313t-win_amd64.whl", hash = "sha256:e444a31f8db13eb18ada366ab3cf45fd4b31e4db1236a4448f68778c1d1a5a2f", size = 15739 },
+sdist = { url = "https://files.pythonhosted.org/packages/b2/97/5d42485e71dfc078108a86d6de8fa46db44a1a9295e89c5d6d4a06e23a62/markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0", size = 20537, upload-time = "2024-10-18T15:21:54.129Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/83/0e/67eb10a7ecc77a0c2bbe2b0235765b98d164d81600746914bebada795e97/MarkupSafe-3.0.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:ba9527cdd4c926ed0760bc301f6728ef34d841f405abf9d4f959c478421e4efd", size = 14274, upload-time = "2024-10-18T15:21:24.577Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/6d/9409f3684d3335375d04e5f05744dfe7e9f120062c9857df4ab490a1031a/MarkupSafe-3.0.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f8b3d067f2e40fe93e1ccdd6b2e1d16c43140e76f02fb1319a05cf2b79d99430", size = 12352, upload-time = "2024-10-18T15:21:25.382Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/f5/6eadfcd3885ea85fe2a7c128315cc1bb7241e1987443d78c8fe712d03091/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:569511d3b58c8791ab4c2e1285575265991e6d8f8700c7be0e88f86cb0672094", size = 24122, upload-time = "2024-10-18T15:21:26.199Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/91/96cf928db8236f1bfab6ce15ad070dfdd02ed88261c2afafd4b43575e9e9/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:15ab75ef81add55874e7ab7055e9c397312385bd9ced94920f2802310c930396", size = 23085, upload-time = "2024-10-18T15:21:27.029Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/cf/c9d56af24d56ea04daae7ac0940232d31d5a8354f2b457c6d856b2057d69/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f3818cb119498c0678015754eba762e0d61e5b52d34c8b13d770f0719f7b1d79", size = 22978, upload-time = "2024-10-18T15:21:27.846Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/9f/8619835cd6a711d6272d62abb78c033bda638fdc54c4e7f4272cf1c0962b/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:cdb82a876c47801bb54a690c5ae105a46b392ac6099881cdfb9f6e95e4014c6a", size = 24208, upload-time = "2024-10-18T15:21:28.744Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/bf/176950a1792b2cd2102b8ffeb5133e1ed984547b75db47c25a67d3359f77/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:cabc348d87e913db6ab4aa100f01b08f481097838bdddf7c7a84b7575b7309ca", size = 23357, upload-time = "2024-10-18T15:21:29.545Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/4f/9a02c1d335caabe5c4efb90e1b6e8ee944aa245c1aaaab8e8a618987d816/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:444dcda765c8a838eaae23112db52f1efaf750daddb2d9ca300bcae1039adc5c", size = 23344, upload-time = "2024-10-18T15:21:30.366Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/55/c271b57db36f748f0e04a759ace9f8f759ccf22b4960c270c78a394f58be/MarkupSafe-3.0.2-cp313-cp313-win32.whl", hash = "sha256:bcf3e58998965654fdaff38e58584d8937aa3096ab5354d493c77d1fdd66d7a1", size = 15101, upload-time = "2024-10-18T15:21:31.207Z" },
+    { url = "https://files.pythonhosted.org/packages/29/88/07df22d2dd4df40aba9f3e402e6dc1b8ee86297dddbad4872bd5e7b0094f/MarkupSafe-3.0.2-cp313-cp313-win_amd64.whl", hash = "sha256:e6a2a455bd412959b57a172ce6328d2dd1f01cb2135efda2e4576e8a23fa3b0f", size = 15603, upload-time = "2024-10-18T15:21:32.032Z" },
+    { url = "https://files.pythonhosted.org/packages/62/6a/8b89d24db2d32d433dffcd6a8779159da109842434f1dd2f6e71f32f738c/MarkupSafe-3.0.2-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:b5a6b3ada725cea8a5e634536b1b01c30bcdcd7f9c6fff4151548d5bf6b3a36c", size = 14510, upload-time = "2024-10-18T15:21:33.625Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/06/a10f955f70a2e5a9bf78d11a161029d278eeacbd35ef806c3fd17b13060d/MarkupSafe-3.0.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:a904af0a6162c73e3edcb969eeeb53a63ceeb5d8cf642fade7d39e7963a22ddb", size = 12486, upload-time = "2024-10-18T15:21:34.611Z" },
+    { url = "https://files.pythonhosted.org/packages/34/cf/65d4a571869a1a9078198ca28f39fba5fbb910f952f9dbc5220afff9f5e6/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4aa4e5faecf353ed117801a068ebab7b7e09ffb6e1d5e412dc852e0da018126c", size = 25480, upload-time = "2024-10-18T15:21:35.398Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/e3/90e9651924c430b885468b56b3d597cabf6d72be4b24a0acd1fa0e12af67/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0ef13eaeee5b615fb07c9a7dadb38eac06a0608b41570d8ade51c56539e509d", size = 23914, upload-time = "2024-10-18T15:21:36.231Z" },
+    { url = "https://files.pythonhosted.org/packages/66/8c/6c7cf61f95d63bb866db39085150df1f2a5bd3335298f14a66b48e92659c/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d16a81a06776313e817c951135cf7340a3e91e8c1ff2fac444cfd75fffa04afe", size = 23796, upload-time = "2024-10-18T15:21:37.073Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/35/cbe9238ec3f47ac9a7c8b3df7a808e7cb50fe149dc7039f5f454b3fba218/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:6381026f158fdb7c72a168278597a5e3a5222e83ea18f543112b2662a9b699c5", size = 25473, upload-time = "2024-10-18T15:21:37.932Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/32/7621a4382488aa283cc05e8984a9c219abad3bca087be9ec77e89939ded9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:3d79d162e7be8f996986c064d1c7c817f6df3a77fe3d6859f6f9e7be4b8c213a", size = 24114, upload-time = "2024-10-18T15:21:39.799Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/80/0985960e4b89922cb5a0bac0ed39c5b96cbc1a536a99f30e8c220a996ed9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:131a3c7689c85f5ad20f9f6fb1b866f402c445b220c19fe4308c0b147ccd2ad9", size = 24098, upload-time = "2024-10-18T15:21:40.813Z" },
+    { url = "https://files.pythonhosted.org/packages/82/78/fedb03c7d5380df2427038ec8d973587e90561b2d90cd472ce9254cf348b/MarkupSafe-3.0.2-cp313-cp313t-win32.whl", hash = "sha256:ba8062ed2cf21c07a9e295d5b8a2a5ce678b913b45fdf68c32d95d6c1291e0b6", size = 15208, upload-time = "2024-10-18T15:21:41.814Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/65/6079a46068dfceaeabb5dcad6d674f5f5c61a6fa5673746f42a9f4c233b3/MarkupSafe-3.0.2-cp313-cp313t-win_amd64.whl", hash = "sha256:e444a31f8db13eb18ada366ab3cf45fd4b31e4db1236a4448f68778c1d1a5a2f", size = 15739, upload-time = "2024-10-18T15:21:42.784Z" },
 ]
 
 [[package]]
 name = "matplotlib"
-version = "3.9.3"
+version = "3.10.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "contourpy" },
@@ -434,20 +488,20 @@ dependencies = [
     { name = "pyparsing" },
     { name = "python-dateutil" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/75/9f/562ed484b11ac9f4bb4f9d2d7546954ec106a8c0f06cc755d6f63e519274/matplotlib-3.9.3.tar.gz", hash = "sha256:cd5dbbc8e25cad5f706845c4d100e2c8b34691b412b93717ce38d8ae803bcfa5", size = 36113438 }
+sdist = { url = "https://files.pythonhosted.org/packages/26/91/d49359a21893183ed2a5b6c76bec40e0b1dcbf8ca148f864d134897cfc75/matplotlib-3.10.3.tar.gz", hash = "sha256:2f82d2c5bb7ae93aaaa4cd42aca65d76ce6376f83304fa3a630b569aca274df0", size = 34799811, upload-time = "2025-05-08T19:10:54.39Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/60/04/949640040982822416c471d9ebe4e9e6c69ca9f9bb6ba82ed30808863c02/matplotlib-3.9.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:203d18df84f5288973b2d56de63d4678cc748250026ca9e1ad8f8a0fd8a75d83", size = 7883417 },
-    { url = "https://files.pythonhosted.org/packages/9f/90/ebd37143cd3150b6c650ee1580024df3dd649d176e68d346f826b8d24e37/matplotlib-3.9.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:b651b0d3642991259109dc0351fc33ad44c624801367bb8307be9bfc35e427ad", size = 7768720 },
-    { url = "https://files.pythonhosted.org/packages/dc/84/6591e6b55d755d16dacdc113205067031867c1f5e3c08b32c01aad831420/matplotlib-3.9.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:66d7b171fecf96940ce069923a08ba3df33ef542de82c2ff4fe8caa8346fa95a", size = 8192723 },
-    { url = "https://files.pythonhosted.org/packages/29/09/146a17d37e32313507f11ac984e65311f2d5805d731eb981d4f70eb928dc/matplotlib-3.9.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6be0ba61f6ff2e6b68e4270fb63b6813c9e7dec3d15fc3a93f47480444fd72f0", size = 8305801 },
-    { url = "https://files.pythonhosted.org/packages/85/cb/d2690572c08f19ca7c0f44b1fb4d11c121d63467a57b508cc3656ff80b43/matplotlib-3.9.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9d6b2e8856dec3a6db1ae51aec85c82223e834b228c1d3228aede87eee2b34f9", size = 9086564 },
-    { url = "https://files.pythonhosted.org/packages/28/dd/0a5176027c1cb94fe75f69f76cb274180c8abf740df6fc0e6a1e4cbaec3f/matplotlib-3.9.3-cp313-cp313-win_amd64.whl", hash = "sha256:90a85a004fefed9e583597478420bf904bb1a065b0b0ee5b9d8d31b04b0f3f70", size = 7833257 },
-    { url = "https://files.pythonhosted.org/packages/42/d4/e477d50a8e4b437c2afbb5c665cb8e5d79b06abe6fe3c6915d6f7f0c2ef2/matplotlib-3.9.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3119b2f16de7f7b9212ba76d8fe6a0e9f90b27a1e04683cd89833a991682f639", size = 7911906 },
-    { url = "https://files.pythonhosted.org/packages/ae/a1/ba5ab89666c42ace8e31b4ff5a2c76a17e4d6f91aefce476b064c56ff61d/matplotlib-3.9.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:87ad73763d93add1b6c1f9fcd33af662fd62ed70e620c52fcb79f3ac427cf3a6", size = 7801336 },
-    { url = "https://files.pythonhosted.org/packages/77/59/4dcdb3a6695af6c698a95aec13016a550ef2f85144d22f61f81d1e064148/matplotlib-3.9.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:026bdf3137ab6022c866efa4813b6bbeddc2ed4c9e7e02f0e323a7bca380dfa0", size = 8218178 },
-    { url = "https://files.pythonhosted.org/packages/4f/27/7c72db0d0ee35d9237572565ffa3c0eb25fc46a3f47e0f16412a587bc9d8/matplotlib-3.9.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:760a5e89ebbb172989e8273024a1024b0f084510b9105261b3b00c15e9c9f006", size = 8327768 },
-    { url = "https://files.pythonhosted.org/packages/de/ad/213eee624feadba7b77e881c9d2c04c1e036efe69d19031e3fa927fdb5dc/matplotlib-3.9.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a42b9dc42de2cfe357efa27d9c50c7833fc5ab9b2eb7252ccd5d5f836a84e1e4", size = 9094075 },
-    { url = "https://files.pythonhosted.org/packages/19/1b/cb8e99a5fe2e2b14e3b8234cb1649a675be63f74a5224a648ae4ab61f60c/matplotlib-3.9.3-cp313-cp313t-win_amd64.whl", hash = "sha256:e0fcb7da73fbf67b5f4bdaa57d85bb585a4e913d4a10f3e15b32baea56a67f0a", size = 7888937 },
+    { url = "https://files.pythonhosted.org/packages/3b/c1/23cfb566a74c696a3b338d8955c549900d18fe2b898b6e94d682ca21e7c2/matplotlib-3.10.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:9f2efccc8dcf2b86fc4ee849eea5dcaecedd0773b30f47980dc0cbeabf26ec84", size = 8180318, upload-time = "2025-05-08T19:10:20.426Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/0c/02f1c3b66b30da9ee343c343acbb6251bef5b01d34fad732446eaadcd108/matplotlib-3.10.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3ddbba06a6c126e3301c3d272a99dcbe7f6c24c14024e80307ff03791a5f294e", size = 8051132, upload-time = "2025-05-08T19:10:22.569Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/ab/8db1a5ac9b3a7352fb914133001dae889f9fcecb3146541be46bed41339c/matplotlib-3.10.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:748302b33ae9326995b238f606e9ed840bf5886ebafcb233775d946aa8107a15", size = 8457633, upload-time = "2025-05-08T19:10:24.749Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/64/41c4367bcaecbc03ef0d2a3ecee58a7065d0a36ae1aa817fe573a2da66d4/matplotlib-3.10.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a80fcccbef63302c0efd78042ea3c2436104c5b1a4d3ae20f864593696364ac7", size = 8601031, upload-time = "2025-05-08T19:10:27.03Z" },
+    { url = "https://files.pythonhosted.org/packages/12/6f/6cc79e9e5ab89d13ed64da28898e40fe5b105a9ab9c98f83abd24e46d7d7/matplotlib-3.10.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:55e46cbfe1f8586adb34f7587c3e4f7dedc59d5226719faf6cb54fc24f2fd52d", size = 9406988, upload-time = "2025-05-08T19:10:29.056Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/0f/eed564407bd4d935ffabf561ed31099ed609e19287409a27b6d336848653/matplotlib-3.10.3-cp313-cp313-win_amd64.whl", hash = "sha256:151d89cb8d33cb23345cd12490c76fd5d18a56581a16d950b48c6ff19bb2ab93", size = 8068034, upload-time = "2025-05-08T19:10:31.221Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/e5/2f14791ff69b12b09e9975e1d116d9578ac684460860ce542c2588cb7a1c/matplotlib-3.10.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:c26dd9834e74d164d06433dc7be5d75a1e9890b926b3e57e74fa446e1a62c3e2", size = 8218223, upload-time = "2025-05-08T19:10:33.114Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/08/30a94afd828b6e02d0a52cae4a29d6e9ccfcf4c8b56cc28b021d3588873e/matplotlib-3.10.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:24853dad5b8c84c8c2390fc31ce4858b6df504156893292ce8092d190ef8151d", size = 8094985, upload-time = "2025-05-08T19:10:35.337Z" },
+    { url = "https://files.pythonhosted.org/packages/89/44/f3bc6b53066c889d7a1a3ea8094c13af6a667c5ca6220ec60ecceec2dabe/matplotlib-3.10.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:68f7878214d369d7d4215e2a9075fef743be38fa401d32e6020bab2dfabaa566", size = 8483109, upload-time = "2025-05-08T19:10:37.611Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/c7/473bc559beec08ebee9f86ca77a844b65747e1a6c2691e8c92e40b9f42a8/matplotlib-3.10.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f6929fc618cb6db9cb75086f73b3219bbb25920cb24cee2ea7a12b04971a4158", size = 8618082, upload-time = "2025-05-08T19:10:39.892Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/e9/6ce8edd264c8819e37bbed8172e0ccdc7107fe86999b76ab5752276357a4/matplotlib-3.10.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:6c7818292a5cc372a2dc4c795e5c356942eb8350b98ef913f7fda51fe175ac5d", size = 9413699, upload-time = "2025-05-08T19:10:42.376Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/92/9a45c91089c3cf690b5badd4be81e392ff086ccca8a1d4e3a08463d8a966/matplotlib-3.10.3-cp313-cp313t-win_amd64.whl", hash = "sha256:4f23ffe95c5667ef8a2b56eea9b53db7f43910fa4a2d5472ae0f72b64deab4d5", size = 8139044, upload-time = "2025-05-08T19:10:44.551Z" },
 ]
 
 [[package]]
@@ -457,47 +511,50 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "markdown-it-py" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/19/03/a2ecab526543b152300717cf232bb4bb8605b6edb946c845016fa9c9c9fd/mdit_py_plugins-0.4.2.tar.gz", hash = "sha256:5f2cd1fdb606ddf152d37ec30e46101a60512bc0e5fa1a7002c36647b09e26b5", size = 43542 }
+sdist = { url = "https://files.pythonhosted.org/packages/19/03/a2ecab526543b152300717cf232bb4bb8605b6edb946c845016fa9c9c9fd/mdit_py_plugins-0.4.2.tar.gz", hash = "sha256:5f2cd1fdb606ddf152d37ec30e46101a60512bc0e5fa1a7002c36647b09e26b5", size = 43542, upload-time = "2024-09-09T20:27:49.564Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a7/f7/7782a043553ee469c1ff49cfa1cdace2d6bf99a1f333cf38676b3ddf30da/mdit_py_plugins-0.4.2-py3-none-any.whl", hash = "sha256:0c673c3f889399a33b95e88d2f0d111b4447bdfea7f237dab2d488f459835636", size = 55316 },
+    { url = "https://files.pythonhosted.org/packages/a7/f7/7782a043553ee469c1ff49cfa1cdace2d6bf99a1f333cf38676b3ddf30da/mdit_py_plugins-0.4.2-py3-none-any.whl", hash = "sha256:0c673c3f889399a33b95e88d2f0d111b4447bdfea7f237dab2d488f459835636", size = 55316, upload-time = "2024-09-09T20:27:48.397Z" },
 ]
 
 [[package]]
 name = "mdurl"
 version = "0.1.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729 }
+sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729, upload-time = "2022-08-14T12:40:10.846Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979 },
+    { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979, upload-time = "2022-08-14T12:40:09.779Z" },
 ]
 
 [[package]]
 name = "ml-dtypes"
-version = "0.5.0"
+version = "0.5.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy", marker = "python_full_version >= '3.13'" },
+    { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ab/79/717c5e22ad25d63ce3acdfe8ff8d64bdedec18914256c59b838218708b16/ml_dtypes-0.5.0.tar.gz", hash = "sha256:3e7d3a380fe73a63c884f06136f8baa7a5249cc8e9fdec677997dd78549f8128", size = 699367 }
+sdist = { url = "https://files.pythonhosted.org/packages/32/49/6e67c334872d2c114df3020e579f3718c333198f8312290e09ec0216703a/ml_dtypes-0.5.1.tar.gz", hash = "sha256:ac5b58559bb84a95848ed6984eb8013249f90b6bab62aa5acbad876e256002c9", size = 698772, upload-time = "2025-01-07T03:34:55.613Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b3/4a/18f670a2703e771a6775fbc354208e597ff062a88efb0cecc220a282210b/ml_dtypes-0.5.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:d3b3db9990c3840986a0e70524e122cfa32b91139c3653df76121ba7776e015f", size = 753345 },
-    { url = "https://files.pythonhosted.org/packages/ed/c6/358d85e274e22d53def0c85f3cbe0933475fa3cf6922e9dca66eb25cb22f/ml_dtypes-0.5.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e04fde367b2fe901b1d47234426fe8819909bd1dd862a5adb630f27789c20599", size = 4424962 },
-    { url = "https://files.pythonhosted.org/packages/4c/b4/d766586e24e7a073333c8eb8bd9275f3c6fe0569b509ae7b1699d4f00c74/ml_dtypes-0.5.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54415257f00eb44fbcc807454efac3356f75644f1cbfc2d4e5522a72ae1dacab", size = 4475201 },
-    { url = "https://files.pythonhosted.org/packages/14/87/30323ad2e52f56262019a4493fe5f5e71067c5561ce7e2f9c75de520f5e8/ml_dtypes-0.5.0-cp313-cp313-win_amd64.whl", hash = "sha256:cb5cc7b25acabd384f75bbd78892d0c724943f3e2e1986254665a1aa10982e07", size = 213195 },
+    { url = "https://files.pythonhosted.org/packages/0f/92/bb6a3d18e16fddd18ce6d5f480e1919b33338c70e18cba831c6ae59812ee/ml_dtypes-0.5.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:12651420130ee7cc13059fc56dac6ad300c3af3848b802d475148c9defd27c23", size = 667696, upload-time = "2025-01-07T03:34:27.526Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/29/cfc89d842767e9a51146043b0fa18332c2b38f8831447e6cb1160e3c6102/ml_dtypes-0.5.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c9945669d3dadf8acb40ec2e57d38c985d8c285ea73af57fc5b09872c516106d", size = 4638365, upload-time = "2025-01-07T03:34:30.43Z" },
+    { url = "https://files.pythonhosted.org/packages/be/26/adc36e3ea09603d9f6d114894e1c1b7b8e8a9ef6d0b031cc270c6624a37c/ml_dtypes-0.5.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bf9975bda82a99dc935f2ae4c83846d86df8fd6ba179614acac8e686910851da", size = 4702722, upload-time = "2025-01-07T03:34:33.813Z" },
+    { url = "https://files.pythonhosted.org/packages/da/8a/a2b9375c94077e5a488a624a195621407846f504068ce22ccf805c674156/ml_dtypes-0.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:fd918d4e6a4e0c110e2e05be7a7814d10dc1b95872accbf6512b80a109b71ae1", size = 210850, upload-time = "2025-01-07T03:34:36.897Z" },
+    { url = "https://files.pythonhosted.org/packages/52/38/703169100fdde27957f061d4d0ea3e00525775a09acaccf7e655d9609d55/ml_dtypes-0.5.1-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:05f23447a1c20ddf4dc7c2c661aa9ed93fcb2658f1017c204d1e758714dc28a8", size = 693043, upload-time = "2025-01-07T03:34:38.457Z" },
+    { url = "https://files.pythonhosted.org/packages/28/ff/4e234c9c23e0d456f5da5a326c103bf890c746d93351524d987e41f438b3/ml_dtypes-0.5.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1b7fbe5571fdf28fd3aaab3ef4aafc847de9ebf263be959958c1ca58ec8eadf5", size = 4903946, upload-time = "2025-01-07T03:34:40.236Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/45/c1a1ccfdd02bc4173ca0f4a2d327683a27df85797b885eb1da1ca325b85c/ml_dtypes-0.5.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d13755f8e8445b3870114e5b6240facaa7cb0c3361e54beba3e07fa912a6e12b", size = 5052731, upload-time = "2025-01-07T03:34:45.308Z" },
 ]
 
 [[package]]
 name = "mpmath"
 version = "1.3.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e0/47/dd32fa426cc72114383ac549964eecb20ecfd886d1e5ccf5340b55b02f57/mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f", size = 508106 }
+sdist = { url = "https://files.pythonhosted.org/packages/e0/47/dd32fa426cc72114383ac549964eecb20ecfd886d1e5ccf5340b55b02f57/mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f", size = 508106, upload-time = "2023-03-07T16:47:11.061Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c", size = 536198 },
+    { url = "https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c", size = 536198, upload-time = "2023-03-07T16:47:09.197Z" },
 ]
 
 [[package]]
 name = "myst-parser"
-version = "4.0.0"
+version = "4.0.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "docutils" },
@@ -507,130 +564,130 @@ dependencies = [
     { name = "pyyaml" },
     { name = "sphinx" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/85/55/6d1741a1780e5e65038b74bce6689da15f620261c490c3511eb4c12bac4b/myst_parser-4.0.0.tar.gz", hash = "sha256:851c9dfb44e36e56d15d05e72f02b80da21a9e0d07cba96baf5e2d476bb91531", size = 93858 }
+sdist = { url = "https://files.pythonhosted.org/packages/66/a5/9626ba4f73555b3735ad86247a8077d4603aa8628537687c839ab08bfe44/myst_parser-4.0.1.tar.gz", hash = "sha256:5cfea715e4f3574138aecbf7d54132296bfd72bb614d31168f48c477a830a7c4", size = 93985, upload-time = "2025-02-12T10:53:03.833Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ca/b4/b036f8fdb667587bb37df29dc6644681dd78b7a2a6321a34684b79412b28/myst_parser-4.0.0-py3-none-any.whl", hash = "sha256:b9317997552424448c6096c2558872fdb6f81d3ecb3a40ce84a7518798f3f28d", size = 84563 },
+    { url = "https://files.pythonhosted.org/packages/5f/df/76d0321c3797b54b60fef9ec3bd6f4cfd124b9e422182156a1dd418722cf/myst_parser-4.0.1-py3-none-any.whl", hash = "sha256:9134e88959ec3b5780aedf8a99680ea242869d012e8821db3126d427edc9c95d", size = 84579, upload-time = "2025-02-12T10:53:02.078Z" },
 ]
 
 [[package]]
 name = "namex"
-version = "0.0.8"
+version = "0.0.9"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/9d/48/d275cdb6216c6bb4f9351675795a0b48974e138f16b1ffe0252c1f8faa28/namex-0.0.8.tar.gz", hash = "sha256:32a50f6c565c0bb10aa76298c959507abdc0e850efe085dc38f3440fcb3aa90b", size = 6623 }
+sdist = { url = "https://files.pythonhosted.org/packages/ca/03/00afe7f32962d0778d757aed89cd7f970179e5f7fbe42e883fd494ebbbc7/namex-0.0.9.tar.gz", hash = "sha256:8adfea9da5cea5be8f4e632349b4669e30172c7859e1fd97459fdf3b17469253", size = 6569, upload-time = "2025-04-22T18:00:15.808Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/73/59/7854fbfb59f8ae35483ce93493708be5942ebb6328cd85b3a609df629736/namex-0.0.8-py3-none-any.whl", hash = "sha256:7ddb6c2bb0e753a311b7590f84f6da659dd0c05e65cb89d519d54c0a250c0487", size = 5806 },
+    { url = "https://files.pythonhosted.org/packages/46/16/7f616b55a147d9d4e9eb910a7eacde96cfa7ce3109d4c57ac32b91348ef3/namex-0.0.9-py3-none-any.whl", hash = "sha256:7bd4e4a2cc3876592111609fdf4cbe6ff19883adbe6b3b40d842fd340f77025e", size = 5847, upload-time = "2025-04-22T18:00:14.558Z" },
 ]
 
 [[package]]
 name = "natsort"
 version = "8.4.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e2/a9/a0c57aee75f77794adaf35322f8b6404cbd0f89ad45c87197a937764b7d0/natsort-8.4.0.tar.gz", hash = "sha256:45312c4a0e5507593da193dedd04abb1469253b601ecaf63445ad80f0a1ea581", size = 76575 }
+sdist = { url = "https://files.pythonhosted.org/packages/e2/a9/a0c57aee75f77794adaf35322f8b6404cbd0f89ad45c87197a937764b7d0/natsort-8.4.0.tar.gz", hash = "sha256:45312c4a0e5507593da193dedd04abb1469253b601ecaf63445ad80f0a1ea581", size = 76575, upload-time = "2023-06-20T04:17:19.925Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ef/82/7a9d0550484a62c6da82858ee9419f3dd1ccc9aa1c26a1e43da3ecd20b0d/natsort-8.4.0-py3-none-any.whl", hash = "sha256:4732914fb471f56b5cce04d7bae6f164a592c7712e1c85f9ef585e197299521c", size = 38268 },
+    { url = "https://files.pythonhosted.org/packages/ef/82/7a9d0550484a62c6da82858ee9419f3dd1ccc9aa1c26a1e43da3ecd20b0d/natsort-8.4.0-py3-none-any.whl", hash = "sha256:4732914fb471f56b5cce04d7bae6f164a592c7712e1c85f9ef585e197299521c", size = 38268, upload-time = "2023-06-20T04:17:17.522Z" },
 ]
 
 [[package]]
 name = "numpy"
-version = "2.1.3"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/25/ca/1166b75c21abd1da445b97bf1fa2f14f423c6cfb4fc7c4ef31dccf9f6a94/numpy-2.1.3.tar.gz", hash = "sha256:aa08e04e08aaf974d4458def539dece0d28146d866a39da5639596f4921fd761", size = 20166090 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/4d/0b/620591441457e25f3404c8057eb924d04f161244cb8a3680d529419aa86e/numpy-2.1.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:96fe52fcdb9345b7cd82ecd34547fca4321f7656d500eca497eb7ea5a926692f", size = 20836263 },
-    { url = "https://files.pythonhosted.org/packages/45/e1/210b2d8b31ce9119145433e6ea78046e30771de3fe353f313b2778142f34/numpy-2.1.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f653490b33e9c3a4c1c01d41bc2aef08f9475af51146e4a7710c450cf9761598", size = 13507771 },
-    { url = "https://files.pythonhosted.org/packages/55/44/aa9ee3caee02fa5a45f2c3b95cafe59c44e4b278fbbf895a93e88b308555/numpy-2.1.3-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:dc258a761a16daa791081d026f0ed4399b582712e6fc887a95af09df10c5ca57", size = 5075805 },
-    { url = "https://files.pythonhosted.org/packages/78/d6/61de6e7e31915ba4d87bbe1ae859e83e6582ea14c6add07c8f7eefd8488f/numpy-2.1.3-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:016d0f6f5e77b0f0d45d77387ffa4bb89816b57c835580c3ce8e099ef830befe", size = 6608380 },
-    { url = "https://files.pythonhosted.org/packages/3e/46/48bdf9b7241e317e6cf94276fe11ba673c06d1fdf115d8b4ebf616affd1a/numpy-2.1.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c181ba05ce8299c7aa3125c27b9c2167bca4a4445b7ce73d5febc411ca692e43", size = 13602451 },
-    { url = "https://files.pythonhosted.org/packages/70/50/73f9a5aa0810cdccda9c1d20be3cbe4a4d6ea6bfd6931464a44c95eef731/numpy-2.1.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5641516794ca9e5f8a4d17bb45446998c6554704d888f86df9b200e66bdcce56", size = 16039822 },
-    { url = "https://files.pythonhosted.org/packages/ad/cd/098bc1d5a5bc5307cfc65ee9369d0ca658ed88fbd7307b0d49fab6ca5fa5/numpy-2.1.3-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:ea4dedd6e394a9c180b33c2c872b92f7ce0f8e7ad93e9585312b0c5a04777a4a", size = 16411822 },
-    { url = "https://files.pythonhosted.org/packages/83/a2/7d4467a2a6d984549053b37945620209e702cf96a8bc658bc04bba13c9e2/numpy-2.1.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:b0df3635b9c8ef48bd3be5f862cf71b0a4716fa0e702155c45067c6b711ddcef", size = 14079598 },
-    { url = "https://files.pythonhosted.org/packages/e9/6a/d64514dcecb2ee70bfdfad10c42b76cab657e7ee31944ff7a600f141d9e9/numpy-2.1.3-cp313-cp313-win32.whl", hash = "sha256:50ca6aba6e163363f132b5c101ba078b8cbd3fa92c7865fd7d4d62d9779ac29f", size = 6236021 },
-    { url = "https://files.pythonhosted.org/packages/bb/f9/12297ed8d8301a401e7d8eb6b418d32547f1d700ed3c038d325a605421a4/numpy-2.1.3-cp313-cp313-win_amd64.whl", hash = "sha256:747641635d3d44bcb380d950679462fae44f54b131be347d5ec2bce47d3df9ed", size = 12560405 },
-    { url = "https://files.pythonhosted.org/packages/a7/45/7f9244cd792e163b334e3a7f02dff1239d2890b6f37ebf9e82cbe17debc0/numpy-2.1.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:996bb9399059c5b82f76b53ff8bb686069c05acc94656bb259b1d63d04a9506f", size = 20859062 },
-    { url = "https://files.pythonhosted.org/packages/b1/b4/a084218e7e92b506d634105b13e27a3a6645312b93e1c699cc9025adb0e1/numpy-2.1.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:45966d859916ad02b779706bb43b954281db43e185015df6eb3323120188f9e4", size = 13515839 },
-    { url = "https://files.pythonhosted.org/packages/27/45/58ed3f88028dcf80e6ea580311dc3edefdd94248f5770deb980500ef85dd/numpy-2.1.3-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:baed7e8d7481bfe0874b566850cb0b85243e982388b7b23348c6db2ee2b2ae8e", size = 5116031 },
-    { url = "https://files.pythonhosted.org/packages/37/a8/eb689432eb977d83229094b58b0f53249d2209742f7de529c49d61a124a0/numpy-2.1.3-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:a9f7f672a3388133335589cfca93ed468509cb7b93ba3105fce780d04a6576a0", size = 6629977 },
-    { url = "https://files.pythonhosted.org/packages/42/a3/5355ad51ac73c23334c7caaed01adadfda49544f646fcbfbb4331deb267b/numpy-2.1.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d7aac50327da5d208db2eec22eb11e491e3fe13d22653dce51b0f4109101b408", size = 13575951 },
-    { url = "https://files.pythonhosted.org/packages/c4/70/ea9646d203104e647988cb7d7279f135257a6b7e3354ea6c56f8bafdb095/numpy-2.1.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4394bc0dbd074b7f9b52024832d16e019decebf86caf909d94f6b3f77a8ee3b6", size = 16022655 },
-    { url = "https://files.pythonhosted.org/packages/14/ce/7fc0612903e91ff9d0b3f2eda4e18ef9904814afcae5b0f08edb7f637883/numpy-2.1.3-cp313-cp313t-musllinux_1_1_x86_64.whl", hash = "sha256:50d18c4358a0a8a53f12a8ba9d772ab2d460321e6a93d6064fc22443d189853f", size = 16399902 },
-    { url = "https://files.pythonhosted.org/packages/ef/62/1d3204313357591c913c32132a28f09a26357e33ea3c4e2fe81269e0dca1/numpy-2.1.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:14e253bd43fc6b37af4921b10f6add6925878a42a0c5fe83daee390bca80bc17", size = 14067180 },
-    { url = "https://files.pythonhosted.org/packages/24/d7/78a40ed1d80e23a774cb8a34ae8a9493ba1b4271dde96e56ccdbab1620ef/numpy-2.1.3-cp313-cp313t-win32.whl", hash = "sha256:08788d27a5fd867a663f6fc753fd7c3ad7e92747efc73c53bca2f19f8bc06f48", size = 6291907 },
-    { url = "https://files.pythonhosted.org/packages/86/09/a5ab407bd7f5f5599e6a9261f964ace03a73e7c6928de906981c31c38082/numpy-2.1.3-cp313-cp313t-win_amd64.whl", hash = "sha256:2564fbdf2b99b3f815f2107c1bbc93e2de8ee655a69c261363a1172a79a257d4", size = 12644098 },
+version = "2.2.5"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/dc/b2/ce4b867d8cd9c0ee84938ae1e6a6f7926ebf928c9090d036fc3c6a04f946/numpy-2.2.5.tar.gz", hash = "sha256:a9c0d994680cd991b1cb772e8b297340085466a6fe964bc9d4e80f5e2f43c291", size = 20273920, upload-time = "2025-04-19T23:27:42.561Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e2/a0/0aa7f0f4509a2e07bd7a509042967c2fab635690d4f48c6c7b3afd4f448c/numpy-2.2.5-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:059b51b658f4414fff78c6d7b1b4e18283ab5fa56d270ff212d5ba0c561846f4", size = 20935102, upload-time = "2025-04-19T22:41:16.234Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/e4/a6a9f4537542912ec513185396fce52cdd45bdcf3e9d921ab02a93ca5aa9/numpy-2.2.5-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:47f9ed103af0bc63182609044b0490747e03bd20a67e391192dde119bf43d52f", size = 14191709, upload-time = "2025-04-19T22:41:38.472Z" },
+    { url = "https://files.pythonhosted.org/packages/be/65/72f3186b6050bbfe9c43cb81f9df59ae63603491d36179cf7a7c8d216758/numpy-2.2.5-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:261a1ef047751bb02f29dfe337230b5882b54521ca121fc7f62668133cb119c9", size = 5149173, upload-time = "2025-04-19T22:41:47.823Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/e9/83e7a9432378dde5802651307ae5e9ea07bb72b416728202218cd4da2801/numpy-2.2.5-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4520caa3807c1ceb005d125a75e715567806fed67e315cea619d5ec6e75a4191", size = 6684502, upload-time = "2025-04-19T22:41:58.689Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/27/b80da6c762394c8ee516b74c1f686fcd16c8f23b14de57ba0cad7349d1d2/numpy-2.2.5-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3d14b17b9be5f9c9301f43d2e2a4886a33b53f4e6fdf9ca2f4cc60aeeee76372", size = 14084417, upload-time = "2025-04-19T22:42:19.897Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/fc/ebfd32c3e124e6a1043e19c0ab0769818aa69050ce5589b63d05ff185526/numpy-2.2.5-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2ba321813a00e508d5421104464510cc962a6f791aa2fca1c97b1e65027da80d", size = 16133807, upload-time = "2025-04-19T22:42:44.433Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/9b/4cc171a0acbe4666f7775cfd21d4eb6bb1d36d3a0431f48a73e9212d2278/numpy-2.2.5-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a4cbdef3ddf777423060c6f81b5694bad2dc9675f110c4b2a60dc0181543fac7", size = 15575611, upload-time = "2025-04-19T22:43:09.928Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/45/40f4135341850df48f8edcf949cf47b523c404b712774f8855a64c96ef29/numpy-2.2.5-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:54088a5a147ab71a8e7fdfd8c3601972751ded0739c6b696ad9cb0343e21ab73", size = 17895747, upload-time = "2025-04-19T22:43:36.983Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/4c/b32a17a46f0ffbde8cc82df6d3daeaf4f552e346df143e1b188a701a8f09/numpy-2.2.5-cp313-cp313-win32.whl", hash = "sha256:c8b82a55ef86a2d8e81b63da85e55f5537d2157165be1cb2ce7cfa57b6aef38b", size = 6309594, upload-time = "2025-04-19T22:47:10.523Z" },
+    { url = "https://files.pythonhosted.org/packages/13/ae/72e6276feb9ef06787365b05915bfdb057d01fceb4a43cb80978e518d79b/numpy-2.2.5-cp313-cp313-win_amd64.whl", hash = "sha256:d8882a829fd779f0f43998e931c466802a77ca1ee0fe25a3abe50278616b1471", size = 12638356, upload-time = "2025-04-19T22:47:30.253Z" },
+    { url = "https://files.pythonhosted.org/packages/79/56/be8b85a9f2adb688e7ded6324e20149a03541d2b3297c3ffc1a73f46dedb/numpy-2.2.5-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:e8b025c351b9f0e8b5436cf28a07fa4ac0204d67b38f01433ac7f9b870fa38c6", size = 20963778, upload-time = "2025-04-19T22:44:09.251Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/77/19c5e62d55bff507a18c3cdff82e94fe174957bad25860a991cac719d3ab/numpy-2.2.5-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:8dfa94b6a4374e7851bbb6f35e6ded2120b752b063e6acdd3157e4d2bb922eba", size = 14207279, upload-time = "2025-04-19T22:44:31.383Z" },
+    { url = "https://files.pythonhosted.org/packages/75/22/aa11f22dc11ff4ffe4e849d9b63bbe8d4ac6d5fae85ddaa67dfe43be3e76/numpy-2.2.5-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:97c8425d4e26437e65e1d189d22dff4a079b747ff9c2788057bfb8114ce1e133", size = 5199247, upload-time = "2025-04-19T22:44:40.361Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/6c/12d5e760fc62c08eded0394f62039f5a9857f758312bf01632a81d841459/numpy-2.2.5-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:352d330048c055ea6db701130abc48a21bec690a8d38f8284e00fab256dc1376", size = 6711087, upload-time = "2025-04-19T22:44:51.188Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/94/ece8280cf4218b2bee5cec9567629e61e51b4be501e5c6840ceb593db945/numpy-2.2.5-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b4c0773b6ada798f51f0f8e30c054d32304ccc6e9c5d93d46cb26f3d385ab19", size = 14059964, upload-time = "2025-04-19T22:45:12.451Z" },
+    { url = "https://files.pythonhosted.org/packages/39/41/c5377dac0514aaeec69115830a39d905b1882819c8e65d97fc60e177e19e/numpy-2.2.5-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:55f09e00d4dccd76b179c0f18a44f041e5332fd0e022886ba1c0bbf3ea4a18d0", size = 16121214, upload-time = "2025-04-19T22:45:37.734Z" },
+    { url = "https://files.pythonhosted.org/packages/db/54/3b9f89a943257bc8e187145c6bc0eb8e3d615655f7b14e9b490b053e8149/numpy-2.2.5-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:02f226baeefa68f7d579e213d0f3493496397d8f1cff5e2b222af274c86a552a", size = 15575788, upload-time = "2025-04-19T22:46:01.908Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/c4/2e407e85df35b29f79945751b8f8e671057a13a376497d7fb2151ba0d290/numpy-2.2.5-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:c26843fd58f65da9491165072da2cccc372530681de481ef670dcc8e27cfb066", size = 17893672, upload-time = "2025-04-19T22:46:28.585Z" },
+    { url = "https://files.pythonhosted.org/packages/29/7e/d0b44e129d038dba453f00d0e29ebd6eaf2f06055d72b95b9947998aca14/numpy-2.2.5-cp313-cp313t-win32.whl", hash = "sha256:1a161c2c79ab30fe4501d5a2bbfe8b162490757cf90b7f05be8b80bc02f7bb8e", size = 6377102, upload-time = "2025-04-19T22:46:39.949Z" },
+    { url = "https://files.pythonhosted.org/packages/63/be/b85e4aa4bf42c6502851b971f1c326d583fcc68227385f92089cf50a7b45/numpy-2.2.5-cp313-cp313t-win_amd64.whl", hash = "sha256:d403c84991b5ad291d3809bace5e85f4bbf44a04bdc9a88ed2bb1807b3360bb8", size = 12750096, upload-time = "2025-04-19T22:47:00.147Z" },
 ]
 
 [[package]]
 name = "nvidia-nccl-cu12"
-version = "2.23.4"
+version = "2.26.5"
 source = { registry = "https://pypi.org/simple" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c8/3a/0112397396dec37ffc8edd7836d48261b4d14ca60ec8ed7bc857cce1d916/nvidia_nccl_cu12-2.23.4-py3-none-manylinux2014_aarch64.whl", hash = "sha256:aa946c8327e22ced28e7cef508a334673abc42064ec85f02d005ba1785ea4cec", size = 198953892 },
-    { url = "https://files.pythonhosted.org/packages/ed/1f/6482380ec8dcec4894e7503490fc536d846b0d59694acad9cf99f27d0e7d/nvidia_nccl_cu12-2.23.4-py3-none-manylinux2014_x86_64.whl", hash = "sha256:b097258d9aab2fa9f686e33c6fe40ae57b27df60cedbd15d139701bb5509e0c1", size = 198954603 },
+    { url = "https://files.pythonhosted.org/packages/55/66/ed9d28946ead0fe1322df2f4fc6ea042340c0fe73b79a1419dc1fdbdd211/nvidia_nccl_cu12-2.26.5-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:adb1bf4adcc5a47f597738a0700da6aef61f8ea4251b375540ae138c7d239588", size = 318058262, upload-time = "2025-05-02T23:32:43.197Z" },
+    { url = "https://files.pythonhosted.org/packages/48/fb/ec4ac065d9b0d56f72eaf1d9b0df601e33da28197b32ca351dc05b342611/nvidia_nccl_cu12-2.26.5-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ea5ed3e053c735f16809bee7111deac62ac35b10128a8c102960a0462ce16cbe", size = 318069637, upload-time = "2025-05-02T23:33:18.306Z" },
 ]
 
 [[package]]
 name = "oauthlib"
 version = "3.2.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/6d/fa/fbf4001037904031639e6bfbfc02badfc7e12f137a8afa254df6c4c8a670/oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918", size = 177352 }
+sdist = { url = "https://files.pythonhosted.org/packages/6d/fa/fbf4001037904031639e6bfbfc02badfc7e12f137a8afa254df6c4c8a670/oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918", size = 177352, upload-time = "2022-10-17T20:04:27.471Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7e/80/cab10959dc1faead58dc8384a781dfbf93cb4d33d50988f7a69f1b7c9bbe/oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca", size = 151688 },
+    { url = "https://files.pythonhosted.org/packages/7e/80/cab10959dc1faead58dc8384a781dfbf93cb4d33d50988f7a69f1b7c9bbe/oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca", size = 151688, upload-time = "2022-10-17T20:04:24.037Z" },
 ]
 
 [[package]]
 name = "opencv-python"
-version = "4.10.0.84"
+version = "4.11.0.86"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy", marker = "python_full_version >= '3.13'" },
+    { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4a/e7/b70a2d9ab205110d715906fc8ec83fbb00404aeb3a37a0654fdb68eb0c8c/opencv-python-4.10.0.84.tar.gz", hash = "sha256:72d234e4582e9658ffea8e9cae5b63d488ad06994ef12d81dc303b17472f3526", size = 95103981 }
+sdist = { url = "https://files.pythonhosted.org/packages/17/06/68c27a523103dad5837dc5b87e71285280c4f098c60e4fe8a8db6486ab09/opencv-python-4.11.0.86.tar.gz", hash = "sha256:03d60ccae62304860d232272e4a4fda93c39d595780cb40b161b310244b736a4", size = 95171956, upload-time = "2025-01-16T13:52:24.737Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/66/82/564168a349148298aca281e342551404ef5521f33fba17b388ead0a84dc5/opencv_python-4.10.0.84-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:fc182f8f4cda51b45f01c64e4cbedfc2f00aff799debebc305d8d0210c43f251", size = 54835524 },
-    { url = "https://files.pythonhosted.org/packages/64/4a/016cda9ad7cf18c58ba074628a4eaae8aa55f3fd06a266398cef8831a5b9/opencv_python-4.10.0.84-cp37-abi3-macosx_12_0_x86_64.whl", hash = "sha256:71e575744f1d23f79741450254660442785f45a0797212852ee5199ef12eed98", size = 56475426 },
-    { url = "https://files.pythonhosted.org/packages/81/e4/7a987ebecfe5ceaf32db413b67ff18eb3092c598408862fff4d7cc3fd19b/opencv_python-4.10.0.84-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:09a332b50488e2dda866a6c5573ee192fe3583239fb26ff2f7f9ceb0bc119ea6", size = 41746971 },
-    { url = "https://files.pythonhosted.org/packages/3f/a4/d2537f47fd7fcfba966bd806e3ec18e7ee1681056d4b0a9c8d983983e4d5/opencv_python-4.10.0.84-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9ace140fc6d647fbe1c692bcb2abce768973491222c067c131d80957c595b71f", size = 62548253 },
-    { url = "https://files.pythonhosted.org/packages/1e/39/bbf57e7b9dab623e8773f6ff36385456b7ae7fa9357a5e53db732c347eac/opencv_python-4.10.0.84-cp37-abi3-win32.whl", hash = "sha256:2db02bb7e50b703f0a2d50c50ced72e95c574e1e5a0bb35a8a86d0b35c98c236", size = 28737688 },
-    { url = "https://files.pythonhosted.org/packages/ec/6c/fab8113424af5049f85717e8e527ca3773299a3c6b02506e66436e19874f/opencv_python-4.10.0.84-cp37-abi3-win_amd64.whl", hash = "sha256:32dbbd94c26f611dc5cc6979e6b7aa1f55a64d6b463cc1dcd3c95505a63e48fe", size = 38842521 },
+    { url = "https://files.pythonhosted.org/packages/05/4d/53b30a2a3ac1f75f65a59eb29cf2ee7207ce64867db47036ad61743d5a23/opencv_python-4.11.0.86-cp37-abi3-macosx_13_0_arm64.whl", hash = "sha256:432f67c223f1dc2824f5e73cdfcd9db0efc8710647d4e813012195dc9122a52a", size = 37326322, upload-time = "2025-01-16T13:52:25.887Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/84/0a67490741867eacdfa37bc18df96e08a9d579583b419010d7f3da8ff503/opencv_python-4.11.0.86-cp37-abi3-macosx_13_0_x86_64.whl", hash = "sha256:9d05ef13d23fe97f575153558653e2d6e87103995d54e6a35db3f282fe1f9c66", size = 56723197, upload-time = "2025-01-16T13:55:21.222Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/bd/29c126788da65c1fb2b5fb621b7fed0ed5f9122aa22a0868c5e2c15c6d23/opencv_python-4.11.0.86-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1b92ae2c8852208817e6776ba1ea0d6b1e0a1b5431e971a2a0ddd2a8cc398202", size = 42230439, upload-time = "2025-01-16T13:51:35.822Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/8b/90eb44a40476fa0e71e05a0283947cfd74a5d36121a11d926ad6f3193cc4/opencv_python-4.11.0.86-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b02611523803495003bd87362db3e1d2a0454a6a63025dc6658a9830570aa0d", size = 62986597, upload-time = "2025-01-16T13:52:08.836Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/d7/1d5941a9dde095468b288d989ff6539dd69cd429dbf1b9e839013d21b6f0/opencv_python-4.11.0.86-cp37-abi3-win32.whl", hash = "sha256:810549cb2a4aedaa84ad9a1c92fbfdfc14090e2749cedf2c1589ad8359aa169b", size = 29384337, upload-time = "2025-01-16T13:52:13.549Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/7d/f1c30a92854540bf789e9cd5dde7ef49bbe63f855b85a2e6b3db8135c591/opencv_python-4.11.0.86-cp37-abi3-win_amd64.whl", hash = "sha256:085ad9b77c18853ea66283e98affefe2de8cc4c1f43eda4c100cf9b2721142ec", size = 39488044, upload-time = "2025-01-16T13:52:21.928Z" },
 ]
 
 [[package]]
 name = "optree"
-version = "0.13.1"
+version = "0.15.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f7/f2/56afdaeaae36b076659be7db8e72be0924dd64ebd1c131675c77f7e704a6/optree-0.13.1.tar.gz", hash = "sha256:af67856aa8073d237fe67313d84f8aeafac32c1cef7239c628a2768d02679c43", size = 155738 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/3f/53/f3727cad24f16a06666f328f1212476988cadac9b9e7919ddfb2c22eb662/optree-0.13.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:f788b2ad120deb73b4908a74473cd6de79cfb9f33bbe9dcb59cea2e2477d4e28", size = 608270 },
-    { url = "https://files.pythonhosted.org/packages/64/f2/68beb9da2dd52baa50e7a589ed2bd8434fdd70cdba06754aa5910263da06/optree-0.13.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:2909cb42add6bb1a5a2b0243bdd8c4b861bf072f3741e26239481907ac8ad4e6", size = 325703 },
-    { url = "https://files.pythonhosted.org/packages/45/db/08921e56f3425bf649eb593eb28775263c935d029985d35572dc5690cc1a/optree-0.13.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bbc5fa2ff5090389f3a906567446f01d692bd6fe5cfcc5ae2d5861f24e8e0e4d", size = 355813 },
-    { url = "https://files.pythonhosted.org/packages/e5/e3/587e0d28dc2cee064902adfebca97db124e12b275dbe9c2b05a70a22345f/optree-0.13.1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4711f5cac5a2a49c3d6c9f0eca7b77c22b452170bb33ea01c3214ebb17931db9", size = 402566 },
-    { url = "https://files.pythonhosted.org/packages/8a/1d/0d5bbab8c99580b732b89ef2c5fcdd6ef410478295949fdf2984fa1bfc28/optree-0.13.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6c4ab1d391b89cb88eb3c63383d5eb0930bc21141de9d5acd277feed9e38eb65", size = 397005 },
-    { url = "https://files.pythonhosted.org/packages/16/fa/fc2a8183e14f0d195d25824bf65095ff32b34bd469614a6c30d0a596a30f/optree-0.13.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b5e5f09c85ae558a6bdaea57e63168082e728e777391393e9e2792f0d15b7b59", size = 369400 },
-    { url = "https://files.pythonhosted.org/packages/9f/42/8c08ce4ebb3d9a6e4415f1a97830c84879e2d1a43710a7c8a18b2c3e169d/optree-0.13.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9c8ee1e988c634a451146b87d9ebdbf650a75dc1f52a9cffcd89fabb7289321c", size = 390179 },
-    { url = "https://files.pythonhosted.org/packages/06/02/3a701d6307fdfefe4fcecbac644803e2a4314ab2406ff465e03129cc85f6/optree-0.13.1-cp313-cp313-win32.whl", hash = "sha256:5b6531cd4eb23fadbbf77faf834e1119da06d7af3154f55786b59953cd87bb8a", size = 264264 },
-    { url = "https://files.pythonhosted.org/packages/ef/f9/8a1421181c5eb0c0f81d1423a900baeb3faba68a48747bbdffb7581239ac/optree-0.13.1-cp313-cp313-win_amd64.whl", hash = "sha256:27d81dc43b522ba47ba7d2e7d91dbb486940348b1bf85caeb0afc2815c0aa492", size = 293682 },
-    { url = "https://files.pythonhosted.org/packages/80/34/d1b1849a6240385c4a3af5da9425b11912204d0b1cf142d802815319b73a/optree-0.13.1-cp313-cp313-win_arm64.whl", hash = "sha256:f39c7174a3f3cdc3f5fe6fb4b832f608c40ac174d7567ed6734b2ee952094631", size = 293670 },
-    { url = "https://files.pythonhosted.org/packages/0d/d6/f81e6748bcc3f35a2f570a814014e3418b0ed425d7cbc2b42d88d12863d5/optree-0.13.1-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:3010ae24e994f6e00071098d34e98e78eb995b7454a2ef629a0bf7df17441b24", size = 702861 },
-    { url = "https://files.pythonhosted.org/packages/08/7f/70a2d02110ccb245bc57bd9ad57668acfea0ff364c27d7dfe1735ede79ed/optree-0.13.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:5b5626c38d4a18a144063db5c1dbb558431d83ca10682324f74665a12214801f", size = 370740 },
-    { url = "https://files.pythonhosted.org/packages/63/37/4ddf05267467809236203e2007e9443519c4d55e0744ce7eea1aa74dffee/optree-0.13.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1935639dd498a42367633e3877797e1330e39d44d48bbca1a136bb4dbe4c1bc9", size = 374695 },
-    { url = "https://files.pythonhosted.org/packages/19/f2/51a63a799f6dce31813d7e02a7547394aebcb39f407e62038ecbd999d490/optree-0.13.1-cp313-cp313t-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:01819c3df950696f32c91faf8d376ae6b695ffdba18f330f1cab6b8e314e4612", size = 418671 },
-    { url = "https://files.pythonhosted.org/packages/f0/7c/a08191e0c9202f2be9c415057eea3cf3a5af18e9a6d81f4c7b0e6faf0a1f/optree-0.13.1-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:48c29d9c6c64c8dc48c8ee97f7c1d5cdb83e37320f0be0857c06ce4b97994aea", size = 414966 },
-    { url = "https://files.pythonhosted.org/packages/8f/37/7bf815f4da7234e387863228b17246b42b8c02553882581a4013a64a88d0/optree-0.13.1-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:025d23400b8b579462a251420f0a9ae77d3d3593f84276f3465985731d79d722", size = 389219 },
-    { url = "https://files.pythonhosted.org/packages/3d/84/bb521a66d3a84fe2f1500ef67d245c2cc1a26277fcaaf4bc70b22c06e99b/optree-0.13.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:55e82426bef151149cfa41d68ac957730fcd420996c0db8324fca81aa6a810ba", size = 405377 },
-    { url = "https://files.pythonhosted.org/packages/06/99/3eb53829c4c0b6dc20115d957d2d8e945630ddf40c656dc4e39c5a6e51f2/optree-0.13.1-cp313-cp313t-win32.whl", hash = "sha256:e40f018f522fcfd244688d1b3a360518e636ba7f636385aae0566eae3e7d29bc", size = 292734 },
-    { url = "https://files.pythonhosted.org/packages/2f/59/d7601959ad0b90d309794c0975a256304488b4c5671f24e3e12101ade7ef/optree-0.13.1-cp313-cp313t-win_amd64.whl", hash = "sha256:d580f1bf23bb352c4db6b3544f282f1ac08dcb0d9ab537d25e56220353438cf7", size = 331457 },
-    { url = "https://files.pythonhosted.org/packages/8b/36/c01a5bc34660d46c6a3b1fe090bbdc8c76af7b5c1a6613cc671aa6df8349/optree-0.13.1-cp313-cp313t-win_arm64.whl", hash = "sha256:c4d13f55dbd509d27be3af54d53b4ca0751bc518244ced6d0567e518e51452a2", size = 331470 },
+sdist = { url = "https://files.pythonhosted.org/packages/4c/10/37411ac8cf8cb07b9db9ddc3e36f84869fd1cabcee3d6af8d347c28744f2/optree-0.15.0.tar.gz", hash = "sha256:d00a45e3b192093ef2cd32bf0d541ecbfc93c1bd73a5f3fe36293499f28a50cf", size = 171403, upload-time = "2025-04-06T16:13:18.435Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/70/e3/99135565340ac34857b6edbb3df6e15eb35aa7160f900f12d83f71d38eeb/optree-0.15.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:4ab606720ae319cb43da47c71d7d5fa7cfbb6a02e6da4857331e6f93800c970e", size = 647666, upload-time = "2025-04-06T16:12:14.072Z" },
+    { url = "https://files.pythonhosted.org/packages/93/fc/c9c04494d2ab54f98f8d8c18cb5095a81ad23fb64105cb05e926bb3d1a0c/optree-0.15.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:9cfc5771115f85b0bfa8f72cce1599186fd6a0ea71c8154d8b2751d9170be428", size = 346205, upload-time = "2025-04-06T16:12:15.91Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/c8/25484ec6784435d63e64e87a7dca32760eed4ca60ddd4be1ca14ed421e08/optree-0.15.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8f958a20a311854aaab8bdd0f124aab5b9848f07976b54da3e95526a491aa860", size = 372427, upload-time = "2025-04-06T16:12:17.064Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/27/615a2987137fd8add27e62217527e49f7fd2ec391bbec354dbc59a0cd0af/optree-0.15.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:47ce7e9d81eaed5a05004df1fa279d2608e063dd5eb236e9c95803b4fa0a286c", size = 421611, upload-time = "2025-04-06T16:12:18.219Z" },
+    { url = "https://files.pythonhosted.org/packages/98/e7/0106ee7ebec2e4cfa09f0a3b857e03c80bc80521227f4d64c289ac9601e8/optree-0.15.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c6d6ab3717d48e0e747d9e348e23be1fa0f8a812f73632face6303c438d259ba", size = 415804, upload-time = "2025-04-06T16:12:19.611Z" },
+    { url = "https://files.pythonhosted.org/packages/47/0e/a40ccedb0bac4a894b2b0d17d915b7e8cd3fdc44a5104026cec4102a53fb/optree-0.15.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9c7d101a15be39a9c7c4afae9f0bb85f682eb7d719117e2f9e5fb39c9f6f2c92", size = 386208, upload-time = "2025-04-06T16:12:20.784Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/f6/1d98163b283048d80cb0c8e67d086a1e0ecabe35004d7180d0f28303f611/optree-0.15.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aae337ab30b45a096eb5b4ffc3ad8909731617543a7eb288e0b297b9d10a241f", size = 409276, upload-time = "2025-04-06T16:12:22.067Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/65/4275cd763bafb22c41443b7c7bfd5986b9c97f984537669c356e2c7008a1/optree-0.15.0-cp313-cp313-win32.whl", hash = "sha256:eb9c51d728485f5908111191b5403a3f9bc310d121a981f29fad45750b9ff89c", size = 277924, upload-time = "2025-04-06T16:12:23.638Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/fe/3d9f5463609ac6cb5857d0040739ae7709e1fbc134c58f0dd7cb3d2d93d5/optree-0.15.0-cp313-cp313-win_amd64.whl", hash = "sha256:7f00e6f011f021ae470efe070ec4d2339fb1a8cd0dcdd16fe3dab782a47aba45", size = 309617, upload-time = "2025-04-06T16:12:24.766Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/bb/b7a443be665a91307cd78196018bc45bb0c6ab04fe265f009698311c7bc7/optree-0.15.0-cp313-cp313-win_arm64.whl", hash = "sha256:17990fbc7f4c461de7ae546fc5661f6a248c3dcee966c89c2e2e5ad7f6228bae", size = 303390, upload-time = "2025-04-06T16:12:25.798Z" },
+    { url = "https://files.pythonhosted.org/packages/30/8d/c6977786cc40626f24068d9bd6acbff377b9bed0cd64b7faff1bc3f2d60c/optree-0.15.0-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:b31c88af70e3f5c14ff2aacd38c4076e6cde98f75169fe0bb59543f01bfb9719", size = 747468, upload-time = "2025-04-06T16:12:27.472Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/3f/e5b50c7af3712a97d0341744cd8ebd8ab19cd38561e26caa7a8a10fdf702/optree-0.15.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:bc440f81f738d9c822030c3b4f53b6dec9ceb52410f02fd06b9338dc25a8447f", size = 392638, upload-time = "2025-04-06T16:12:28.535Z" },
+    { url = "https://files.pythonhosted.org/packages/54/3b/1aab1a9dba5c8eb85810ba2683b42b057b1ce1de9bb7ca08c5d35448979e/optree-0.15.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76ffc2dd8c754e95495163dde55b38dc37e6712b6a3bc7f2190b0547a2c403bb", size = 390030, upload-time = "2025-04-06T16:12:29.687Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/95/195be32055ce48cdf8beb31eda74f4643c6a443f1367346c6a8f6606c9eb/optree-0.15.0-cp313-cp313t-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9fa9fb0197cd7b5f2b1fa7e05d30946b3b79bcfc3608fe54dbfc67969895cac9", size = 437350, upload-time = "2025-04-06T16:12:30.84Z" },
+    { url = "https://files.pythonhosted.org/packages/02/01/9eefcdd9112aebc52db668a87f1df2f45c784e34e5a35182d3dad731fc92/optree-0.15.0-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6828639b01ba1177c04875dd9529d938d7b28122c97e7ae14ec41c68ec22826c", size = 434500, upload-time = "2025-04-06T16:12:33.168Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/b3/0749c3a752b4921d54aa88eb1246315a008b5199c6d0e6127bd672a21c87/optree-0.15.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:93c74eed0f52818c30212dba4867f5672e498567bad49dcdffbe8db6703a0d65", size = 404306, upload-time = "2025-04-06T16:12:34.258Z" },
+    { url = "https://files.pythonhosted.org/packages/04/91/1538085ace361f99280a26f9ccdc6023b22e7d0e23fdb849e2ef104fb54f/optree-0.15.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:12188f6832c29dac37385a2f42fce961e303349909cff6d40e21cb27a8d09023", size = 423468, upload-time = "2025-04-06T16:12:35.325Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/ec/c4d2203a6f1206790ea8b794df943a16918649b23cd03ec6beb7f75a81df/optree-0.15.0-cp313-cp313t-win32.whl", hash = "sha256:d7b8ce7d13580985922dcfbda515da3f004cd7cb1b03320b96ea32d8cfd76392", size = 308837, upload-time = "2025-04-06T16:12:36.889Z" },
+    { url = "https://files.pythonhosted.org/packages/66/db/567ea8d2874eb15e9a8a82598ab84a6b809ca16df083b7650deffb8a6171/optree-0.15.0-cp313-cp313t-win_amd64.whl", hash = "sha256:daccdb583abaab14346f0af316ee570152a5c058e7b9fb09d8f8171fe751f2b3", size = 344774, upload-time = "2025-04-06T16:12:38.396Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/67/26804ab0222febadab6e27af4f4e607fad2d9520bb32422842509b79cf63/optree-0.15.0-cp313-cp313t-win_arm64.whl", hash = "sha256:e0162a36a6cedb0829efe980d0b370d4e5970fdb28a6609daa2c906d547add5f", size = 337502, upload-time = "2025-04-06T16:12:39.711Z" },
 ]
 
 [[package]]
 name = "packaging"
-version = "24.2"
+version = "25.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d0/63/68dbb6eb2de9cb10ee4c9c14a0148804425e13c4fb20d61cce69f53106da/packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f", size = 163950 }
+sdist = { url = "https://files.pythonhosted.org/packages/a1/d4/1fc4078c65507b51b96ca8f8c3ba19e6a61c8253c72794544580a7b6c24d/packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f", size = 165727, upload-time = "2025-04-19T11:48:59.673Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/88/ef/eb23f262cca3c0c4eb7ab1933c3b1f03d021f2c48f54763065b6f0e321be/packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759", size = 65451 },
+    { url = "https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484", size = 66469, upload-time = "2025-04-19T11:48:57.875Z" },
 ]
 
 [[package]]
@@ -638,26 +695,26 @@ name = "pandas"
 version = "2.2.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy", marker = "python_full_version >= '3.13'" },
+    { name = "numpy" },
     { name = "python-dateutil" },
     { name = "pytz" },
     { name = "tzdata" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/9c/d6/9f8431bacc2e19dca897724cd097b1bb224a6ad5433784a44b587c7c13af/pandas-2.2.3.tar.gz", hash = "sha256:4f18ba62b61d7e192368b84517265a99b4d7ee8912f8708660fb4a366cc82667", size = 4399213 }
+sdist = { url = "https://files.pythonhosted.org/packages/9c/d6/9f8431bacc2e19dca897724cd097b1bb224a6ad5433784a44b587c7c13af/pandas-2.2.3.tar.gz", hash = "sha256:4f18ba62b61d7e192368b84517265a99b4d7ee8912f8708660fb4a366cc82667", size = 4399213, upload-time = "2024-09-20T13:10:04.827Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/64/22/3b8f4e0ed70644e85cfdcd57454686b9057c6c38d2f74fe4b8bc2527214a/pandas-2.2.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f00d1345d84d8c86a63e476bb4955e46458b304b9575dcf71102b5c705320015", size = 12477643 },
-    { url = "https://files.pythonhosted.org/packages/e4/93/b3f5d1838500e22c8d793625da672f3eec046b1a99257666c94446969282/pandas-2.2.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3508d914817e153ad359d7e069d752cdd736a247c322d932eb89e6bc84217f28", size = 11281573 },
-    { url = "https://files.pythonhosted.org/packages/f5/94/6c79b07f0e5aab1dcfa35a75f4817f5c4f677931d4234afcd75f0e6a66ca/pandas-2.2.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:22a9d949bfc9a502d320aa04e5d02feab689d61da4e7764b62c30b991c42c5f0", size = 15196085 },
-    { url = "https://files.pythonhosted.org/packages/e8/31/aa8da88ca0eadbabd0a639788a6da13bb2ff6edbbb9f29aa786450a30a91/pandas-2.2.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f3a255b2c19987fbbe62a9dfd6cff7ff2aa9ccab3fc75218fd4b7530f01efa24", size = 12711809 },
-    { url = "https://files.pythonhosted.org/packages/ee/7c/c6dbdb0cb2a4344cacfb8de1c5808ca885b2e4dcfde8008266608f9372af/pandas-2.2.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:800250ecdadb6d9c78eae4990da62743b857b470883fa27f652db8bdde7f6659", size = 16356316 },
-    { url = "https://files.pythonhosted.org/packages/57/b7/8b757e7d92023b832869fa8881a992696a0bfe2e26f72c9ae9f255988d42/pandas-2.2.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6374c452ff3ec675a8f46fd9ab25c4ad0ba590b71cf0656f8b6daa5202bca3fb", size = 14022055 },
-    { url = "https://files.pythonhosted.org/packages/3b/bc/4b18e2b8c002572c5a441a64826252ce5da2aa738855747247a971988043/pandas-2.2.3-cp313-cp313-win_amd64.whl", hash = "sha256:61c5ad4043f791b61dd4752191d9f07f0ae412515d59ba8f005832a532f8736d", size = 11481175 },
-    { url = "https://files.pythonhosted.org/packages/76/a3/a5d88146815e972d40d19247b2c162e88213ef51c7c25993942c39dbf41d/pandas-2.2.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3b71f27954685ee685317063bf13c7709a7ba74fc996b84fc6821c59b0f06468", size = 12615650 },
-    { url = "https://files.pythonhosted.org/packages/9c/8c/f0fd18f6140ddafc0c24122c8a964e48294acc579d47def376fef12bcb4a/pandas-2.2.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:38cf8125c40dae9d5acc10fa66af8ea6fdf760b2714ee482ca691fc66e6fcb18", size = 11290177 },
-    { url = "https://files.pythonhosted.org/packages/ed/f9/e995754eab9c0f14c6777401f7eece0943840b7a9fc932221c19d1abee9f/pandas-2.2.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ba96630bc17c875161df3818780af30e43be9b166ce51c9a18c1feae342906c2", size = 14651526 },
-    { url = "https://files.pythonhosted.org/packages/25/b0/98d6ae2e1abac4f35230aa756005e8654649d305df9a28b16b9ae4353bff/pandas-2.2.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1db71525a1538b30142094edb9adc10be3f3e176748cd7acc2240c2f2e5aa3a4", size = 11871013 },
-    { url = "https://files.pythonhosted.org/packages/cc/57/0f72a10f9db6a4628744c8e8f0df4e6e21de01212c7c981d31e50ffc8328/pandas-2.2.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:15c0e1e02e93116177d29ff83e8b1619c93ddc9c49083f237d4312337a61165d", size = 15711620 },
-    { url = "https://files.pythonhosted.org/packages/ab/5f/b38085618b950b79d2d9164a711c52b10aefc0ae6833b96f626b7021b2ed/pandas-2.2.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:ad5b65698ab28ed8d7f18790a0dc58005c7629f227be9ecc1072aa74c0c1d43a", size = 13098436 },
+    { url = "https://files.pythonhosted.org/packages/64/22/3b8f4e0ed70644e85cfdcd57454686b9057c6c38d2f74fe4b8bc2527214a/pandas-2.2.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f00d1345d84d8c86a63e476bb4955e46458b304b9575dcf71102b5c705320015", size = 12477643, upload-time = "2024-09-20T13:09:25.522Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/93/b3f5d1838500e22c8d793625da672f3eec046b1a99257666c94446969282/pandas-2.2.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3508d914817e153ad359d7e069d752cdd736a247c322d932eb89e6bc84217f28", size = 11281573, upload-time = "2024-09-20T13:09:28.012Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/94/6c79b07f0e5aab1dcfa35a75f4817f5c4f677931d4234afcd75f0e6a66ca/pandas-2.2.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:22a9d949bfc9a502d320aa04e5d02feab689d61da4e7764b62c30b991c42c5f0", size = 15196085, upload-time = "2024-09-20T19:02:10.451Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/31/aa8da88ca0eadbabd0a639788a6da13bb2ff6edbbb9f29aa786450a30a91/pandas-2.2.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f3a255b2c19987fbbe62a9dfd6cff7ff2aa9ccab3fc75218fd4b7530f01efa24", size = 12711809, upload-time = "2024-09-20T13:09:30.814Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/7c/c6dbdb0cb2a4344cacfb8de1c5808ca885b2e4dcfde8008266608f9372af/pandas-2.2.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:800250ecdadb6d9c78eae4990da62743b857b470883fa27f652db8bdde7f6659", size = 16356316, upload-time = "2024-09-20T19:02:13.825Z" },
+    { url = "https://files.pythonhosted.org/packages/57/b7/8b757e7d92023b832869fa8881a992696a0bfe2e26f72c9ae9f255988d42/pandas-2.2.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6374c452ff3ec675a8f46fd9ab25c4ad0ba590b71cf0656f8b6daa5202bca3fb", size = 14022055, upload-time = "2024-09-20T13:09:33.462Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/bc/4b18e2b8c002572c5a441a64826252ce5da2aa738855747247a971988043/pandas-2.2.3-cp313-cp313-win_amd64.whl", hash = "sha256:61c5ad4043f791b61dd4752191d9f07f0ae412515d59ba8f005832a532f8736d", size = 11481175, upload-time = "2024-09-20T13:09:35.871Z" },
+    { url = "https://files.pythonhosted.org/packages/76/a3/a5d88146815e972d40d19247b2c162e88213ef51c7c25993942c39dbf41d/pandas-2.2.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3b71f27954685ee685317063bf13c7709a7ba74fc996b84fc6821c59b0f06468", size = 12615650, upload-time = "2024-09-20T13:09:38.685Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/8c/f0fd18f6140ddafc0c24122c8a964e48294acc579d47def376fef12bcb4a/pandas-2.2.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:38cf8125c40dae9d5acc10fa66af8ea6fdf760b2714ee482ca691fc66e6fcb18", size = 11290177, upload-time = "2024-09-20T13:09:41.141Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/f9/e995754eab9c0f14c6777401f7eece0943840b7a9fc932221c19d1abee9f/pandas-2.2.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ba96630bc17c875161df3818780af30e43be9b166ce51c9a18c1feae342906c2", size = 14651526, upload-time = "2024-09-20T19:02:16.905Z" },
+    { url = "https://files.pythonhosted.org/packages/25/b0/98d6ae2e1abac4f35230aa756005e8654649d305df9a28b16b9ae4353bff/pandas-2.2.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1db71525a1538b30142094edb9adc10be3f3e176748cd7acc2240c2f2e5aa3a4", size = 11871013, upload-time = "2024-09-20T13:09:44.39Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/57/0f72a10f9db6a4628744c8e8f0df4e6e21de01212c7c981d31e50ffc8328/pandas-2.2.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:15c0e1e02e93116177d29ff83e8b1619c93ddc9c49083f237d4312337a61165d", size = 15711620, upload-time = "2024-09-20T19:02:20.639Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/5f/b38085618b950b79d2d9164a711c52b10aefc0ae6833b96f626b7021b2ed/pandas-2.2.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:ad5b65698ab28ed8d7f18790a0dc58005c7629f227be9ecc1072aa74c0c1d43a", size = 13098436, upload-time = "2024-09-20T13:09:48.112Z" },
 ]
 
 [[package]]
@@ -667,68 +724,71 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d1/81/74f6a65b848ffd16c18f920620ce999fe45fe27f01ab3911260ce4ed85e4/patsy-1.0.1.tar.gz", hash = "sha256:e786a9391eec818c054e359b737bbce692f051aee4c661f4141cc88fb459c0c4", size = 396010 }
+sdist = { url = "https://files.pythonhosted.org/packages/d1/81/74f6a65b848ffd16c18f920620ce999fe45fe27f01ab3911260ce4ed85e4/patsy-1.0.1.tar.gz", hash = "sha256:e786a9391eec818c054e359b737bbce692f051aee4c661f4141cc88fb459c0c4", size = 396010, upload-time = "2024-11-12T14:10:54.642Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/87/2b/b50d3d08ea0fc419c183a84210571eba005328efa62b6b98bc28e9ead32a/patsy-1.0.1-py2.py3-none-any.whl", hash = "sha256:751fb38f9e97e62312e921a1954b81e1bb2bcda4f5eeabaf94db251ee791509c", size = 232923 },
+    { url = "https://files.pythonhosted.org/packages/87/2b/b50d3d08ea0fc419c183a84210571eba005328efa62b6b98bc28e9ead32a/patsy-1.0.1-py2.py3-none-any.whl", hash = "sha256:751fb38f9e97e62312e921a1954b81e1bb2bcda4f5eeabaf94db251ee791509c", size = 232923, upload-time = "2024-11-12T14:10:52.85Z" },
 ]
 
 [[package]]
 name = "pillow"
-version = "11.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a5/26/0d95c04c868f6bdb0c447e3ee2de5564411845e36a858cfd63766bc7b563/pillow-11.0.0.tar.gz", hash = "sha256:72bacbaf24ac003fea9bff9837d1eedb6088758d41e100c1552930151f677739", size = 46737780 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/63/24/e2e15e392d00fcf4215907465d8ec2a2f23bcec1481a8ebe4ae760459995/pillow-11.0.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:bcd1fb5bb7b07f64c15618c89efcc2cfa3e95f0e3bcdbaf4642509de1942a699", size = 3147300 },
-    { url = "https://files.pythonhosted.org/packages/43/72/92ad4afaa2afc233dc44184adff289c2e77e8cd916b3ddb72ac69495bda3/pillow-11.0.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0e038b0745997c7dcaae350d35859c9715c71e92ffb7e0f4a8e8a16732150f38", size = 2978742 },
-    { url = "https://files.pythonhosted.org/packages/9e/da/c8d69c5bc85d72a8523fe862f05ababdc52c0a755cfe3d362656bb86552b/pillow-11.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0ae08bd8ffc41aebf578c2af2f9d8749d91f448b3bfd41d7d9ff573d74f2a6b2", size = 4194349 },
-    { url = "https://files.pythonhosted.org/packages/cd/e8/686d0caeed6b998351d57796496a70185376ed9c8ec7d99e1d19ad591fc6/pillow-11.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d69bfd8ec3219ae71bcde1f942b728903cad25fafe3100ba2258b973bd2bc1b2", size = 4298714 },
-    { url = "https://files.pythonhosted.org/packages/ec/da/430015cec620d622f06854be67fd2f6721f52fc17fca8ac34b32e2d60739/pillow-11.0.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:61b887f9ddba63ddf62fd02a3ba7add935d053b6dd7d58998c630e6dbade8527", size = 4208514 },
-    { url = "https://files.pythonhosted.org/packages/44/ae/7e4f6662a9b1cb5f92b9cc9cab8321c381ffbee309210940e57432a4063a/pillow-11.0.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:c6a660307ca9d4867caa8d9ca2c2658ab685de83792d1876274991adec7b93fa", size = 4380055 },
-    { url = "https://files.pythonhosted.org/packages/74/d5/1a807779ac8a0eeed57f2b92a3c32ea1b696e6140c15bd42eaf908a261cd/pillow-11.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:73e3a0200cdda995c7e43dd47436c1548f87a30bb27fb871f352a22ab8dcf45f", size = 4296751 },
-    { url = "https://files.pythonhosted.org/packages/38/8c/5fa3385163ee7080bc13026d59656267daaaaf3c728c233d530e2c2757c8/pillow-11.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:fba162b8872d30fea8c52b258a542c5dfd7b235fb5cb352240c8d63b414013eb", size = 4430378 },
-    { url = "https://files.pythonhosted.org/packages/ca/1d/ad9c14811133977ff87035bf426875b93097fb50af747793f013979facdb/pillow-11.0.0-cp313-cp313-win32.whl", hash = "sha256:f1b82c27e89fffc6da125d5eb0ca6e68017faf5efc078128cfaa42cf5cb38798", size = 2249588 },
-    { url = "https://files.pythonhosted.org/packages/fb/01/3755ba287dac715e6afdb333cb1f6d69740a7475220b4637b5ce3d78cec2/pillow-11.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:8ba470552b48e5835f1d23ecb936bb7f71d206f9dfeee64245f30c3270b994de", size = 2567509 },
-    { url = "https://files.pythonhosted.org/packages/c0/98/2c7d727079b6be1aba82d195767d35fcc2d32204c7a5820f822df5330152/pillow-11.0.0-cp313-cp313-win_arm64.whl", hash = "sha256:846e193e103b41e984ac921b335df59195356ce3f71dcfd155aa79c603873b84", size = 2254791 },
-    { url = "https://files.pythonhosted.org/packages/eb/38/998b04cc6f474e78b563716b20eecf42a2fa16a84589d23c8898e64b0ffd/pillow-11.0.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:4ad70c4214f67d7466bea6a08061eba35c01b1b89eaa098040a35272a8efb22b", size = 3150854 },
-    { url = "https://files.pythonhosted.org/packages/13/8e/be23a96292113c6cb26b2aa3c8b3681ec62b44ed5c2bd0b258bd59503d3c/pillow-11.0.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:6ec0d5af64f2e3d64a165f490d96368bb5dea8b8f9ad04487f9ab60dc4bb6003", size = 2982369 },
-    { url = "https://files.pythonhosted.org/packages/97/8a/3db4eaabb7a2ae8203cd3a332a005e4aba00067fc514aaaf3e9721be31f1/pillow-11.0.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c809a70e43c7977c4a42aefd62f0131823ebf7dd73556fa5d5950f5b354087e2", size = 4333703 },
-    { url = "https://files.pythonhosted.org/packages/28/ac/629ffc84ff67b9228fe87a97272ab125bbd4dc462745f35f192d37b822f1/pillow-11.0.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:4b60c9520f7207aaf2e1d94de026682fc227806c6e1f55bba7606d1c94dd623a", size = 4412550 },
-    { url = "https://files.pythonhosted.org/packages/d6/07/a505921d36bb2df6868806eaf56ef58699c16c388e378b0dcdb6e5b2fb36/pillow-11.0.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:1e2688958a840c822279fda0086fec1fdab2f95bf2b717b66871c4ad9859d7e8", size = 4461038 },
-    { url = "https://files.pythonhosted.org/packages/d6/b9/fb620dd47fc7cc9678af8f8bd8c772034ca4977237049287e99dda360b66/pillow-11.0.0-cp313-cp313t-win32.whl", hash = "sha256:607bbe123c74e272e381a8d1957083a9463401f7bd01287f50521ecb05a313f8", size = 2253197 },
-    { url = "https://files.pythonhosted.org/packages/df/86/25dde85c06c89d7fc5db17940f07aae0a56ac69aa9ccb5eb0f09798862a8/pillow-11.0.0-cp313-cp313t-win_amd64.whl", hash = "sha256:5c39ed17edea3bc69c743a8dd3e9853b7509625c2462532e62baa0732163a904", size = 2572169 },
-    { url = "https://files.pythonhosted.org/packages/51/85/9c33f2517add612e17f3381aee7c4072779130c634921a756c97bc29fb49/pillow-11.0.0-cp313-cp313t-win_arm64.whl", hash = "sha256:75acbbeb05b86bc53cbe7b7e6fe00fbcf82ad7c684b3ad82e3d711da9ba287d3", size = 2256828 },
+version = "11.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/cb/bb5c01fcd2a69335b86c22142b2bccfc3464087efb7fd382eee5ffc7fdf7/pillow-11.2.1.tar.gz", hash = "sha256:a64dd61998416367b7ef979b73d3a85853ba9bec4c2925f74e588879a58716b6", size = 47026707, upload-time = "2025-04-12T17:50:03.289Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/36/9c/447528ee3776e7ab8897fe33697a7ff3f0475bb490c5ac1456a03dc57956/pillow-11.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:fdec757fea0b793056419bca3e9932eb2b0ceec90ef4813ea4c1e072c389eb28", size = 3190098, upload-time = "2025-04-12T17:48:23.915Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/09/29d5cd052f7566a63e5b506fac9c60526e9ecc553825551333e1e18a4858/pillow-11.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:b0e130705d568e2f43a17bcbe74d90958e8a16263868a12c3e0d9c8162690830", size = 3030166, upload-time = "2025-04-12T17:48:25.738Z" },
+    { url = "https://files.pythonhosted.org/packages/71/5d/446ee132ad35e7600652133f9c2840b4799bbd8e4adba881284860da0a36/pillow-11.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7bdb5e09068332578214cadd9c05e3d64d99e0e87591be22a324bdbc18925be0", size = 4408674, upload-time = "2025-04-12T17:48:27.908Z" },
+    { url = "https://files.pythonhosted.org/packages/69/5f/cbe509c0ddf91cc3a03bbacf40e5c2339c4912d16458fcb797bb47bcb269/pillow-11.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d189ba1bebfbc0c0e529159631ec72bb9e9bc041f01ec6d3233d6d82eb823bc1", size = 4496005, upload-time = "2025-04-12T17:48:29.888Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/b3/dd4338d8fb8a5f312021f2977fb8198a1184893f9b00b02b75d565c33b51/pillow-11.2.1-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:191955c55d8a712fab8934a42bfefbf99dd0b5875078240943f913bb66d46d9f", size = 4518707, upload-time = "2025-04-12T17:48:31.874Z" },
+    { url = "https://files.pythonhosted.org/packages/13/eb/2552ecebc0b887f539111c2cd241f538b8ff5891b8903dfe672e997529be/pillow-11.2.1-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:ad275964d52e2243430472fc5d2c2334b4fc3ff9c16cb0a19254e25efa03a155", size = 4610008, upload-time = "2025-04-12T17:48:34.422Z" },
+    { url = "https://files.pythonhosted.org/packages/72/d1/924ce51bea494cb6e7959522d69d7b1c7e74f6821d84c63c3dc430cbbf3b/pillow-11.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:750f96efe0597382660d8b53e90dd1dd44568a8edb51cb7f9d5d918b80d4de14", size = 4585420, upload-time = "2025-04-12T17:48:37.641Z" },
+    { url = "https://files.pythonhosted.org/packages/43/ab/8f81312d255d713b99ca37479a4cb4b0f48195e530cdc1611990eb8fd04b/pillow-11.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:fe15238d3798788d00716637b3d4e7bb6bde18b26e5d08335a96e88564a36b6b", size = 4667655, upload-time = "2025-04-12T17:48:39.652Z" },
+    { url = "https://files.pythonhosted.org/packages/94/86/8f2e9d2dc3d308dfd137a07fe1cc478df0a23d42a6c4093b087e738e4827/pillow-11.2.1-cp313-cp313-win32.whl", hash = "sha256:3fe735ced9a607fee4f481423a9c36701a39719252a9bb251679635f99d0f7d2", size = 2332329, upload-time = "2025-04-12T17:48:41.765Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/ec/1179083b8d6067a613e4d595359b5fdea65d0a3b7ad623fee906e1b3c4d2/pillow-11.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:74ee3d7ecb3f3c05459ba95eed5efa28d6092d751ce9bf20e3e253a4e497e691", size = 2676388, upload-time = "2025-04-12T17:48:43.625Z" },
+    { url = "https://files.pythonhosted.org/packages/23/f1/2fc1e1e294de897df39fa8622d829b8828ddad938b0eaea256d65b84dd72/pillow-11.2.1-cp313-cp313-win_arm64.whl", hash = "sha256:5119225c622403afb4b44bad4c1ca6c1f98eed79db8d3bc6e4e160fc6339d66c", size = 2414950, upload-time = "2025-04-12T17:48:45.475Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/3e/c328c48b3f0ead7bab765a84b4977acb29f101d10e4ef57a5e3400447c03/pillow-11.2.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:8ce2e8411c7aaef53e6bb29fe98f28cd4fbd9a1d9be2eeea434331aac0536b22", size = 3192759, upload-time = "2025-04-12T17:48:47.866Z" },
+    { url = "https://files.pythonhosted.org/packages/18/0e/1c68532d833fc8b9f404d3a642991441d9058eccd5606eab31617f29b6d4/pillow-11.2.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:9ee66787e095127116d91dea2143db65c7bb1e232f617aa5957c0d9d2a3f23a7", size = 3033284, upload-time = "2025-04-12T17:48:50.189Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/cb/6faf3fb1e7705fd2db74e070f3bf6f88693601b0ed8e81049a8266de4754/pillow-11.2.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9622e3b6c1d8b551b6e6f21873bdcc55762b4b2126633014cea1803368a9aa16", size = 4445826, upload-time = "2025-04-12T17:48:52.346Z" },
+    { url = "https://files.pythonhosted.org/packages/07/94/8be03d50b70ca47fb434a358919d6a8d6580f282bbb7af7e4aa40103461d/pillow-11.2.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:63b5dff3a68f371ea06025a1a6966c9a1e1ee452fc8020c2cd0ea41b83e9037b", size = 4527329, upload-time = "2025-04-12T17:48:54.403Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/a4/bfe78777076dc405e3bd2080bc32da5ab3945b5a25dc5d8acaa9de64a162/pillow-11.2.1-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:31df6e2d3d8fc99f993fd253e97fae451a8db2e7207acf97859732273e108406", size = 4549049, upload-time = "2025-04-12T17:48:56.383Z" },
+    { url = "https://files.pythonhosted.org/packages/65/4d/eaf9068dc687c24979e977ce5677e253624bd8b616b286f543f0c1b91662/pillow-11.2.1-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:062b7a42d672c45a70fa1f8b43d1d38ff76b63421cbbe7f88146b39e8a558d91", size = 4635408, upload-time = "2025-04-12T17:48:58.782Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/26/0fd443365d9c63bc79feb219f97d935cd4b93af28353cba78d8e77b61719/pillow-11.2.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:4eb92eca2711ef8be42fd3f67533765d9fd043b8c80db204f16c8ea62ee1a751", size = 4614863, upload-time = "2025-04-12T17:49:00.709Z" },
+    { url = "https://files.pythonhosted.org/packages/49/65/dca4d2506be482c2c6641cacdba5c602bc76d8ceb618fd37de855653a419/pillow-11.2.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:f91ebf30830a48c825590aede79376cb40f110b387c17ee9bd59932c961044f9", size = 4692938, upload-time = "2025-04-12T17:49:02.946Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/92/1ca0c3f09233bd7decf8f7105a1c4e3162fb9142128c74adad0fb361b7eb/pillow-11.2.1-cp313-cp313t-win32.whl", hash = "sha256:e0b55f27f584ed623221cfe995c912c61606be8513bfa0e07d2c674b4516d9dd", size = 2335774, upload-time = "2025-04-12T17:49:04.889Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/ac/77525347cb43b83ae905ffe257bbe2cc6fd23acb9796639a1f56aa59d191/pillow-11.2.1-cp313-cp313t-win_amd64.whl", hash = "sha256:36d6b82164c39ce5482f649b437382c0fb2395eabc1e2b1702a6deb8ad647d6e", size = 2681895, upload-time = "2025-04-12T17:49:06.635Z" },
+    { url = "https://files.pythonhosted.org/packages/67/32/32dc030cfa91ca0fc52baebbba2e009bb001122a1daa8b6a79ad830b38d3/pillow-11.2.1-cp313-cp313t-win_arm64.whl", hash = "sha256:225c832a13326e34f212d2072982bb1adb210e0cc0b153e688743018c94a2681", size = 2417234, upload-time = "2025-04-12T17:49:08.399Z" },
 ]
 
 [[package]]
 name = "pluggy"
 version = "1.5.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/96/2d/02d4312c973c6050a18b314a5ad0b3210edb65a906f868e31c111dede4a6/pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1", size = 67955 }
+sdist = { url = "https://files.pythonhosted.org/packages/96/2d/02d4312c973c6050a18b314a5ad0b3210edb65a906f868e31c111dede4a6/pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1", size = 67955, upload-time = "2024-04-20T21:34:42.531Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/88/5f/e351af9a41f866ac3f1fac4ca0613908d9a41741cfcf2228f4ad853b697d/pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669", size = 20556 },
+    { url = "https://files.pythonhosted.org/packages/88/5f/e351af9a41f866ac3f1fac4ca0613908d9a41741cfcf2228f4ad853b697d/pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669", size = 20556, upload-time = "2024-04-20T21:34:40.434Z" },
 ]
 
 [[package]]
 name = "pygments"
-version = "2.18.0"
+version = "2.19.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/8e/62/8336eff65bcbc8e4cb5d05b55faf041285951b6e80f33e2bff2024788f31/pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199", size = 4891905 }
+sdist = { url = "https://files.pythonhosted.org/packages/7c/2d/c3338d48ea6cc0feb8446d8e6937e1408088a72a39937982cc6111d17f84/pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f", size = 4968581, upload-time = "2025-01-06T17:26:30.443Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f7/3f/01c8b82017c199075f8f788d0d906b9ffbbc5a47dc9918a945e13d5a2bda/pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a", size = 1205513 },
+    { url = "https://files.pythonhosted.org/packages/8a/0b/9fcc47d19c48b59121088dd6da2488a49d5f72dacf8262e2790a1d2c7d15/pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c", size = 1225293, upload-time = "2025-01-06T17:26:25.553Z" },
 ]
 
 [[package]]
 name = "pyparsing"
-version = "3.2.0"
+version = "3.2.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/8c/d5/e5aeee5387091148a19e1145f63606619cb5f20b83fccb63efae6474e7b2/pyparsing-3.2.0.tar.gz", hash = "sha256:cbf74e27246d595d9a74b186b810f6fbb86726dbf3b9532efb343f6d7294fe9c", size = 920984 }
+sdist = { url = "https://files.pythonhosted.org/packages/bb/22/f1129e69d94ffff626bdb5c835506b3a5b4f3d070f17ea295e12c2c6f60f/pyparsing-3.2.3.tar.gz", hash = "sha256:b9c13f1ab8b3b542f72e28f634bad4de758ab3ce4546e4301970ad6fa77c38be", size = 1088608, upload-time = "2025-03-25T05:01:28.114Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/be/ec/2eb3cd785efd67806c46c13a17339708ddc346cbb684eade7a6e6f79536a/pyparsing-3.2.0-py3-none-any.whl", hash = "sha256:93d9577b88da0bbea8cc8334ee8b918ed014968fd2ec383e868fb8afb1ccef84", size = 106921 },
+    { url = "https://files.pythonhosted.org/packages/05/e7/df2285f3d08fee213f2d041540fa4fc9ca6c2d44cf36d3a035bf2a8d2bcc/pyparsing-3.2.3-py3-none-any.whl", hash = "sha256:a749938e02d6fd0b59b356ca504a24982314bb090c383e3cf201c95ef7e2bfcf", size = 111120, upload-time = "2025-03-25T05:01:24.908Z" },
 ]
 
 [[package]]
 name = "pytest"
-version = "8.3.4"
+version = "8.3.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
@@ -736,22 +796,22 @@ dependencies = [
     { name = "packaging" },
     { name = "pluggy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/05/35/30e0d83068951d90a01852cb1cef56e5d8a09d20c7f511634cc2f7e0372a/pytest-8.3.4.tar.gz", hash = "sha256:965370d062bce11e73868e0335abac31b4d3de0e82f4007408d242b4f8610761", size = 1445919 }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/3c/c9d525a414d506893f0cd8a8d0de7706446213181570cdbd766691164e40/pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845", size = 1450891, upload-time = "2025-03-02T12:54:54.503Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/11/92/76a1c94d3afee238333bc0a42b82935dd8f9cf8ce9e336ff87ee14d9e1cf/pytest-8.3.4-py3-none-any.whl", hash = "sha256:50e16d954148559c9a74109af1eaf0c945ba2d8f30f0a3d3335edde19788b6f6", size = 343083 },
+    { url = "https://files.pythonhosted.org/packages/30/3d/64ad57c803f1fa1e963a7946b6e0fea4a70df53c1a7fed304586539c2bac/pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820", size = 343634, upload-time = "2025-03-02T12:54:52.069Z" },
 ]
 
 [[package]]
 name = "pytest-cov"
-version = "6.0.0"
+version = "6.1.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "coverage" },
     { name = "pytest" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/be/45/9b538de8cef30e17c7b45ef42f538a94889ed6a16f2387a6c89e73220651/pytest-cov-6.0.0.tar.gz", hash = "sha256:fde0b595ca248bb8e2d76f020b465f3b107c9632e6a1d1705f17834c89dcadc0", size = 66945 }
+sdist = { url = "https://files.pythonhosted.org/packages/25/69/5f1e57f6c5a39f81411b550027bf72842c4567ff5fd572bed1edc9e4b5d9/pytest_cov-6.1.1.tar.gz", hash = "sha256:46935f7aaefba760e716c2ebfbe1c216240b9592966e7da99ea8292d4d3e2a0a", size = 66857, upload-time = "2025-04-05T14:07:51.592Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/36/3b/48e79f2cd6a61dbbd4807b4ed46cb564b4fd50a76166b1c4ea5c1d9e2371/pytest_cov-6.0.0-py3-none-any.whl", hash = "sha256:eee6f1b9e61008bd34975a4d5bab25801eb31898b032dd55addc93e96fcaaa35", size = 22949 },
+    { url = "https://files.pythonhosted.org/packages/28/d0/def53b4a790cfb21483016430ed828f64830dd981ebe1089971cd10cab25/pytest_cov-6.1.1-py3-none-any.whl", hash = "sha256:bddf29ed2d0ab6f4df17b4c55b0a657287db8684af9c42ea546b21b1041b3dde", size = 23841, upload-time = "2025-04-05T14:07:49.641Z" },
 ]
 
 [[package]]
@@ -761,35 +821,35 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "six" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432 }
+sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432, upload-time = "2024-03-01T18:36:20.211Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892 },
+    { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" },
 ]
 
 [[package]]
 name = "pytz"
-version = "2024.2"
+version = "2025.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/3a/31/3c70bf7603cc2dca0f19bdc53b4537a797747a58875b552c8c413d963a3f/pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a", size = 319692 }
+sdist = { url = "https://files.pythonhosted.org/packages/f8/bf/abbd3cdfb8fbc7fb3d4d38d320f2441b1e7cbe29be4f23797b4a2b5d8aac/pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3", size = 320884, upload-time = "2025-03-25T02:25:00.538Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/11/c3/005fcca25ce078d2cc29fd559379817424e94885510568bc1bc53d7d5846/pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725", size = 508002 },
+    { url = "https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00", size = 509225, upload-time = "2025-03-25T02:24:58.468Z" },
 ]
 
 [[package]]
 name = "pyyaml"
 version = "6.0.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/54/ed/79a089b6be93607fa5cdaedf301d7dfb23af5f25c398d5ead2525b063e17/pyyaml-6.0.2.tar.gz", hash = "sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e", size = 130631 }
+sdist = { url = "https://files.pythonhosted.org/packages/54/ed/79a089b6be93607fa5cdaedf301d7dfb23af5f25c398d5ead2525b063e17/pyyaml-6.0.2.tar.gz", hash = "sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e", size = 130631, upload-time = "2024-08-06T20:33:50.674Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ef/e3/3af305b830494fa85d95f6d95ef7fa73f2ee1cc8ef5b495c7c3269fb835f/PyYAML-6.0.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba", size = 181309 },
-    { url = "https://files.pythonhosted.org/packages/45/9f/3b1c20a0b7a3200524eb0076cc027a970d320bd3a6592873c85c92a08731/PyYAML-6.0.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1", size = 171679 },
-    { url = "https://files.pythonhosted.org/packages/7c/9a/337322f27005c33bcb656c655fa78325b730324c78620e8328ae28b64d0c/PyYAML-6.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133", size = 733428 },
-    { url = "https://files.pythonhosted.org/packages/a3/69/864fbe19e6c18ea3cc196cbe5d392175b4cf3d5d0ac1403ec3f2d237ebb5/PyYAML-6.0.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484", size = 763361 },
-    { url = "https://files.pythonhosted.org/packages/04/24/b7721e4845c2f162d26f50521b825fb061bc0a5afcf9a386840f23ea19fa/PyYAML-6.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5", size = 759523 },
-    { url = "https://files.pythonhosted.org/packages/2b/b2/e3234f59ba06559c6ff63c4e10baea10e5e7df868092bf9ab40e5b9c56b6/PyYAML-6.0.2-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc", size = 726660 },
-    { url = "https://files.pythonhosted.org/packages/fe/0f/25911a9f080464c59fab9027482f822b86bf0608957a5fcc6eaac85aa515/PyYAML-6.0.2-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652", size = 751597 },
-    { url = "https://files.pythonhosted.org/packages/14/0d/e2c3b43bbce3cf6bd97c840b46088a3031085179e596d4929729d8d68270/PyYAML-6.0.2-cp313-cp313-win32.whl", hash = "sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183", size = 140527 },
-    { url = "https://files.pythonhosted.org/packages/fa/de/02b54f42487e3d3c6efb3f89428677074ca7bf43aae402517bc7cca949f3/PyYAML-6.0.2-cp313-cp313-win_amd64.whl", hash = "sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563", size = 156446 },
+    { url = "https://files.pythonhosted.org/packages/ef/e3/3af305b830494fa85d95f6d95ef7fa73f2ee1cc8ef5b495c7c3269fb835f/PyYAML-6.0.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba", size = 181309, upload-time = "2024-08-06T20:32:43.4Z" },
+    { url = "https://files.pythonhosted.org/packages/45/9f/3b1c20a0b7a3200524eb0076cc027a970d320bd3a6592873c85c92a08731/PyYAML-6.0.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1", size = 171679, upload-time = "2024-08-06T20:32:44.801Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/9a/337322f27005c33bcb656c655fa78325b730324c78620e8328ae28b64d0c/PyYAML-6.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133", size = 733428, upload-time = "2024-08-06T20:32:46.432Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/69/864fbe19e6c18ea3cc196cbe5d392175b4cf3d5d0ac1403ec3f2d237ebb5/PyYAML-6.0.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484", size = 763361, upload-time = "2024-08-06T20:32:51.188Z" },
+    { url = "https://files.pythonhosted.org/packages/04/24/b7721e4845c2f162d26f50521b825fb061bc0a5afcf9a386840f23ea19fa/PyYAML-6.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5", size = 759523, upload-time = "2024-08-06T20:32:53.019Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/b2/e3234f59ba06559c6ff63c4e10baea10e5e7df868092bf9ab40e5b9c56b6/PyYAML-6.0.2-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc", size = 726660, upload-time = "2024-08-06T20:32:54.708Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/0f/25911a9f080464c59fab9027482f822b86bf0608957a5fcc6eaac85aa515/PyYAML-6.0.2-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652", size = 751597, upload-time = "2024-08-06T20:32:56.985Z" },
+    { url = "https://files.pythonhosted.org/packages/14/0d/e2c3b43bbce3cf6bd97c840b46088a3031085179e596d4929729d8d68270/PyYAML-6.0.2-cp313-cp313-win32.whl", hash = "sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183", size = 140527, upload-time = "2024-08-06T20:33:03.001Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/de/02b54f42487e3d3c6efb3f89428677074ca7bf43aae402517bc7cca949f3/PyYAML-6.0.2-cp313-cp313-win_amd64.whl", hash = "sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563", size = 156446, upload-time = "2024-08-06T20:33:04.33Z" },
 ]
 
 [[package]]
@@ -802,65 +862,49 @@ dependencies = [
     { name = "idna" },
     { name = "urllib3" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/63/70/2bf7780ad2d390a8d301ad0b550f1581eadbd9a20f896afe06353c2a2913/requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760", size = 131218 }
+sdist = { url = "https://files.pythonhosted.org/packages/63/70/2bf7780ad2d390a8d301ad0b550f1581eadbd9a20f896afe06353c2a2913/requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760", size = 131218, upload-time = "2024-05-29T15:37:49.536Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f9/9b/335f9764261e915ed497fcdeb11df5dfd6f7bf257d4a6a2a686d80da4d54/requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6", size = 64928 },
+    { url = "https://files.pythonhosted.org/packages/f9/9b/335f9764261e915ed497fcdeb11df5dfd6f7bf257d4a6a2a686d80da4d54/requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6", size = 64928, upload-time = "2024-05-29T15:37:47.027Z" },
 ]
 
 [[package]]
 name = "requests-oauthlib"
-version = "1.3.1"
+version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "oauthlib" },
     { name = "requests" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/95/52/531ef197b426646f26b53815a7d2a67cb7a331ef098bb276db26a68ac49f/requests-oauthlib-1.3.1.tar.gz", hash = "sha256:75beac4a47881eeb94d5ea5d6ad31ef88856affe2332b9aafb52c6452ccf0d7a", size = 52027 }
+sdist = { url = "https://files.pythonhosted.org/packages/42/f2/05f29bc3913aea15eb670be136045bf5c5bbf4b99ecb839da9b422bb2c85/requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9", size = 55650, upload-time = "2024-03-22T20:32:29.939Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6f/bb/5deac77a9af870143c684ab46a7934038a53eb4aa975bc0687ed6ca2c610/requests_oauthlib-1.3.1-py2.py3-none-any.whl", hash = "sha256:2577c501a2fb8d05a304c09d090d6e47c306fef15809d102b327cf8364bddab5", size = 23892 },
+    { url = "https://files.pythonhosted.org/packages/3b/5d/63d4ae3b9daea098d5d6f5da83984853c1bbacd5dc826764b249fe119d24/requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36", size = 24179, upload-time = "2024-03-22T20:32:28.055Z" },
 ]
 
 [[package]]
 name = "rich"
-version = "13.9.4"
+version = "14.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "markdown-it-py" },
     { name = "pygments" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ab/3a/0316b28d0761c6734d6bc14e770d85506c986c85ffb239e688eeaab2c2bc/rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098", size = 223149 }
+sdist = { url = "https://files.pythonhosted.org/packages/a1/53/830aa4c3066a8ab0ae9a9955976fb770fe9c6102117c8ec4ab3ea62d89e8/rich-14.0.0.tar.gz", hash = "sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725", size = 224078, upload-time = "2025-03-30T14:15:14.23Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/19/71/39c7c0d87f8d4e6c020a393182060eaefeeae6c01dab6a84ec346f2567df/rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90", size = 242424 },
+    { url = "https://files.pythonhosted.org/packages/0d/9b/63f4c7ebc259242c89b3acafdb37b41d1185c07ff0011164674e9076b491/rich-14.0.0-py3-none-any.whl", hash = "sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0", size = 243229, upload-time = "2025-03-30T14:15:12.283Z" },
 ]
 
 [[package]]
-name = "ruff"
-version = "0.8.1"
+name = "roman-numerals-py"
+version = "3.1.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/95/d0/8ff5b189d125f4260f2255d143bf2fa413b69c2610c405ace7a0a8ec81ec/ruff-0.8.1.tar.gz", hash = "sha256:3583db9a6450364ed5ca3f3b4225958b24f78178908d5c4bc0f46251ccca898f", size = 3313222 }
+sdist = { url = "https://files.pythonhosted.org/packages/30/76/48fd56d17c5bdbdf65609abbc67288728a98ed4c02919428d4f52d23b24b/roman_numerals_py-3.1.0.tar.gz", hash = "sha256:be4bf804f083a4ce001b5eb7e3c0862479d10f94c936f6c4e5f250aa5ff5bd2d", size = 9017, upload-time = "2025-02-22T07:34:54.333Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a2/d6/1a6314e568db88acdbb5121ed53e2c52cebf3720d3437a76f82f923bf171/ruff-0.8.1-py3-none-linux_armv6l.whl", hash = "sha256:fae0805bd514066f20309f6742f6ee7904a773eb9e6c17c45d6b1600ca65c9b5", size = 10532605 },
-    { url = "https://files.pythonhosted.org/packages/89/a8/a957a8812e31facffb6a26a30be0b5b4af000a6e30c7d43a22a5232a3398/ruff-0.8.1-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b8a4f7385c2285c30f34b200ca5511fcc865f17578383db154e098150ce0a087", size = 10278243 },
-    { url = "https://files.pythonhosted.org/packages/a8/23/9db40fa19c453fabf94f7a35c61c58f20e8200b4734a20839515a19da790/ruff-0.8.1-py3-none-macosx_11_0_arm64.whl", hash = "sha256:cd054486da0c53e41e0086e1730eb77d1f698154f910e0cd9e0d64274979a209", size = 9917739 },
-    { url = "https://files.pythonhosted.org/packages/e2/a0/6ee2d949835d5701d832fc5acd05c0bfdad5e89cfdd074a171411f5ccad5/ruff-0.8.1-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2029b8c22da147c50ae577e621a5bfbc5d1fed75d86af53643d7a7aee1d23871", size = 10779153 },
-    { url = "https://files.pythonhosted.org/packages/7a/25/9c11dca9404ef1eb24833f780146236131a3c7941de394bc356912ef1041/ruff-0.8.1-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2666520828dee7dfc7e47ee4ea0d928f40de72056d929a7c5292d95071d881d1", size = 10304387 },
-    { url = "https://files.pythonhosted.org/packages/c8/b9/84c323780db1b06feae603a707d82dbbd85955c8c917738571c65d7d5aff/ruff-0.8.1-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:333c57013ef8c97a53892aa56042831c372e0bb1785ab7026187b7abd0135ad5", size = 11360351 },
-    { url = "https://files.pythonhosted.org/packages/6b/e1/9d4bbb2ace7aad14ded20e4674a48cda5b902aed7a1b14e6b028067060c4/ruff-0.8.1-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:288326162804f34088ac007139488dcb43de590a5ccfec3166396530b58fb89d", size = 12022879 },
-    { url = "https://files.pythonhosted.org/packages/75/28/752ff6120c0e7f9981bc4bc275d540c7f36db1379ba9db9142f69c88db21/ruff-0.8.1-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b12c39b9448632284561cbf4191aa1b005882acbc81900ffa9f9f471c8ff7e26", size = 11610354 },
-    { url = "https://files.pythonhosted.org/packages/ba/8c/967b61c2cc8ebd1df877607fbe462bc1e1220b4a30ae3352648aec8c24bd/ruff-0.8.1-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:364e6674450cbac8e998f7b30639040c99d81dfb5bbc6dfad69bc7a8f916b3d1", size = 12813976 },
-    { url = "https://files.pythonhosted.org/packages/7f/29/e059f945d6bd2d90213387b8c360187f2fefc989ddcee6bbf3c241329b92/ruff-0.8.1-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b22346f845fec132aa39cd29acb94451d030c10874408dbf776af3aaeb53284c", size = 11154564 },
-    { url = "https://files.pythonhosted.org/packages/55/47/cbd05e5a62f3fb4c072bc65c1e8fd709924cad1c7ec60a1000d1e4ee8307/ruff-0.8.1-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:b2f2f7a7e7648a2bfe6ead4e0a16745db956da0e3a231ad443d2a66a105c04fa", size = 10760604 },
-    { url = "https://files.pythonhosted.org/packages/bb/ee/4c3981c47147c72647a198a94202633130cfda0fc95cd863a553b6f65c6a/ruff-0.8.1-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:adf314fc458374c25c5c4a4a9270c3e8a6a807b1bec018cfa2813d6546215540", size = 10391071 },
-    { url = "https://files.pythonhosted.org/packages/6b/e6/083eb61300214590b188616a8ac6ae1ef5730a0974240fb4bec9c17de78b/ruff-0.8.1-py3-none-musllinux_1_2_i686.whl", hash = "sha256:a885d68342a231b5ba4d30b8c6e1b1ee3a65cf37e3d29b3c74069cdf1ee1e3c9", size = 10896657 },
-    { url = "https://files.pythonhosted.org/packages/77/bd/aacdb8285d10f1b943dbeb818968efca35459afc29f66ae3bd4596fbf954/ruff-0.8.1-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:d2c16e3508c8cc73e96aa5127d0df8913d2290098f776416a4b157657bee44c5", size = 11228362 },
-    { url = "https://files.pythonhosted.org/packages/39/72/fcb7ad41947f38b4eaa702aca0a361af0e9c2bf671d7fd964480670c297e/ruff-0.8.1-py3-none-win32.whl", hash = "sha256:93335cd7c0eaedb44882d75a7acb7df4b77cd7cd0d2255c93b28791716e81790", size = 8803476 },
-    { url = "https://files.pythonhosted.org/packages/e4/ea/cae9aeb0f4822c44651c8407baacdb2e5b4dcd7b31a84e1c5df33aa2cc20/ruff-0.8.1-py3-none-win_amd64.whl", hash = "sha256:2954cdbe8dfd8ab359d4a30cd971b589d335a44d444b6ca2cb3d1da21b75e4b6", size = 9614463 },
-    { url = "https://files.pythonhosted.org/packages/eb/76/fbb4bd23dfb48fa7758d35b744413b650a9fd2ddd93bca77e30376864414/ruff-0.8.1-py3-none-win_arm64.whl", hash = "sha256:55873cc1a473e5ac129d15eccb3c008c096b94809d693fc7053f588b67822737", size = 8959621 },
+    { url = "https://files.pythonhosted.org/packages/53/97/d2cbbaa10c9b826af0e10fdf836e1bf344d9f0abb873ebc34d1f49642d3f/roman_numerals_py-3.1.0-py3-none-any.whl", hash = "sha256:9da2ad2fb670bcf24e81070ceb3be72f6c11c440d73bd579fbeca1e9f330954c", size = 7742, upload-time = "2025-02-22T07:34:52.422Z" },
 ]
 
 [[package]]
 name = "scikit-learn"
-version = "1.5.2"
+version = "1.6.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "joblib" },
@@ -868,64 +912,87 @@ dependencies = [
     { name = "scipy" },
     { name = "threadpoolctl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/37/59/44985a2bdc95c74e34fef3d10cb5d93ce13b0e2a7baefffe1b53853b502d/scikit_learn-1.5.2.tar.gz", hash = "sha256:b4237ed7b3fdd0a4882792e68ef2545d5baa50aca3bb45aa7df468138ad8f94d", size = 7001680 }
+sdist = { url = "https://files.pythonhosted.org/packages/9e/a5/4ae3b3a0755f7b35a280ac90b28817d1f380318973cff14075ab41ef50d9/scikit_learn-1.6.1.tar.gz", hash = "sha256:b4fc2525eca2c69a59260f583c56a7557c6ccdf8deafdba6e060f94c1c59738e", size = 7068312, upload-time = "2025-01-10T08:07:55.348Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a4/50/8891028437858cc510e13578fe7046574a60c2aaaa92b02d64aac5b1b412/scikit_learn-1.5.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:e9a702e2de732bbb20d3bad29ebd77fc05a6b427dc49964300340e4c9328b3f5", size = 12025584 },
-    { url = "https://files.pythonhosted.org/packages/d2/79/17feef8a1c14149436083bec0e61d7befb4812e272d5b20f9d79ea3e9ab1/scikit_learn-1.5.2-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:b0768ad641981f5d3a198430a1d31c3e044ed2e8a6f22166b4d546a5116d7908", size = 10959795 },
-    { url = "https://files.pythonhosted.org/packages/b1/c8/f08313f9e2e656bd0905930ae8bf99a573ea21c34666a813b749c338202f/scikit_learn-1.5.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:178ddd0a5cb0044464fc1bfc4cca5b1833bfc7bb022d70b05db8530da4bb3dd3", size = 12077302 },
-    { url = "https://files.pythonhosted.org/packages/a7/48/fbfb4dc72bed0fe31fe045fb30e924909ad03f717c36694351612973b1a9/scikit_learn-1.5.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f7284ade780084d94505632241bf78c44ab3b6f1e8ccab3d2af58e0e950f9c12", size = 13002811 },
-    { url = "https://files.pythonhosted.org/packages/a5/e7/0c869f9e60d225a77af90d2aefa7a4a4c0e745b149325d1450f0f0ce5399/scikit_learn-1.5.2-cp313-cp313-win_amd64.whl", hash = "sha256:b7b0f9a0b1040830d38c39b91b3a44e1b643f4b36e36567b80b7c6bd2202a27f", size = 10951354 },
+    { url = "https://files.pythonhosted.org/packages/2e/59/8eb1872ca87009bdcdb7f3cdc679ad557b992c12f4b61f9250659e592c63/scikit_learn-1.6.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2ffa1e9e25b3d93990e74a4be2c2fc61ee5af85811562f1288d5d055880c4322", size = 12010001, upload-time = "2025-01-10T08:06:58.613Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/05/f2fc4effc5b32e525408524c982c468c29d22f828834f0625c5ef3d601be/scikit_learn-1.6.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:dc5cf3d68c5a20ad6d571584c0750ec641cc46aeef1c1507be51300e6003a7e1", size = 11096360, upload-time = "2025-01-10T08:07:01.556Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/e4/4195d52cf4f113573fb8ebc44ed5a81bd511a92c0228889125fac2f4c3d1/scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c06beb2e839ecc641366000ca84f3cf6fa9faa1777e29cf0c04be6e4d096a348", size = 12209004, upload-time = "2025-01-10T08:07:06.931Z" },
+    { url = "https://files.pythonhosted.org/packages/94/be/47e16cdd1e7fcf97d95b3cb08bde1abb13e627861af427a3651fcb80b517/scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e8ca8cb270fee8f1f76fa9bfd5c3507d60c6438bbee5687f81042e2bb98e5a97", size = 13171776, upload-time = "2025-01-10T08:07:11.715Z" },
+    { url = "https://files.pythonhosted.org/packages/34/b0/ca92b90859070a1487827dbc672f998da95ce83edce1270fc23f96f1f61a/scikit_learn-1.6.1-cp313-cp313-win_amd64.whl", hash = "sha256:7a1c43c8ec9fde528d664d947dc4c0789be4077a3647f232869f41d9bf50e0fb", size = 11071865, upload-time = "2025-01-10T08:07:16.088Z" },
+    { url = "https://files.pythonhosted.org/packages/12/ae/993b0fb24a356e71e9a894e42b8a9eec528d4c70217353a1cd7a48bc25d4/scikit_learn-1.6.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:a17c1dea1d56dcda2fac315712f3651a1fea86565b64b48fa1bc090249cbf236", size = 11955804, upload-time = "2025-01-10T08:07:20.385Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/54/32fa2ee591af44507eac86406fa6bba968d1eb22831494470d0a2e4a1eb1/scikit_learn-1.6.1-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:6a7aa5f9908f0f28f4edaa6963c0a6183f1911e63a69aa03782f0d924c830a35", size = 11100530, upload-time = "2025-01-10T08:07:23.675Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/58/55856da1adec655bdce77b502e94a267bf40a8c0b89f8622837f89503b5a/scikit_learn-1.6.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0650e730afb87402baa88afbf31c07b84c98272622aaba002559b614600ca691", size = 12433852, upload-time = "2025-01-10T08:07:26.817Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/4f/c83853af13901a574f8f13b645467285a48940f185b690936bb700a50863/scikit_learn-1.6.1-cp313-cp313t-win_amd64.whl", hash = "sha256:3f59fe08dc03ea158605170eb52b22a105f238a5d512c4470ddeca71feae8e5f", size = 11337256, upload-time = "2025-01-10T08:07:31.084Z" },
 ]
 
 [[package]]
 name = "scipy"
-version = "1.14.1"
+version = "1.15.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/62/11/4d44a1f274e002784e4dbdb81e0ea96d2de2d1045b2132d5af62cc31fd28/scipy-1.14.1.tar.gz", hash = "sha256:5a275584e726026a5699459aa72f828a610821006228e841b94275c4a7c08417", size = 58620554 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/50/ef/ac98346db016ff18a6ad7626a35808f37074d25796fd0234c2bb0ed1e054/scipy-1.14.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79", size = 39091068 },
-    { url = "https://files.pythonhosted.org/packages/b9/cc/70948fe9f393b911b4251e96b55bbdeaa8cca41f37c26fd1df0232933b9e/scipy-1.14.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:4079b90df244709e675cdc8b93bfd8a395d59af40b72e339c2287c91860deb8e", size = 29875417 },
-    { url = "https://files.pythonhosted.org/packages/3b/2e/35f549b7d231c1c9f9639f9ef49b815d816bf54dd050da5da1c11517a218/scipy-1.14.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:e0cf28db0f24a38b2a0ca33a85a54852586e43cf6fd876365c86e0657cfe7d73", size = 23084508 },
-    { url = "https://files.pythonhosted.org/packages/3f/d6/b028e3f3e59fae61fb8c0f450db732c43dd1d836223a589a8be9f6377203/scipy-1.14.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e", size = 25503364 },
-    { url = "https://files.pythonhosted.org/packages/a7/2f/6c142b352ac15967744d62b165537a965e95d557085db4beab2a11f7943b/scipy-1.14.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b99722ea48b7ea25e8e015e8341ae74624f72e5f21fc2abd45f3a93266de4c5d", size = 35292639 },
-    { url = "https://files.pythonhosted.org/packages/56/46/2449e6e51e0d7c3575f289f6acb7f828938eaab8874dbccfeb0cd2b71a27/scipy-1.14.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5149e3fd2d686e42144a093b206aef01932a0059c2a33ddfa67f5f035bdfe13e", size = 40798288 },
-    { url = "https://files.pythonhosted.org/packages/32/cd/9d86f7ed7f4497c9fd3e39f8918dd93d9f647ba80d7e34e4946c0c2d1a7c/scipy-1.14.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e4f5a7c49323533f9103d4dacf4e4f07078f360743dec7f7596949149efeec06", size = 42524647 },
-    { url = "https://files.pythonhosted.org/packages/f5/1b/6ee032251bf4cdb0cc50059374e86a9f076308c1512b61c4e003e241efb7/scipy-1.14.1-cp313-cp313-win_amd64.whl", hash = "sha256:baff393942b550823bfce952bb62270ee17504d02a1801d7fd0719534dfb9c84", size = 44469524 },
+sdist = { url = "https://files.pythonhosted.org/packages/0f/37/6964b830433e654ec7485e45a00fc9a27cf868d622838f6b6d9c5ec0d532/scipy-1.15.3.tar.gz", hash = "sha256:eae3cf522bc7df64b42cad3925c876e1b0b6c35c1337c93e12c0f366f55b0eaf", size = 59419214, upload-time = "2025-05-08T16:13:05.955Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/73/18/ec27848c9baae6e0d6573eda6e01a602e5649ee72c27c3a8aad673ebecfd/scipy-1.15.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2c620736bcc334782e24d173c0fdbb7590a0a436d2fdf39310a8902505008759", size = 38728256, upload-time = "2025-05-08T16:06:58.696Z" },
+    { url = "https://files.pythonhosted.org/packages/74/cd/1aef2184948728b4b6e21267d53b3339762c285a46a274ebb7863c9e4742/scipy-1.15.3-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:7e11270a000969409d37ed399585ee530b9ef6aa99d50c019de4cb01e8e54e62", size = 30109540, upload-time = "2025-05-08T16:07:04.209Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/d8/59e452c0a255ec352bd0a833537a3bc1bfb679944c4938ab375b0a6b3a3e/scipy-1.15.3-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:8c9ed3ba2c8a2ce098163a9bdb26f891746d02136995df25227a20e71c396ebb", size = 22383115, upload-time = "2025-05-08T16:07:08.998Z" },
+    { url = "https://files.pythonhosted.org/packages/08/f5/456f56bbbfccf696263b47095291040655e3cbaf05d063bdc7c7517f32ac/scipy-1.15.3-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:0bdd905264c0c9cfa74a4772cdb2070171790381a5c4d312c973382fc6eaf730", size = 25163884, upload-time = "2025-05-08T16:07:14.091Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/66/a9618b6a435a0f0c0b8a6d0a2efb32d4ec5a85f023c2b79d39512040355b/scipy-1.15.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:79167bba085c31f38603e11a267d862957cbb3ce018d8b38f79ac043bc92d825", size = 35174018, upload-time = "2025-05-08T16:07:19.427Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/09/c5b6734a50ad4882432b6bb7c02baf757f5b2f256041da5df242e2d7e6b6/scipy-1.15.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c9deabd6d547aee2c9a81dee6cc96c6d7e9a9b1953f74850c179f91fdc729cb7", size = 37269716, upload-time = "2025-05-08T16:07:25.712Z" },
+    { url = "https://files.pythonhosted.org/packages/77/0a/eac00ff741f23bcabd352731ed9b8995a0a60ef57f5fd788d611d43d69a1/scipy-1.15.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:dde4fc32993071ac0c7dd2d82569e544f0bdaff66269cb475e0f369adad13f11", size = 36872342, upload-time = "2025-05-08T16:07:31.468Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/54/4379be86dd74b6ad81551689107360d9a3e18f24d20767a2d5b9253a3f0a/scipy-1.15.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f77f853d584e72e874d87357ad70f44b437331507d1c311457bed8ed2b956126", size = 39670869, upload-time = "2025-05-08T16:07:38.002Z" },
+    { url = "https://files.pythonhosted.org/packages/87/2e/892ad2862ba54f084ffe8cc4a22667eaf9c2bcec6d2bff1d15713c6c0703/scipy-1.15.3-cp313-cp313-win_amd64.whl", hash = "sha256:b90ab29d0c37ec9bf55424c064312930ca5f4bde15ee8619ee44e69319aab163", size = 40988851, upload-time = "2025-05-08T16:08:33.671Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/e9/7a879c137f7e55b30d75d90ce3eb468197646bc7b443ac036ae3fe109055/scipy-1.15.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3ac07623267feb3ae308487c260ac684b32ea35fd81e12845039952f558047b8", size = 38863011, upload-time = "2025-05-08T16:07:44.039Z" },
+    { url = "https://files.pythonhosted.org/packages/51/d1/226a806bbd69f62ce5ef5f3ffadc35286e9fbc802f606a07eb83bf2359de/scipy-1.15.3-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:6487aa99c2a3d509a5227d9a5e889ff05830a06b2ce08ec30df6d79db5fcd5c5", size = 30266407, upload-time = "2025-05-08T16:07:49.891Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/9b/f32d1d6093ab9eeabbd839b0f7619c62e46cc4b7b6dbf05b6e615bbd4400/scipy-1.15.3-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:50f9e62461c95d933d5c5ef4a1f2ebf9a2b4e83b0db374cb3f1de104d935922e", size = 22540030, upload-time = "2025-05-08T16:07:54.121Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/29/c278f699b095c1a884f29fda126340fcc201461ee8bfea5c8bdb1c7c958b/scipy-1.15.3-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:14ed70039d182f411ffc74789a16df3835e05dc469b898233a245cdfd7f162cb", size = 25218709, upload-time = "2025-05-08T16:07:58.506Z" },
+    { url = "https://files.pythonhosted.org/packages/24/18/9e5374b617aba742a990581373cd6b68a2945d65cc588482749ef2e64467/scipy-1.15.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0a769105537aa07a69468a0eefcd121be52006db61cdd8cac8a0e68980bbb723", size = 34809045, upload-time = "2025-05-08T16:08:03.929Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/fe/9c4361e7ba2927074360856db6135ef4904d505e9b3afbbcb073c4008328/scipy-1.15.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9db984639887e3dffb3928d118145ffe40eff2fa40cb241a306ec57c219ebbbb", size = 36703062, upload-time = "2025-05-08T16:08:09.558Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/8e/038ccfe29d272b30086b25a4960f757f97122cb2ec42e62b460d02fe98e9/scipy-1.15.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:40e54d5c7e7ebf1aa596c374c49fa3135f04648a0caabcb66c52884b943f02b4", size = 36393132, upload-time = "2025-05-08T16:08:15.34Z" },
+    { url = "https://files.pythonhosted.org/packages/10/7e/5c12285452970be5bdbe8352c619250b97ebf7917d7a9a9e96b8a8140f17/scipy-1.15.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:5e721fed53187e71d0ccf382b6bf977644c533e506c4d33c3fb24de89f5c3ed5", size = 38979503, upload-time = "2025-05-08T16:08:21.513Z" },
+    { url = "https://files.pythonhosted.org/packages/81/06/0a5e5349474e1cbc5757975b21bd4fad0e72ebf138c5592f191646154e06/scipy-1.15.3-cp313-cp313t-win_amd64.whl", hash = "sha256:76ad1fb5f8752eabf0fa02e4cc0336b4e8f021e2d5f061ed37d6d264db35e3ca", size = 40308097, upload-time = "2025-05-08T16:08:27.627Z" },
 ]
 
 [[package]]
 name = "six"
-version = "1.16.0"
+version = "1.17.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/71/39/171f1c67cd00715f190ba0b100d606d440a28c93c7714febeca8b79af85e/six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926", size = 34041 }
+sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031, upload-time = "2024-12-04T17:35:28.174Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d9/5a/e7c31adbe875f2abbb91bd84cf2dc52d792b5a01506781dbcf25c91daf11/six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254", size = 11053 },
+    { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" },
+]
+
+[[package]]
+name = "sniffio"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/87/a6771e1546d97e7e041b6ae58d80074f81b7d5121207425c964ddf5cfdbd/sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc", size = 20372, upload-time = "2024-02-25T23:20:04.057Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" },
 ]
 
 [[package]]
 name = "snowballstemmer"
-version = "2.2.0"
+version = "3.0.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/44/7b/af302bebf22c749c56c9c3e8ae13190b5b5db37a33d9068652e8f73b7089/snowballstemmer-2.2.0.tar.gz", hash = "sha256:09b16deb8547d3412ad7b590689584cd0fe25ec8db3be37788be3810cbf19cb1", size = 86699 }
+sdist = { url = "https://files.pythonhosted.org/packages/75/a7/9810d872919697c9d01295633f5d574fb416d47e535f258272ca1f01f447/snowballstemmer-3.0.1.tar.gz", hash = "sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895", size = 105575, upload-time = "2025-05-09T16:34:51.843Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ed/dc/c02e01294f7265e63a7315fe086dd1df7dacb9f840a804da846b96d01b96/snowballstemmer-2.2.0-py2.py3-none-any.whl", hash = "sha256:c8e1716e83cc398ae16824e5572ae04e0d9fc2c6b985fb0f900f5f0c96ecba1a", size = 93002 },
+    { url = "https://files.pythonhosted.org/packages/c8/78/3565d011c61f5a43488987ee32b6f3f656e7f107ac2782dd57bdd7d91d9a/snowballstemmer-3.0.1-py3-none-any.whl", hash = "sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064", size = 103274, upload-time = "2025-05-09T16:34:50.371Z" },
 ]
 
 [[package]]
 name = "soupsieve"
-version = "2.6"
+version = "2.7"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d7/ce/fbaeed4f9fb8b2daa961f90591662df6a86c1abf25c548329a86920aedfb/soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb", size = 101569 }
+sdist = { url = "https://files.pythonhosted.org/packages/3f/f4/4a80cd6ef364b2e8b65b15816a843c0980f7a5a2b4dc701fc574952aa19f/soupsieve-2.7.tar.gz", hash = "sha256:ad282f9b6926286d2ead4750552c8a6142bc4c783fd66b0293547c8fe6ae126a", size = 103418, upload-time = "2025-04-20T18:50:08.518Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d1/c2/fe97d779f3ef3b15f05c94a2f1e3d21732574ed441687474db9d342a7315/soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9", size = 36186 },
+    { url = "https://files.pythonhosted.org/packages/e7/9c/0e6afc12c269578be5c0c1c9f4b49a8d32770a080260c333ac04cc1c832d/soupsieve-2.7-py3-none-any.whl", hash = "sha256:6e60cc5c1ffaf1cebcc12e8188320b72071e922c2e897f737cadce79ad5d30c4", size = 36677, upload-time = "2025-04-20T18:50:07.196Z" },
 ]
 
 [[package]]
 name = "sphinx"
-version = "8.1.3"
+version = "8.2.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "alabaster" },
@@ -937,6 +1004,7 @@ dependencies = [
     { name = "packaging" },
     { name = "pygments" },
     { name = "requests" },
+    { name = "roman-numerals-py" },
     { name = "snowballstemmer" },
     { name = "sphinxcontrib-applehelp" },
     { name = "sphinxcontrib-devhelp" },
@@ -945,24 +1013,24 @@ dependencies = [
     { name = "sphinxcontrib-qthelp" },
     { name = "sphinxcontrib-serializinghtml" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/be0b61178fe2cdcb67e2a92fc9ebb488e3c51c4f74a36a7824c0adf23425/sphinx-8.1.3.tar.gz", hash = "sha256:43c1911eecb0d3e161ad78611bc905d1ad0e523e4ddc202a58a821773dc4c927", size = 8184611 }
+sdist = { url = "https://files.pythonhosted.org/packages/38/ad/4360e50ed56cb483667b8e6dadf2d3fda62359593faabbe749a27c4eaca6/sphinx-8.2.3.tar.gz", hash = "sha256:398ad29dee7f63a75888314e9424d40f52ce5a6a87ae88e7071e80af296ec348", size = 8321876, upload-time = "2025-03-02T22:31:59.658Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/26/60/1ddff83a56d33aaf6f10ec8ce84b4c007d9368b21008876fceda7e7381ef/sphinx-8.1.3-py3-none-any.whl", hash = "sha256:09719015511837b76bf6e03e42eb7595ac8c2e41eeb9c29c5b755c6b677992a2", size = 3487125 },
+    { url = "https://files.pythonhosted.org/packages/31/53/136e9eca6e0b9dc0e1962e2c908fbea2e5ac000c2a2fbd9a35797958c48b/sphinx-8.2.3-py3-none-any.whl", hash = "sha256:4405915165f13521d875a8c29c8970800a0141c14cc5416a38feca4ea5d9b9c3", size = 3589741, upload-time = "2025-03-02T22:31:56.836Z" },
 ]
 
 [[package]]
 name = "sphinx-autoapi"
-version = "3.4.0"
+version = "3.6.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "astroid", marker = "python_full_version >= '3.13'" },
+    { name = "astroid" },
     { name = "jinja2" },
     { name = "pyyaml" },
     { name = "sphinx" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4a/eb/cc243583bb1d518ca3b10998c203d919a8ed90affd4831f2b61ad09043d2/sphinx_autoapi-3.4.0.tar.gz", hash = "sha256:e6d5371f9411bbb9fca358c00a9e57aef3ac94cbfc5df4bab285946462f69e0c", size = 29292 }
+sdist = { url = "https://files.pythonhosted.org/packages/7f/a8/22b379a2a75ccb881217d3d4ae56d7d35f2d1bb4c8c0c51d0253676746a1/sphinx_autoapi-3.6.0.tar.gz", hash = "sha256:c685f274e41d0842ae7e199460c322c4bd7fec816ccc2da8d806094b4f64af06", size = 55417, upload-time = "2025-02-18T01:50:55.241Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/de/d6/f2acdc2567337fd5f5dc091a4e58d8a0fb14927b9779fc1e5ecee96d9824/sphinx_autoapi-3.4.0-py3-none-any.whl", hash = "sha256:4027fef2875a22c5f2a57107c71641d82f6166bf55beb407a47aaf3ef14e7b92", size = 34095 },
+    { url = "https://files.pythonhosted.org/packages/58/17/0eda9dc80fcaf257222b506844207e71b5d59567c41bbdcca2a72da119b9/sphinx_autoapi-3.6.0-py3-none-any.whl", hash = "sha256:f3b66714493cab140b0e896d33ce7137654a16ac1edb6563edcbd47bf975f711", size = 35281, upload-time = "2025-02-18T01:50:52.789Z" },
 ]
 
 [[package]]
@@ -973,63 +1041,63 @@ dependencies = [
     { name = "dom-toml" },
     { name = "domdf-python-tools" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/39/97/aa8cec3da3e78f2c396b63332e2fe92fe43f7ff2ad19b3998735f28b0a7f/sphinx_pyproject-0.3.0.tar.gz", hash = "sha256:efc4ee9d96f579c4e4ed1ac273868c64565e88c8e37fe6ec2dc59fbcd57684ab", size = 7695 }
+sdist = { url = "https://files.pythonhosted.org/packages/39/97/aa8cec3da3e78f2c396b63332e2fe92fe43f7ff2ad19b3998735f28b0a7f/sphinx_pyproject-0.3.0.tar.gz", hash = "sha256:efc4ee9d96f579c4e4ed1ac273868c64565e88c8e37fe6ec2dc59fbcd57684ab", size = 7695, upload-time = "2023-08-18T21:43:45.473Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/90/d5/89cb47c6399fd57ca451af15361499813c5d53e588cb6e00d89411ce724f/sphinx_pyproject-0.3.0-py3-none-any.whl", hash = "sha256:3aca968919f5ecd390f96874c3f64a43c9c7fcfdc2fd4191a781ad9228501b52", size = 23076 },
+    { url = "https://files.pythonhosted.org/packages/90/d5/89cb47c6399fd57ca451af15361499813c5d53e588cb6e00d89411ce724f/sphinx_pyproject-0.3.0-py3-none-any.whl", hash = "sha256:3aca968919f5ecd390f96874c3f64a43c9c7fcfdc2fd4191a781ad9228501b52", size = 23076, upload-time = "2023-08-18T21:43:43.808Z" },
 ]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
 version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ba/6e/b837e84a1a704953c62ef8776d45c3e8d759876b4a84fe14eba2859106fe/sphinxcontrib_applehelp-2.0.0.tar.gz", hash = "sha256:2f29ef331735ce958efa4734873f084941970894c6090408b079c61b2e1c06d1", size = 20053 }
+sdist = { url = "https://files.pythonhosted.org/packages/ba/6e/b837e84a1a704953c62ef8776d45c3e8d759876b4a84fe14eba2859106fe/sphinxcontrib_applehelp-2.0.0.tar.gz", hash = "sha256:2f29ef331735ce958efa4734873f084941970894c6090408b079c61b2e1c06d1", size = 20053, upload-time = "2024-07-29T01:09:00.465Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5d/85/9ebeae2f76e9e77b952f4b274c27238156eae7979c5421fba91a28f4970d/sphinxcontrib_applehelp-2.0.0-py3-none-any.whl", hash = "sha256:4cd3f0ec4ac5dd9c17ec65e9ab272c9b867ea77425228e68ecf08d6b28ddbdb5", size = 119300 },
+    { url = "https://files.pythonhosted.org/packages/5d/85/9ebeae2f76e9e77b952f4b274c27238156eae7979c5421fba91a28f4970d/sphinxcontrib_applehelp-2.0.0-py3-none-any.whl", hash = "sha256:4cd3f0ec4ac5dd9c17ec65e9ab272c9b867ea77425228e68ecf08d6b28ddbdb5", size = 119300, upload-time = "2024-07-29T01:08:58.99Z" },
 ]
 
 [[package]]
 name = "sphinxcontrib-devhelp"
 version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f6/d2/5beee64d3e4e747f316bae86b55943f51e82bb86ecd325883ef65741e7da/sphinxcontrib_devhelp-2.0.0.tar.gz", hash = "sha256:411f5d96d445d1d73bb5d52133377b4248ec79db5c793ce7dbe59e074b4dd1ad", size = 12967 }
+sdist = { url = "https://files.pythonhosted.org/packages/f6/d2/5beee64d3e4e747f316bae86b55943f51e82bb86ecd325883ef65741e7da/sphinxcontrib_devhelp-2.0.0.tar.gz", hash = "sha256:411f5d96d445d1d73bb5d52133377b4248ec79db5c793ce7dbe59e074b4dd1ad", size = 12967, upload-time = "2024-07-29T01:09:23.417Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/35/7a/987e583882f985fe4d7323774889ec58049171828b58c2217e7f79cdf44e/sphinxcontrib_devhelp-2.0.0-py3-none-any.whl", hash = "sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2", size = 82530 },
+    { url = "https://files.pythonhosted.org/packages/35/7a/987e583882f985fe4d7323774889ec58049171828b58c2217e7f79cdf44e/sphinxcontrib_devhelp-2.0.0-py3-none-any.whl", hash = "sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2", size = 82530, upload-time = "2024-07-29T01:09:21.945Z" },
 ]
 
 [[package]]
 name = "sphinxcontrib-htmlhelp"
 version = "2.1.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/43/93/983afd9aa001e5201eab16b5a444ed5b9b0a7a010541e0ddfbbfd0b2470c/sphinxcontrib_htmlhelp-2.1.0.tar.gz", hash = "sha256:c9e2916ace8aad64cc13a0d233ee22317f2b9025b9cf3295249fa985cc7082e9", size = 22617 }
+sdist = { url = "https://files.pythonhosted.org/packages/43/93/983afd9aa001e5201eab16b5a444ed5b9b0a7a010541e0ddfbbfd0b2470c/sphinxcontrib_htmlhelp-2.1.0.tar.gz", hash = "sha256:c9e2916ace8aad64cc13a0d233ee22317f2b9025b9cf3295249fa985cc7082e9", size = 22617, upload-time = "2024-07-29T01:09:37.889Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0a/7b/18a8c0bcec9182c05a0b3ec2a776bba4ead82750a55ff798e8d406dae604/sphinxcontrib_htmlhelp-2.1.0-py3-none-any.whl", hash = "sha256:166759820b47002d22914d64a075ce08f4c46818e17cfc9470a9786b759b19f8", size = 98705 },
+    { url = "https://files.pythonhosted.org/packages/0a/7b/18a8c0bcec9182c05a0b3ec2a776bba4ead82750a55ff798e8d406dae604/sphinxcontrib_htmlhelp-2.1.0-py3-none-any.whl", hash = "sha256:166759820b47002d22914d64a075ce08f4c46818e17cfc9470a9786b759b19f8", size = 98705, upload-time = "2024-07-29T01:09:36.407Z" },
 ]
 
 [[package]]
 name = "sphinxcontrib-jsmath"
 version = "1.0.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b2/e8/9ed3830aeed71f17c026a07a5097edcf44b692850ef215b161b8ad875729/sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8", size = 5787 }
+sdist = { url = "https://files.pythonhosted.org/packages/b2/e8/9ed3830aeed71f17c026a07a5097edcf44b692850ef215b161b8ad875729/sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8", size = 5787, upload-time = "2019-01-21T16:10:16.347Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c2/42/4c8646762ee83602e3fb3fbe774c2fac12f317deb0b5dbeeedd2d3ba4b77/sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178", size = 5071 },
+    { url = "https://files.pythonhosted.org/packages/c2/42/4c8646762ee83602e3fb3fbe774c2fac12f317deb0b5dbeeedd2d3ba4b77/sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178", size = 5071, upload-time = "2019-01-21T16:10:14.333Z" },
 ]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
 version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/68/bc/9104308fc285eb3e0b31b67688235db556cd5b0ef31d96f30e45f2e51cae/sphinxcontrib_qthelp-2.0.0.tar.gz", hash = "sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab", size = 17165 }
+sdist = { url = "https://files.pythonhosted.org/packages/68/bc/9104308fc285eb3e0b31b67688235db556cd5b0ef31d96f30e45f2e51cae/sphinxcontrib_qthelp-2.0.0.tar.gz", hash = "sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab", size = 17165, upload-time = "2024-07-29T01:09:56.435Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/27/83/859ecdd180cacc13b1f7e857abf8582a64552ea7a061057a6c716e790fce/sphinxcontrib_qthelp-2.0.0-py3-none-any.whl", hash = "sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb", size = 88743 },
+    { url = "https://files.pythonhosted.org/packages/27/83/859ecdd180cacc13b1f7e857abf8582a64552ea7a061057a6c716e790fce/sphinxcontrib_qthelp-2.0.0-py3-none-any.whl", hash = "sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb", size = 88743, upload-time = "2024-07-29T01:09:54.885Z" },
 ]
 
 [[package]]
 name = "sphinxcontrib-serializinghtml"
 version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/3b/44/6716b257b0aa6bfd51a1b31665d1c205fb12cb5ad56de752dfa15657de2f/sphinxcontrib_serializinghtml-2.0.0.tar.gz", hash = "sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d", size = 16080 }
+sdist = { url = "https://files.pythonhosted.org/packages/3b/44/6716b257b0aa6bfd51a1b31665d1c205fb12cb5ad56de752dfa15657de2f/sphinxcontrib_serializinghtml-2.0.0.tar.gz", hash = "sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d", size = 16080, upload-time = "2024-07-29T01:10:09.332Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/52/a7/d2782e4e3f77c8450f727ba74a8f12756d5ba823d81b941f1b04da9d033a/sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl", hash = "sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331", size = 92072 },
+    { url = "https://files.pythonhosted.org/packages/52/a7/d2782e4e3f77c8450f727ba74a8f12756d5ba823d81b941f1b04da9d033a/sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl", hash = "sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331", size = 92072, upload-time = "2024-07-29T01:10:08.203Z" },
 ]
 
 [[package]]
@@ -1043,26 +1111,26 @@ dependencies = [
     { name = "patsy" },
     { name = "scipy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/1f/3b/963a015dd8ea17e10c7b0e2f14d7c4daec903baf60a017e756b57953a4bf/statsmodels-0.14.4.tar.gz", hash = "sha256:5d69e0f39060dc72c067f9bb6e8033b6dccdb0bae101d76a7ef0bcc94e898b67", size = 20354802 }
+sdist = { url = "https://files.pythonhosted.org/packages/1f/3b/963a015dd8ea17e10c7b0e2f14d7c4daec903baf60a017e756b57953a4bf/statsmodels-0.14.4.tar.gz", hash = "sha256:5d69e0f39060dc72c067f9bb6e8033b6dccdb0bae101d76a7ef0bcc94e898b67", size = 20354802, upload-time = "2024-10-03T16:15:36.273Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/31/f8/2662e6a101315ad336f75168fa9bac71f913ebcb92a6be84031d84a0f21f/statsmodels-0.14.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b5a24f5d2c22852d807d2b42daf3a61740820b28d8381daaf59dcb7055bf1a79", size = 10186886 },
-    { url = "https://files.pythonhosted.org/packages/fa/c0/ee6e8ed35fc1ca9c7538c592f4974547bf72274bc98db1ae4a6e87481a83/statsmodels-0.14.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:df4f7864606fa843d7e7c0e6af288f034a2160dba14e6ccc09020a3cf67cb092", size = 9880066 },
-    { url = "https://files.pythonhosted.org/packages/d1/97/3380ca6d8fd66cfb3d12941e472642f26e781a311c355a4e97aab2ed0216/statsmodels-0.14.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:91341cbde9e8bea5fb419a76e09114e221567d03f34ca26e6d67ae2c27d8fe3c", size = 10283521 },
-    { url = "https://files.pythonhosted.org/packages/fe/2a/55c5b5c5e5124a202ea3fe0bcdbdeceaf91b4ec6164b8434acb9dd97409c/statsmodels-0.14.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1322286a7bfdde2790bf72d29698a1b76c20b8423a55bdcd0d457969d0041f72", size = 10723228 },
-    { url = "https://files.pythonhosted.org/packages/4f/76/67747e49dc758daae06f33aad8247b718cd7d224f091d2cd552681215bb2/statsmodels-0.14.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e31b95ac603415887c9f0d344cb523889cf779bc52d68e27e2d23c358958fec7", size = 10859503 },
-    { url = "https://files.pythonhosted.org/packages/1d/eb/cb8b01f5edf8f135eb3d0553d159db113a35b2948d0e51eeb735e7ae09ea/statsmodels-0.14.4-cp313-cp313-win_amd64.whl", hash = "sha256:81030108d27aecc7995cac05aa280cf8c6025f6a6119894eef648997936c2dd0", size = 9817574 },
+    { url = "https://files.pythonhosted.org/packages/31/f8/2662e6a101315ad336f75168fa9bac71f913ebcb92a6be84031d84a0f21f/statsmodels-0.14.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b5a24f5d2c22852d807d2b42daf3a61740820b28d8381daaf59dcb7055bf1a79", size = 10186886, upload-time = "2024-10-03T17:10:44.074Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/c0/ee6e8ed35fc1ca9c7538c592f4974547bf72274bc98db1ae4a6e87481a83/statsmodels-0.14.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:df4f7864606fa843d7e7c0e6af288f034a2160dba14e6ccc09020a3cf67cb092", size = 9880066, upload-time = "2024-10-03T17:10:56.972Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/97/3380ca6d8fd66cfb3d12941e472642f26e781a311c355a4e97aab2ed0216/statsmodels-0.14.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:91341cbde9e8bea5fb419a76e09114e221567d03f34ca26e6d67ae2c27d8fe3c", size = 10283521, upload-time = "2024-10-03T17:14:06.216Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/2a/55c5b5c5e5124a202ea3fe0bcdbdeceaf91b4ec6164b8434acb9dd97409c/statsmodels-0.14.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1322286a7bfdde2790bf72d29698a1b76c20b8423a55bdcd0d457969d0041f72", size = 10723228, upload-time = "2024-10-03T17:14:19.587Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/76/67747e49dc758daae06f33aad8247b718cd7d224f091d2cd552681215bb2/statsmodels-0.14.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e31b95ac603415887c9f0d344cb523889cf779bc52d68e27e2d23c358958fec7", size = 10859503, upload-time = "2024-10-03T17:14:32.798Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/eb/cb8b01f5edf8f135eb3d0553d159db113a35b2948d0e51eeb735e7ae09ea/statsmodels-0.14.4-cp313-cp313-win_amd64.whl", hash = "sha256:81030108d27aecc7995cac05aa280cf8c6025f6a6119894eef648997936c2dd0", size = 9817574, upload-time = "2024-10-03T16:14:37.461Z" },
 ]
 
 [[package]]
 name = "sympy"
-version = "1.13.3"
+version = "1.14.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "mpmath" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/11/8a/5a7fd6284fa8caac23a26c9ddf9c30485a48169344b4bd3b0f02fef1890f/sympy-1.13.3.tar.gz", hash = "sha256:b27fd2c6530e0ab39e275fc9b683895367e51d5da91baa8d3d64db2565fec4d9", size = 7533196 }
+sdist = { url = "https://files.pythonhosted.org/packages/83/d3/803453b36afefb7c2bb238361cd4ae6125a569b4db67cd9e79846ba2d68c/sympy-1.14.0.tar.gz", hash = "sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517", size = 7793921, upload-time = "2025-04-27T18:05:01.611Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/99/ff/c87e0622b1dadea79d2fb0b25ade9ed98954c9033722eb707053d310d4f3/sympy-1.13.3-py3-none-any.whl", hash = "sha256:54612cf55a62755ee71824ce692986f23c88ffa77207b30c1368eda4a7060f73", size = 6189483 },
+    { url = "https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl", hash = "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5", size = 6299353, upload-time = "2025-04-27T18:04:59.103Z" },
 ]
 
 [[package]]
@@ -1072,6 +1140,7 @@ source = { virtual = "." }
 dependencies = [
     { name = "beautifulsoup4" },
     { name = "fake-useragent" },
+    { name = "httpx" },
     { name = "imageio" },
     { name = "keras" },
     { name = "lxml" },
@@ -1080,7 +1149,6 @@ dependencies = [
     { name = "opencv-python" },
     { name = "pandas" },
     { name = "pillow" },
-    { name = "requests" },
     { name = "rich" },
     { name = "scikit-learn" },
     { name = "sphinx-pyproject" },
@@ -1092,30 +1160,25 @@ dependencies = [
 ]
 
 [package.dev-dependencies]
-dev = [
-    { name = "pytest" },
-    { name = "pytest-cov" },
-]
 docs = [
     { name = "myst-parser" },
     { name = "sphinx-autoapi" },
     { name = "sphinx-pyproject" },
 ]
 euler-validate = [
+    { name = "httpx" },
     { name = "numpy" },
+]
+test = [
     { name = "pytest" },
     { name = "pytest-cov" },
-    { name = "requests" },
-]
-lint = [
-    { name = "codespell" },
-    { name = "ruff" },
 ]
 
 [package.metadata]
 requires-dist = [
     { name = "beautifulsoup4", specifier = ">=4.12.3" },
     { name = "fake-useragent", specifier = ">=1.5.1" },
+    { name = "httpx", specifier = ">=0.28.1" },
     { name = "imageio", specifier = ">=2.36.1" },
     { name = "keras", specifier = ">=3.7" },
     { name = "lxml", specifier = ">=5.3" },
@@ -1124,7 +1187,6 @@ requires-dist = [
     { name = "opencv-python", specifier = ">=4.10.0.84" },
     { name = "pandas", specifier = ">=2.2.3" },
     { name = "pillow", specifier = ">=11" },
-    { name = "requests", specifier = ">=2.32.3" },
     { name = "rich", specifier = ">=13.9.4" },
     { name = "scikit-learn", specifier = ">=1.5.2" },
     { name = "sphinx-pyproject", specifier = ">=0.3" },
@@ -1136,111 +1198,105 @@ requires-dist = [
 ]
 
 [package.metadata.requires-dev]
-dev = [
-    { name = "pytest", specifier = ">=8.3.4" },
-    { name = "pytest-cov", specifier = ">=6" },
-]
 docs = [
-    { name = "myst-parser", specifier = ">=4.0.0" },
-    { name = "sphinx-autoapi", specifier = ">=3.4.0" },
-    { name = "sphinx-pyproject", specifier = ">=0.3.0" },
+    { name = "myst-parser", specifier = ">=4" },
+    { name = "sphinx-autoapi", specifier = ">=3.4" },
+    { name = "sphinx-pyproject", specifier = ">=0.3" },
 ]
 euler-validate = [
+    { name = "httpx", specifier = ">=0.28.1" },
     { name = "numpy", specifier = ">=2.1.3" },
-    { name = "pytest", specifier = ">=8.3.4" },
-    { name = "pytest-cov", specifier = ">=6.0.0" },
-    { name = "requests", specifier = ">=2.32.3" },
 ]
-lint = [
-    { name = "codespell", specifier = ">=2.3" },
-    { name = "ruff", specifier = ">=0.8.1" },
+test = [
+    { name = "pytest", specifier = ">=8.3.4" },
+    { name = "pytest-cov", specifier = ">=6" },
 ]
 
 [[package]]
 name = "threadpoolctl"
-version = "3.5.0"
+version = "3.6.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/bd/55/b5148dcbf72f5cde221f8bfe3b6a540da7aa1842f6b491ad979a6c8b84af/threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107", size = 41936 }
+sdist = { url = "https://files.pythonhosted.org/packages/b7/4d/08c89e34946fce2aec4fbb45c9016efd5f4d7f24af8e5d93296e935631d8/threadpoolctl-3.6.0.tar.gz", hash = "sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e", size = 21274, upload-time = "2025-03-13T13:49:23.031Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/4b/2c/ffbf7a134b9ab11a67b0cf0726453cedd9c5043a4fe7a35d1cefa9a1bcfb/threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467", size = 18414 },
+    { url = "https://files.pythonhosted.org/packages/32/d5/f9a850d79b0851d1d4ef6456097579a9005b31fea68726a4ae5f2d82ddd9/threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb", size = 18638, upload-time = "2025-03-13T13:49:21.846Z" },
 ]
 
 [[package]]
 name = "tomli"
 version = "2.2.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/18/87/302344fed471e44a87289cf4967697d07e532f2421fdaf868a303cbae4ff/tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff", size = 17175 }
+sdist = { url = "https://files.pythonhosted.org/packages/18/87/302344fed471e44a87289cf4967697d07e532f2421fdaf868a303cbae4ff/tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff", size = 17175, upload-time = "2024-11-27T22:38:36.873Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/04/90/2ee5f2e0362cb8a0b6499dc44f4d7d48f8fff06d28ba46e6f1eaa61a1388/tomli-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7", size = 132708 },
-    { url = "https://files.pythonhosted.org/packages/c0/ec/46b4108816de6b385141f082ba99e315501ccd0a2ea23db4a100dd3990ea/tomli-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c", size = 123582 },
-    { url = "https://files.pythonhosted.org/packages/a0/bd/b470466d0137b37b68d24556c38a0cc819e8febe392d5b199dcd7f578365/tomli-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13", size = 232543 },
-    { url = "https://files.pythonhosted.org/packages/d9/e5/82e80ff3b751373f7cead2815bcbe2d51c895b3c990686741a8e56ec42ab/tomli-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281", size = 241691 },
-    { url = "https://files.pythonhosted.org/packages/05/7e/2a110bc2713557d6a1bfb06af23dd01e7dde52b6ee7dadc589868f9abfac/tomli-2.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272", size = 251170 },
-    { url = "https://files.pythonhosted.org/packages/64/7b/22d713946efe00e0adbcdfd6d1aa119ae03fd0b60ebed51ebb3fa9f5a2e5/tomli-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140", size = 236530 },
-    { url = "https://files.pythonhosted.org/packages/38/31/3a76f67da4b0cf37b742ca76beaf819dca0ebef26d78fc794a576e08accf/tomli-2.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2", size = 258666 },
-    { url = "https://files.pythonhosted.org/packages/07/10/5af1293da642aded87e8a988753945d0cf7e00a9452d3911dd3bb354c9e2/tomli-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744", size = 243954 },
-    { url = "https://files.pythonhosted.org/packages/5b/b9/1ed31d167be802da0fc95020d04cd27b7d7065cc6fbefdd2f9186f60d7bd/tomli-2.2.1-cp313-cp313-win32.whl", hash = "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec", size = 98724 },
-    { url = "https://files.pythonhosted.org/packages/c7/32/b0963458706accd9afcfeb867c0f9175a741bf7b19cd424230714d722198/tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69", size = 109383 },
-    { url = "https://files.pythonhosted.org/packages/6e/c2/61d3e0f47e2b74ef40a68b9e6ad5984f6241a942f7cd3bbfbdbd03861ea9/tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc", size = 14257 },
+    { url = "https://files.pythonhosted.org/packages/04/90/2ee5f2e0362cb8a0b6499dc44f4d7d48f8fff06d28ba46e6f1eaa61a1388/tomli-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7", size = 132708, upload-time = "2024-11-27T22:38:21.659Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/ec/46b4108816de6b385141f082ba99e315501ccd0a2ea23db4a100dd3990ea/tomli-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c", size = 123582, upload-time = "2024-11-27T22:38:22.693Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/bd/b470466d0137b37b68d24556c38a0cc819e8febe392d5b199dcd7f578365/tomli-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13", size = 232543, upload-time = "2024-11-27T22:38:24.367Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/e5/82e80ff3b751373f7cead2815bcbe2d51c895b3c990686741a8e56ec42ab/tomli-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281", size = 241691, upload-time = "2024-11-27T22:38:26.081Z" },
+    { url = "https://files.pythonhosted.org/packages/05/7e/2a110bc2713557d6a1bfb06af23dd01e7dde52b6ee7dadc589868f9abfac/tomli-2.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272", size = 251170, upload-time = "2024-11-27T22:38:27.921Z" },
+    { url = "https://files.pythonhosted.org/packages/64/7b/22d713946efe00e0adbcdfd6d1aa119ae03fd0b60ebed51ebb3fa9f5a2e5/tomli-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140", size = 236530, upload-time = "2024-11-27T22:38:29.591Z" },
+    { url = "https://files.pythonhosted.org/packages/38/31/3a76f67da4b0cf37b742ca76beaf819dca0ebef26d78fc794a576e08accf/tomli-2.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2", size = 258666, upload-time = "2024-11-27T22:38:30.639Z" },
+    { url = "https://files.pythonhosted.org/packages/07/10/5af1293da642aded87e8a988753945d0cf7e00a9452d3911dd3bb354c9e2/tomli-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744", size = 243954, upload-time = "2024-11-27T22:38:31.702Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/b9/1ed31d167be802da0fc95020d04cd27b7d7065cc6fbefdd2f9186f60d7bd/tomli-2.2.1-cp313-cp313-win32.whl", hash = "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec", size = 98724, upload-time = "2024-11-27T22:38:32.837Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/32/b0963458706accd9afcfeb867c0f9175a741bf7b19cd424230714d722198/tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69", size = 109383, upload-time = "2024-11-27T22:38:34.455Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/c2/61d3e0f47e2b74ef40a68b9e6ad5984f6241a942f7cd3bbfbdbd03861ea9/tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc", size = 14257, upload-time = "2024-11-27T22:38:35.385Z" },
 ]
 
 [[package]]
 name = "tweepy"
-version = "4.14.0"
+version = "4.15.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "oauthlib" },
     { name = "requests" },
     { name = "requests-oauthlib" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/75/1c/0db8c3cf9d31bf63853ff612d201060ae78e6db03468a70e063bef0eda62/tweepy-4.14.0.tar.gz", hash = "sha256:1f9f1707d6972de6cff6c5fd90dfe6a449cd2e0d70bd40043ffab01e07a06c8c", size = 88623 }
+sdist = { url = "https://files.pythonhosted.org/packages/99/05/7c2c01bd62900eff24534779f1e1531491dfd872edb6a9d432ae91e18b4b/tweepy-4.15.0.tar.gz", hash = "sha256:1345cbcdf0a75e2d89f424c559fd49fda4d8cd7be25cd5131e3b57bad8a21d76", size = 100268, upload-time = "2025-01-15T21:25:05.307Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/4d/78/ba0065d5636bbf4a35b78c4f81b74e7858b609cdf69e629d6da5c91b9d92/tweepy-4.14.0-py3-none-any.whl", hash = "sha256:db6d3844ccc0c6d27f339f12ba8acc89912a961da513c1ae50fa2be502a56afb", size = 98520 },
+    { url = "https://files.pythonhosted.org/packages/81/53/ca632ec02085b5c432e98ae1f872a21f2b6bb6c3d022dcf586809cc65cd0/tweepy-4.15.0-py3-none-any.whl", hash = "sha256:64adcea317158937059e4e2897b3ceb750b0c2dd5df58938c2da8f7eb3b88e6a", size = 99379, upload-time = "2025-01-15T21:25:02.856Z" },
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.2"
+version = "4.13.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/df/db/f35a00659bc03fec321ba8bce9420de607a1d37f8342eee1863174c69557/typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8", size = 85321 }
+sdist = { url = "https://files.pythonhosted.org/packages/f6/37/23083fcd6e35492953e8d2aaaa68b860eb422b34627b13f2ce3eb6106061/typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef", size = 106967, upload-time = "2025-04-10T14:19:05.416Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/26/9f/ad63fc0248c5379346306f8668cda6e2e2e9c95e01216d2b8ffd9ff037d0/typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d", size = 37438 },
+    { url = "https://files.pythonhosted.org/packages/8b/54/b1ae86c0973cc6f0210b53d508ca3641fb6d0c56823f288d108bc7ab3cc8/typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c", size = 45806, upload-time = "2025-04-10T14:19:03.967Z" },
 ]
 
 [[package]]
 name = "tzdata"
-version = "2024.2"
+version = "2025.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e1/34/943888654477a574a86a98e9896bae89c7aa15078ec29f490fef2f1e5384/tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc", size = 193282 }
+sdist = { url = "https://files.pythonhosted.org/packages/95/32/1a225d6164441be760d75c2c42e2780dc0873fe382da3e98a2e1e48361e5/tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9", size = 196380, upload-time = "2025-03-23T13:54:43.652Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a6/ab/7e5f53c3b9d14972843a647d8d7a853969a58aecc7559cb3267302c94774/tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd", size = 346586 },
+    { url = "https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8", size = 347839, upload-time = "2025-03-23T13:54:41.845Z" },
 ]
 
 [[package]]
 name = "urllib3"
-version = "2.2.3"
+version = "2.4.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ed/63/22ba4ebfe7430b76388e7cd448d5478814d3032121827c12a2cc287e2260/urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9", size = 300677 }
+sdist = { url = "https://files.pythonhosted.org/packages/8a/78/16493d9c386d8e60e442a35feac5e00f0913c0f4b7c217c11e8ec2ff53e0/urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466", size = 390672, upload-time = "2025-04-10T15:23:39.232Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ce/d9/5f4c13cecde62396b0d3fe530a50ccea91e7dfc1ccf0e09c228841bb5ba8/urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac", size = 126338 },
+    { url = "https://files.pythonhosted.org/packages/6b/11/cc635220681e93a0183390e26485430ca2c7b5f9d33b15c74c2861cb8091/urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813", size = 128680, upload-time = "2025-04-10T15:23:37.377Z" },
 ]
 
 [[package]]
 name = "xgboost"
-version = "2.1.3"
+version = "3.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
-    { name = "nvidia-nccl-cu12", marker = "platform_machine != 'aarch64' and platform_system == 'Linux'" },
+    { name = "nvidia-nccl-cu12", marker = "platform_machine != 'aarch64' and sys_platform == 'linux'" },
     { name = "scipy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/48/b0/131ffc4a15fd3acee9be3a7baa6b2fa6faa479799c51b880de9fc3ddf550/xgboost-2.1.3.tar.gz", hash = "sha256:7699ec4226156887d3afc665c63ab87469db9d46e361c702ba9fccd22535730c", size = 1090326 }
+sdist = { url = "https://files.pythonhosted.org/packages/82/18/f58f9dcbcca811b30be945fd7f890f87a0ee822f7316e2ddd7a3e3056f08/xgboost-3.0.0.tar.gz", hash = "sha256:45e95416df6f6f01d9a62e60cf09fc57e5ee34697f3858337c796fac9ce3b9ed", size = 1156620, upload-time = "2025-03-15T13:45:01.277Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/cd/c6/773ebd84414879bd0566788868ae46a6574f6efaf81e694f01ea1fed3277/xgboost-2.1.3-py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.macosx_12_0_x86_64.whl", hash = "sha256:c9b0c92f13e3650e1e1cf92ff9ecef3efc6f5dc3d10ce17858df2081a89976ef", size = 2139909 },
-    { url = "https://files.pythonhosted.org/packages/28/3c/ddf5d9eb742cdb7fbcd5c854bce07471bad01194ac37de91db64fbef0c58/xgboost-2.1.3-py3-none-macosx_12_0_arm64.whl", hash = "sha256:fcbf1912a852bd07a7007be350c8dc3a484c5e775b612f2b3cd082fc76240eb3", size = 1938631 },
-    { url = "https://files.pythonhosted.org/packages/4a/3a/8cd69a216993fd9d54ceb079d1b357b7ef50678b3c2695d8a71962b8d0aa/xgboost-2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:27af88df1162cee016c67f267a0a16c3db1c48f256e12f64c45c8f8edf9571cd", size = 4441261 },
-    { url = "https://files.pythonhosted.org/packages/48/bc/05d7db90d421c5e3d681a12fd1eb087e37bf2e9bbe2b105422d6319ecc92/xgboost-2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:32a43526208fe676527c698cb852e0e9515e6d7294143780e476d335290a131b", size = 4532380 },
-    { url = "https://files.pythonhosted.org/packages/0f/c8/f679a816c06a4a6d23da3f4b448d5f0615b51de2886ad3e3e695d17121b3/xgboost-2.1.3-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:5d33090880f3d474f8cf5dda557c7bf8dbceefb62f2fd655c77efcabb9cac222", size = 4207000 },
-    { url = "https://files.pythonhosted.org/packages/32/93/66826e2f50cefecbb0a44bd1e667316bf0a3c8e78cd1f0cdf52f5b2c5c6f/xgboost-2.1.3-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:8d85d38553855a1f8c40b8fbccca86af19202f91b244e2c7f77afbb2a6d9d785", size = 153894508 },
-    { url = "https://files.pythonhosted.org/packages/70/58/2f94976df39470fb00eec2cb4f914dde44cd0df8d96483208bf7db4bc97e/xgboost-2.1.3-py3-none-win_amd64.whl", hash = "sha256:25c0ffcbd62aac5bc22c79e08b5b2edad1d5e37f16610ebefa5f06f3e2ea3d96", size = 124909665 },
+    { url = "https://files.pythonhosted.org/packages/95/6c/d2a1636591e204667f320481b036acc9c526608bcc2319be71cce148102d/xgboost-3.0.0-py3-none-macosx_10_15_x86_64.whl", hash = "sha256:ed8cffd7998bd9431c3b0287a70bec8e45c09b43c9474d9dfd261627713bd890", size = 2245638, upload-time = "2025-03-15T13:46:14.653Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/0b/f9f815f240a9610d42367172b9f7ef7e8c9113a09b1bb35d4d85f96b910a/xgboost-3.0.0-py3-none-macosx_12_0_arm64.whl", hash = "sha256:314104bd3a1426a40f0c9662eef40e9ab22eb7a8068a42a8d198ce40412db75c", size = 2025491, upload-time = "2025-03-15T13:46:49.556Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/aa/f4597dc989317d2431cd71998cac1f9205c773658e0cf6680bb9011b26eb/xgboost-3.0.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:72c3405e8dfc37048f9fe339a058fa12b9f0f03bc31d3e56f0887eed2ed2baa1", size = 4841002, upload-time = "2025-03-15T13:47:19.693Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/ba/b89d99b89946afc842feb8f47302e8022f1405f01212d3e186b6d674b2ba/xgboost-3.0.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:72d39e74649e9b628c4221111aa6a8caa860f2e853b25480424403ee61085126", size = 4903442, upload-time = "2025-03-15T13:47:44.917Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/68/a7a274bedf43bbf9de120104b438b45e232395f8b9861519040b7b725535/xgboost-3.0.0-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:7bdee5787f86b83bebd75e2c96caf854760788e5f4203d063da50db5bf0efc5f", size = 4602694, upload-time = "2025-03-15T13:48:16.498Z" },
+    { url = "https://files.pythonhosted.org/packages/63/f1/653afe1a1b7e1d03f26fd4bd30f3eebcfac2d8982e1a85b6be3355dcae25/xgboost-3.0.0-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:61c7e391e373b8a5312503525c0689f83ef1912a1236377022865ab340f465a4", size = 253877333, upload-time = "2025-03-15T13:51:01.139Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/03/15cd49e855c62226ecf1831bbe4c8e73a4324856077a23c495538a36e557/xgboost-3.0.0-py3-none-win_amd64.whl", hash = "sha256:0ea74e97f95b1eddfd27a46b7f22f72ec5a5322e1dc7cb41c9c23fb580763df9", size = 149971978, upload-time = "2025-03-15T13:53:26.596Z" },
 ]
diff --git a/web_programming/co2_emission.py b/web_programming/co2_emission.py
index 19af70489d1d..4f62df8447b0 100644
--- a/web_programming/co2_emission.py
+++ b/web_programming/co2_emission.py
@@ -2,22 +2,29 @@
 Get CO2 emission data from the UK CarbonIntensity API
 """
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
 from datetime import date
 
-import requests
+import httpx
 
 BASE_URL = "https://api.carbonintensity.org.uk/intensity"
 
 
 # Emission in the last half hour
 def fetch_last_half_hour() -> str:
-    last_half_hour = requests.get(BASE_URL, timeout=10).json()["data"][0]
+    last_half_hour = httpx.get(BASE_URL, timeout=10).json()["data"][0]
     return last_half_hour["intensity"]["actual"]
 
 
 # Emissions in a specific date range
 def fetch_from_to(start, end) -> list:
-    return requests.get(f"{BASE_URL}/{start}/{end}", timeout=10).json()["data"]
+    return httpx.get(f"{BASE_URL}/{start}/{end}", timeout=10).json()["data"]
 
 
 if __name__ == "__main__":
diff --git a/web_programming/covid_stats_via_xpath.py b/web_programming/covid_stats_via_xpath.py
index c27a5d12bb3f..f7db51b63169 100644
--- a/web_programming/covid_stats_via_xpath.py
+++ b/web_programming/covid_stats_via_xpath.py
@@ -4,9 +4,17 @@
 more convenient to use in Python web projects (e.g. Django or Flask-based)
 """
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+#     "lxml",
+# ]
+# ///
+
 from typing import NamedTuple
 
-import requests
+import httpx
 from lxml import html
 
 
@@ -19,7 +27,7 @@ class CovidData(NamedTuple):
 def covid_stats(url: str = "https://www.worldometers.info/coronavirus/") -> CovidData:
     xpath_str = '//div[@class = "maincounter-number"]/span/text()'
     return CovidData(
-        *html.fromstring(requests.get(url, timeout=10).content).xpath(xpath_str)
+        *html.fromstring(httpx.get(url, timeout=10).content).xpath(xpath_str)
     )
 
 
diff --git a/web_programming/crawl_google_results.py b/web_programming/crawl_google_results.py
index cb75d450ff82..0ae13792e048 100644
--- a/web_programming/crawl_google_results.py
+++ b/web_programming/crawl_google_results.py
@@ -1,14 +1,28 @@
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "fake-useragent",
+#     "httpx",
+# ]
+# ///
+
 import sys
 import webbrowser
 
-import requests
+import httpx
 from bs4 import BeautifulSoup
 from fake_useragent import UserAgent
 
 if __name__ == "__main__":
     print("Googling.....")
     url = "https://www.google.com/search?q=" + " ".join(sys.argv[1:])
-    res = requests.get(url, headers={"UserAgent": UserAgent().random}, timeout=10)
+    res = httpx.get(
+        url,
+        headers={"UserAgent": UserAgent().random},
+        timeout=10,
+        follow_redirects=True,
+    )
     # res.raise_for_status()
     with open("project1a.html", "wb") as out_file:  # only for knowing the class
         for data in res.iter_content(10000):
diff --git a/web_programming/crawl_google_scholar_citation.py b/web_programming/crawl_google_scholar_citation.py
index 5f2ccad5f414..77d7be00c7b6 100644
--- a/web_programming/crawl_google_scholar_citation.py
+++ b/web_programming/crawl_google_scholar_citation.py
@@ -3,7 +3,15 @@
 using title and year of publication, and volume and pages of journal.
 """
 
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "httpx",
+# ]
+# ///
+
+import httpx
 from bs4 import BeautifulSoup
 
 
@@ -12,7 +20,7 @@ def get_citation(base_url: str, params: dict) -> str:
     Return the citation number.
     """
     soup = BeautifulSoup(
-        requests.get(base_url, params=params, timeout=10).content, "html.parser"
+        httpx.get(base_url, params=params, timeout=10).content, "html.parser"
     )
     div = soup.find("div", attrs={"class": "gs_ri"})
     anchors = div.find("div", attrs={"class": "gs_fl"}).find_all("a")
diff --git a/web_programming/currency_converter.py b/web_programming/currency_converter.py
index 9623504b89ea..a007c9c35a65 100644
--- a/web_programming/currency_converter.py
+++ b/web_programming/currency_converter.py
@@ -3,9 +3,16 @@
 https://www.amdoren.com
 """
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
 import os
 
-import requests
+import httpx
 
 URL_BASE = "https://www.amdoren.com/api/currency.php"
 
@@ -176,7 +183,7 @@ def convert_currency(
     params = locals()
     # from is a reserved keyword
     params["from"] = params.pop("from_")
-    res = requests.get(URL_BASE, params=params, timeout=10).json()
+    res = httpx.get(URL_BASE, params=params, timeout=10).json()
     return str(res["amount"]) if res["error"] == 0 else res["error_message"]
 
 
diff --git a/web_programming/current_stock_price.py b/web_programming/current_stock_price.py
index 573e1f575c8e..16b0b6772a9c 100644
--- a/web_programming/current_stock_price.py
+++ b/web_programming/current_stock_price.py
@@ -1,4 +1,12 @@
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "httpx",
+# ]
+# ///
+
+import httpx
 from bs4 import BeautifulSoup
 
 """
@@ -20,8 +28,8 @@ def stock_price(symbol: str = "AAPL") -> str:
     True
     """
     url = f"https://finance.yahoo.com/quote/{symbol}?p={symbol}"
-    yahoo_finance_source = requests.get(
-        url, headers={"USER-AGENT": "Mozilla/5.0"}, timeout=10
+    yahoo_finance_source = httpx.get(
+        url, headers={"USER-AGENT": "Mozilla/5.0"}, timeout=10, follow_redirects=True
     ).text
     soup = BeautifulSoup(yahoo_finance_source, "html.parser")
 
diff --git a/web_programming/current_weather.py b/web_programming/current_weather.py
index 4a8fa5e3c845..001eaf9020f4 100644
--- a/web_programming/current_weather.py
+++ b/web_programming/current_weather.py
@@ -1,4 +1,11 @@
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
+import httpx
 
 # Put your API key(s) here
 OPENWEATHERMAP_API_KEY = ""
@@ -19,13 +26,13 @@ def current_weather(location: str) -> list[dict]:
     weather_data = []
     if OPENWEATHERMAP_API_KEY:
         params_openweathermap = {"q": location, "appid": OPENWEATHERMAP_API_KEY}
-        response_openweathermap = requests.get(
+        response_openweathermap = httpx.get(
             OPENWEATHERMAP_URL_BASE, params=params_openweathermap, timeout=10
         )
         weather_data.append({"OpenWeatherMap": response_openweathermap.json()})
     if WEATHERSTACK_API_KEY:
         params_weatherstack = {"query": location, "access_key": WEATHERSTACK_API_KEY}
-        response_weatherstack = requests.get(
+        response_weatherstack = httpx.get(
             WEATHERSTACK_URL_BASE, params=params_weatherstack, timeout=10
         )
         weather_data.append({"Weatherstack": response_weatherstack.json()})
diff --git a/web_programming/daily_horoscope.py b/web_programming/daily_horoscope.py
index 75e637d8e52c..b84ea13238cc 100644
--- a/web_programming/daily_horoscope.py
+++ b/web_programming/daily_horoscope.py
@@ -1,4 +1,12 @@
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "httpx",
+# ]
+# ///
+
+import httpx
 from bs4 import BeautifulSoup
 
 
@@ -7,7 +15,7 @@ def horoscope(zodiac_sign: int, day: str) -> str:
         "https://www.horoscope.com/us/horoscopes/general/"
         f"horoscope-general-daily-{day}.aspx?sign={zodiac_sign}"
     )
-    soup = BeautifulSoup(requests.get(url, timeout=10).content, "html.parser")
+    soup = BeautifulSoup(httpx.get(url, timeout=10).content, "html.parser")
     return soup.find("div", class_="main-horoscope").p.text
 
 
diff --git a/web_programming/download_images_from_google_query.py b/web_programming/download_images_from_google_query.py
index 235cd35763ef..659cf6a398a3 100644
--- a/web_programming/download_images_from_google_query.py
+++ b/web_programming/download_images_from_google_query.py
@@ -1,10 +1,18 @@
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "httpx",
+# ]
+# ///
+
 import json
 import os
 import re
 import sys
 import urllib.request
 
-import requests
+import httpx
 from bs4 import BeautifulSoup
 
 headers = {
@@ -39,7 +47,7 @@ def download_images_from_google_query(query: str = "dhaka", max_images: int = 5)
         "ijn": "0",
     }
 
-    html = requests.get(
+    html = httpx.get(
         "https://www.google.com/search", params=params, headers=headers, timeout=10
     )
     soup = BeautifulSoup(html.text, "html.parser")
diff --git a/web_programming/emails_from_url.py b/web_programming/emails_from_url.py
index d41dc4893608..3fa24085df95 100644
--- a/web_programming/emails_from_url.py
+++ b/web_programming/emails_from_url.py
@@ -1,5 +1,12 @@
 """Get the site emails from URL."""
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
 from __future__ import annotations
 
 __author__ = "Muhammad Umer Farooq"
@@ -13,7 +20,7 @@
 from html.parser import HTMLParser
 from urllib import parse
 
-import requests
+import httpx
 
 
 class Parser(HTMLParser):
@@ -72,7 +79,7 @@ def emails_from_url(url: str = "https://github.com") -> list[str]:
 
     try:
         # Open URL
-        r = requests.get(url, timeout=10)
+        r = httpx.get(url, timeout=10, follow_redirects=True)
 
         # pass the raw HTML to the parser to get links
         parser.feed(r.text)
@@ -81,9 +88,15 @@ def emails_from_url(url: str = "https://github.com") -> list[str]:
         valid_emails = set()
         for link in parser.urls:
             # open URL.
-            # read = requests.get(link)
+            # Check if the link is already absolute
+            if not link.startswith("http://") and not link.startswith("https://"):
+                # Prepend protocol only if link starts with domain, normalize otherwise
+                if link.startswith(domain):
+                    link = f"https://{link}"
+                else:
+                    link = parse.urljoin(f"https://{domain}", link)
             try:
-                read = requests.get(link, timeout=10)
+                read = httpx.get(link, timeout=10, follow_redirects=True)
                 # Get the valid email.
                 emails = re.findall("[a-zA-Z0-9]+@" + domain, read.text)
                 # If not in list then append it.
diff --git a/web_programming/fetch_anime_and_play.py b/web_programming/fetch_anime_and_play.py
index e56b7124eeb5..616116595697 100644
--- a/web_programming/fetch_anime_and_play.py
+++ b/web_programming/fetch_anime_and_play.py
@@ -1,8 +1,17 @@
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "fake-useragent",
+#     "httpx",
+# ]
+# ///
+
+import httpx
 from bs4 import BeautifulSoup, NavigableString, Tag
 from fake_useragent import UserAgent
 
-BASE_URL = "https://ww1.gogoanime2.org"
+BASE_URL = "https://ww7.gogoanime2.org"
 
 
 def search_scraper(anime_name: str) -> list:
@@ -25,9 +34,9 @@ def search_scraper(anime_name: str) -> list:
     """
 
     # concat the name to form the search url.
-    search_url = f"{BASE_URL}/search/{anime_name}"
+    search_url = f"{BASE_URL}/search?keyword={anime_name}"
 
-    response = requests.get(
+    response = httpx.get(
         search_url, headers={"UserAgent": UserAgent().chrome}, timeout=10
     )  # request the url.
 
@@ -82,7 +91,7 @@ def search_anime_episode_list(episode_endpoint: str) -> list:
 
     request_url = f"{BASE_URL}{episode_endpoint}"
 
-    response = requests.get(
+    response = httpx.get(
         url=request_url, headers={"UserAgent": UserAgent().chrome}, timeout=10
     )
     response.raise_for_status()
@@ -133,7 +142,7 @@ def get_anime_episode(episode_endpoint: str) -> list:
 
     episode_page_url = f"{BASE_URL}{episode_endpoint}"
 
-    response = requests.get(
+    response = httpx.get(
         url=episode_page_url, headers={"User-Agent": UserAgent().chrome}, timeout=10
     )
     response.raise_for_status()
diff --git a/web_programming/fetch_bbc_news.py b/web_programming/fetch_bbc_news.py
index e5cd864a9d83..f3121fee7db4 100644
--- a/web_programming/fetch_bbc_news.py
+++ b/web_programming/fetch_bbc_news.py
@@ -1,13 +1,20 @@
 # Created by sarathkaul on 12/11/19
 
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
+import httpx
 
 _NEWS_API = "https://newsapi.org/v1/articles?source=bbc-news&sortBy=top&apiKey="
 
 
 def fetch_bbc_news(bbc_news_api_key: str) -> None:
     # fetching a list of articles in json format
-    bbc_news_page = requests.get(_NEWS_API + bbc_news_api_key, timeout=10).json()
+    bbc_news_page = httpx.get(_NEWS_API + bbc_news_api_key, timeout=10).json()
     # each article in the list is a dict
     for i, article in enumerate(bbc_news_page["articles"], 1):
         print(f"{i}.) {article['title']}")
diff --git a/web_programming/fetch_github_info.py b/web_programming/fetch_github_info.py
index 25d44245bb58..1d3d344e177e 100644
--- a/web_programming/fetch_github_info.py
+++ b/web_programming/fetch_github_info.py
@@ -18,12 +18,19 @@
 export USER_TOKEN=""
 """
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
 from __future__ import annotations
 
 import os
 from typing import Any
 
-import requests
+import httpx
 
 BASE_URL = "https://api.github.com"
 
@@ -36,13 +43,13 @@
 
 def fetch_github_info(auth_token: str) -> dict[Any, Any]:
     """
-    Fetch GitHub info of a user using the requests module
+    Fetch GitHub info of a user using the httpx module
     """
     headers = {
         "Authorization": f"token {auth_token}",
         "Accept": "application/vnd.github.v3+json",
     }
-    return requests.get(AUTHENTICATED_USER_ENDPOINT, headers=headers, timeout=10).json()
+    return httpx.get(AUTHENTICATED_USER_ENDPOINT, headers=headers, timeout=10).json()
 
 
 if __name__ == "__main__":  # pragma: no cover
diff --git a/web_programming/fetch_jobs.py b/web_programming/fetch_jobs.py
index 3753d25bbe5f..7a95f997078d 100644
--- a/web_programming/fetch_jobs.py
+++ b/web_programming/fetch_jobs.py
@@ -2,20 +2,26 @@
 Scraping jobs given job title and location from indeed website
 """
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "httpx",
+# ]
+# ///
+
 from __future__ import annotations
 
 from collections.abc import Generator
 
-import requests
+import httpx
 from bs4 import BeautifulSoup
 
 url = "https://www.indeed.co.in/jobs?q=mobile+app+development&l="
 
 
 def fetch_jobs(location: str = "mumbai") -> Generator[tuple[str, str]]:
-    soup = BeautifulSoup(
-        requests.get(url + location, timeout=10).content, "html.parser"
-    )
+    soup = BeautifulSoup(httpx.get(url + location, timeout=10).content, "html.parser")
     # This attribute finds out all the specifics listed in a job
     for job in soup.find_all("div", attrs={"data-tn-component": "organicJob"}):
         job_title = job.find("a", attrs={"data-tn-element": "jobTitle"}).text.strip()
diff --git a/web_programming/fetch_quotes.py b/web_programming/fetch_quotes.py
index cf0add43f002..38113c888d89 100644
--- a/web_programming/fetch_quotes.py
+++ b/web_programming/fetch_quotes.py
@@ -6,19 +6,26 @@
     https://zenquotes.io/
 """
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
 import pprint
 
-import requests
+import httpx
 
 API_ENDPOINT_URL = "https://zenquotes.io/api"
 
 
 def quote_of_the_day() -> list:
-    return requests.get(API_ENDPOINT_URL + "/today", timeout=10).json()
+    return httpx.get(API_ENDPOINT_URL + "/today", timeout=10).json()
 
 
 def random_quotes() -> list:
-    return requests.get(API_ENDPOINT_URL + "/random", timeout=10).json()
+    return httpx.get(API_ENDPOINT_URL + "/random", timeout=10).json()
 
 
 if __name__ == "__main__":
diff --git a/web_programming/get_amazon_product_data.py b/web_programming/get_amazon_product_data.py
index b98ff2c030af..02db708e02bf 100644
--- a/web_programming/get_amazon_product_data.py
+++ b/web_programming/get_amazon_product_data.py
@@ -4,9 +4,18 @@
 information will include title, URL, price, ratings, and the discount available.
 """
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "httpx",
+#     "pandas",
+# ]
+# ///
+
 from itertools import zip_longest
 
-import requests
+import httpx
 from bs4 import BeautifulSoup
 from pandas import DataFrame
 
@@ -25,7 +34,7 @@ def get_amazon_product_data(product: str = "laptop") -> DataFrame:
         "Accept-Language": "en-US, en;q=0.5",
     }
     soup = BeautifulSoup(
-        requests.get(url, headers=header, timeout=10).text, features="lxml"
+        httpx.get(url, headers=header, timeout=10).text, features="lxml"
     )
     # Initialize a Pandas dataframe with the column titles
     data_frame = DataFrame(
diff --git a/web_programming/get_imdb_top_250_movies_csv.py b/web_programming/get_imdb_top_250_movies_csv.py
index c914b29cb3b3..4cd29f0e1426 100644
--- a/web_programming/get_imdb_top_250_movies_csv.py
+++ b/web_programming/get_imdb_top_250_movies_csv.py
@@ -1,16 +1,24 @@
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "httpx",
+# ]
+# ///
+
 from __future__ import annotations
 
 import csv
 
-import requests
+import httpx
 from bs4 import BeautifulSoup
 
 
 def get_imdb_top_250_movies(url: str = "") -> dict[str, float]:
     url = url or "https://www.imdb.com/chart/top/?ref_=nv_mv_250"
-    soup = BeautifulSoup(requests.get(url, timeout=10).text, "html.parser")
-    titles = soup.find_all("td", attrs="titleColumn")
-    ratings = soup.find_all("td", class_="ratingColumn imdbRating")
+    soup = BeautifulSoup(httpx.get(url, timeout=10).text, "html.parser")
+    titles = soup.find_all("h3", class_="ipc-title__text")
+    ratings = soup.find_all("span", class_="ipc-rating-star--rating")
     return {
         title.a.text: float(rating.strong.text)
         for title, rating in zip(titles, ratings)
diff --git a/web_programming/get_ip_geolocation.py b/web_programming/get_ip_geolocation.py
index 574d287f0db1..153655257324 100644
--- a/web_programming/get_ip_geolocation.py
+++ b/web_programming/get_ip_geolocation.py
@@ -1,4 +1,11 @@
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
+import httpx
 
 
 # Function to get geolocation data for an IP address
@@ -8,7 +15,7 @@ def get_ip_geolocation(ip_address: str) -> str:
         url = f"https://ipinfo.io/{ip_address}/json"
 
         # Send a GET request to the API
-        response = requests.get(url, timeout=10)
+        response = httpx.get(url, timeout=10)
 
         # Check if the HTTP request was successful
         response.raise_for_status()
@@ -23,7 +30,7 @@ def get_ip_geolocation(ip_address: str) -> str:
             location = "Location data not found."
 
         return location
-    except requests.exceptions.RequestException as e:
+    except httpx.RequestError as e:
         # Handle network-related exceptions
         return f"Request error: {e}"
     except ValueError as e:
diff --git a/web_programming/get_top_billionaires.py b/web_programming/get_top_billionaires.py
index 99f6e0be948a..b6f3bf0ca5be 100644
--- a/web_programming/get_top_billionaires.py
+++ b/web_programming/get_top_billionaires.py
@@ -3,9 +3,17 @@
 This works for some of us but fails for others.
 """
 
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+#     "rich",
+# ]
+# ///
+
 from datetime import UTC, date, datetime
 
-import requests
+import httpx
 from rich import box
 from rich import console as rich_console
 from rich import table as rich_table
@@ -57,7 +65,7 @@ def get_forbes_real_time_billionaires() -> list[dict[str, int | str]]:
     Returns:
         List of top 10 realtime billionaires data.
     """
-    response_json = requests.get(API_URL, timeout=10).json()
+    response_json = httpx.get(API_URL, timeout=10).json()
     return [
         {
             "Name": person["personName"],
diff --git a/web_programming/get_top_hn_posts.py b/web_programming/get_top_hn_posts.py
index f5d4f874c6c6..7d6308ae70c1 100644
--- a/web_programming/get_top_hn_posts.py
+++ b/web_programming/get_top_hn_posts.py
@@ -1,11 +1,18 @@
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
 from __future__ import annotations
 
-import requests
+import httpx
 
 
 def get_hackernews_story(story_id: str) -> dict:
     url = f"https://hacker-news.firebaseio.com/v0/item/{story_id}.json?print=pretty"
-    return requests.get(url, timeout=10).json()
+    return httpx.get(url, timeout=10).json()
 
 
 def hackernews_top_stories(max_stories: int = 10) -> list[dict]:
@@ -13,7 +20,7 @@ def hackernews_top_stories(max_stories: int = 10) -> list[dict]:
     Get the top max_stories posts from HackerNews - https://news.ycombinator.com/
     """
     url = "https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty"
-    story_ids = requests.get(url, timeout=10).json()[:max_stories]
+    story_ids = httpx.get(url, timeout=10).json()[:max_stories]
     return [get_hackernews_story(story_id) for story_id in story_ids]
 
 
diff --git a/web_programming/giphy.py b/web_programming/giphy.py
index 2bf3e3ea9c0b..90f4e51a7242 100644
--- a/web_programming/giphy.py
+++ b/web_programming/giphy.py
@@ -1,5 +1,13 @@
 #!/usr/bin/env python3
-import requests
+
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
+import httpx
 
 giphy_api_key = "YOUR API KEY"
 # Can be fetched from https://developers.giphy.com/dashboard/
@@ -11,7 +19,7 @@ def get_gifs(query: str, api_key: str = giphy_api_key) -> list:
     """
     formatted_query = "+".join(query.split())
     url = f"https://api.giphy.com/v1/gifs/search?q={formatted_query}&api_key={api_key}"
-    gifs = requests.get(url, timeout=10).json()["data"]
+    gifs = httpx.get(url, timeout=10).json()["data"]
     return [gif["url"] for gif in gifs]
 
 
diff --git a/web_programming/instagram_crawler.py b/web_programming/instagram_crawler.py
index df62735fb328..68271c1c4643 100644
--- a/web_programming/instagram_crawler.py
+++ b/web_programming/instagram_crawler.py
@@ -1,9 +1,19 @@
 #!/usr/bin/env python3
+
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "fake-useragent",
+#     "httpx",
+# ]
+# ///
+
 from __future__ import annotations
 
 import json
 
-import requests
+import httpx
 from bs4 import BeautifulSoup
 from fake_useragent import UserAgent
 
@@ -39,7 +49,7 @@ def get_json(self) -> dict:
         """
         Return a dict of user information
         """
-        html = requests.get(self.url, headers=headers, timeout=10).text
+        html = httpx.get(self.url, headers=headers, timeout=10).text
         scripts = BeautifulSoup(html, "html.parser").find_all("script")
         try:
             return extract_user_profile(scripts[4])
diff --git a/web_programming/instagram_pic.py b/web_programming/instagram_pic.py
index 292cacc16c04..b6918f35515b 100644
--- a/web_programming/instagram_pic.py
+++ b/web_programming/instagram_pic.py
@@ -1,6 +1,14 @@
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "httpx",
+# ]
+# ///
+
 from datetime import UTC, datetime
 
-import requests
+import httpx
 from bs4 import BeautifulSoup
 
 
@@ -15,9 +23,9 @@ def download_image(url: str) -> str:
         A message indicating the result of the operation.
     """
     try:
-        response = requests.get(url, timeout=10)
+        response = httpx.get(url, timeout=10)
         response.raise_for_status()
-    except requests.exceptions.RequestException as e:
+    except httpx.RequestError as e:
         return f"An error occurred during the HTTP request to {url}: {e!r}"
 
     soup = BeautifulSoup(response.text, "html.parser")
@@ -30,13 +38,13 @@ def download_image(url: str) -> str:
         return f"Image URL not found in meta tag {image_meta_tag}."
 
     try:
-        image_data = requests.get(image_url, timeout=10).content
-    except requests.exceptions.RequestException as e:
+        image_data = httpx.get(image_url, timeout=10).content
+    except httpx.RequestError as e:
         return f"An error occurred during the HTTP request to {image_url}: {e!r}"
     if not image_data:
         return f"Failed to download the image from {image_url}."
 
-    file_name = f"{datetime.now(tz=UTC).astimezone():%Y-%m-%d_%H:%M:%S}.jpg"
+    file_name = f"{datetime.now(tz=UTC).astimezone():%Y-%m-%d_%H-%M-%S}.jpg"
     with open(file_name, "wb") as out_file:
         out_file.write(image_data)
     return f"Image downloaded and saved in the file {file_name}"
diff --git a/web_programming/instagram_video.py b/web_programming/instagram_video.py
index a4cddce25138..c6f72aef455a 100644
--- a/web_programming/instagram_video.py
+++ b/web_programming/instagram_video.py
@@ -1,17 +1,24 @@
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
 from datetime import UTC, datetime
 
-import requests
+import httpx
 
 
 def download_video(url: str) -> bytes:
     base_url = "https://downloadgram.net/wp-json/wppress/video-downloader/video?url="
-    video_url = requests.get(base_url + url, timeout=10).json()[0]["urls"][0]["src"]
-    return requests.get(video_url, timeout=10).content
+    video_url = httpx.get(base_url + url, timeout=10)
+    return httpx.get(video_url, timeout=10).content
 
 
 if __name__ == "__main__":
     url = input("Enter Video/IGTV url: ").strip()
-    file_name = f"{datetime.now(tz=UTC).astimezone():%Y-%m-%d_%H:%M:%S}.mp4"
+    file_name = f"{datetime.now(tz=UTC).astimezone():%Y-%m-%d_%H-%M-%S}.mp4"
     with open(file_name, "wb") as fp:
         fp.write(download_video(url))
     print(f"Done. Video saved to disk as {file_name}.")
diff --git a/web_programming/nasa_data.py b/web_programming/nasa_data.py
index 33a6406c52a6..1025d2b4ab5f 100644
--- a/web_programming/nasa_data.py
+++ b/web_programming/nasa_data.py
@@ -1,6 +1,11 @@
-import shutil
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
 
-import requests
+import httpx
 
 
 def get_apod_data(api_key: str) -> dict:
@@ -9,17 +14,17 @@ def get_apod_data(api_key: str) -> dict:
     Get your API Key from: https://api.nasa.gov/
     """
     url = "https://api.nasa.gov/planetary/apod"
-    return requests.get(url, params={"api_key": api_key}, timeout=10).json()
+    return httpx.get(url, params={"api_key": api_key}, timeout=10).json()
 
 
 def save_apod(api_key: str, path: str = ".") -> dict:
     apod_data = get_apod_data(api_key)
     img_url = apod_data["url"]
     img_name = img_url.split("/")[-1]
-    response = requests.get(img_url, stream=True, timeout=10)
+    response = httpx.get(img_url, timeout=10)
 
     with open(f"{path}/{img_name}", "wb+") as img_file:
-        shutil.copyfileobj(response.raw, img_file)
+        img_file.write(response.content)
     del response
     return apod_data
 
@@ -29,7 +34,7 @@ def get_archive_data(query: str) -> dict:
     Get the data of a particular query from NASA archives
     """
     url = "https://images-api.nasa.gov/search"
-    return requests.get(url, params={"q": query}, timeout=10).json()
+    return httpx.get(url, params={"q": query}, timeout=10).json()
 
 
 if __name__ == "__main__":
diff --git a/web_programming/open_google_results.py b/web_programming/open_google_results.py
index 52dd37d7b91a..f245e4b6d818 100644
--- a/web_programming/open_google_results.py
+++ b/web_programming/open_google_results.py
@@ -1,8 +1,17 @@
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "fake-useragent",
+#     "httpx",
+# ]
+# ///
+
 import webbrowser
 from sys import argv
 from urllib.parse import parse_qs, quote
 
-import requests
+import httpx
 from bs4 import BeautifulSoup
 from fake_useragent import UserAgent
 
@@ -13,26 +22,18 @@
 
     url = f"https://www.google.com/search?q={query}&num=100"
 
-    res = requests.get(
+    res = httpx.get(
         url,
         headers={"User-Agent": str(UserAgent().random)},
         timeout=10,
     )
 
     try:
-        link = (
-            BeautifulSoup(res.text, "html.parser")
-            .find("div", attrs={"class": "yuRUbf"})
-            .find("a")
-            .get("href")
-        )
+        link = BeautifulSoup(res.text, "html.parser").find("div").find("a").get("href")
 
     except AttributeError:
         link = parse_qs(
-            BeautifulSoup(res.text, "html.parser")
-            .find("div", attrs={"class": "kCrYT"})
-            .find("a")
-            .get("href")
+            BeautifulSoup(res.text, "html.parser").find("div").find("a").get("href")
         )["url"][0]
 
     webbrowser.open(link)
diff --git a/web_programming/random_anime_character.py b/web_programming/random_anime_character.py
index aed932866258..b94894e7ffe1 100644
--- a/web_programming/random_anime_character.py
+++ b/web_programming/random_anime_character.py
@@ -1,6 +1,15 @@
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "fake-useragent",
+#     "httpx",
+# ]
+# ///
+
 import os
 
-import requests
+import httpx
 from bs4 import BeautifulSoup
 from fake_useragent import UserAgent
 
@@ -12,7 +21,7 @@ def save_image(image_url: str, image_title: str) -> None:
     """
     Saves the image of anime character
     """
-    image = requests.get(image_url, headers=headers, timeout=10)
+    image = httpx.get(image_url, headers=headers, timeout=10)
     with open(image_title, "wb") as file:
         file.write(image.content)
 
@@ -22,7 +31,7 @@ def random_anime_character() -> tuple[str, str, str]:
     Returns the Title, Description, and Image Title of a random anime character .
     """
     soup = BeautifulSoup(
-        requests.get(URL, headers=headers, timeout=10).text, "html.parser"
+        httpx.get(URL, headers=headers, timeout=10).text, "html.parser"
     )
     title = soup.find("meta", attrs={"property": "og:title"}).attrs["content"]
     image_url = soup.find("meta", attrs={"property": "og:image"}).attrs["content"]
diff --git a/web_programming/recaptcha_verification.py b/web_programming/recaptcha_verification.py
index 168862204fa9..c3a53da0b3da 100644
--- a/web_programming/recaptcha_verification.py
+++ b/web_programming/recaptcha_verification.py
@@ -32,7 +32,14 @@
 recaptcha verification.
 """
 
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
+import httpx
 
 try:
     from django.contrib.auth import authenticate, login
@@ -56,7 +63,7 @@ def login_using_recaptcha(request):
     client_key = request.POST.get("g-recaptcha-response")
 
     # post recaptcha response to Google's recaptcha api
-    response = requests.post(
+    response = httpx.post(
         url, data={"secret": secret_key, "response": client_key}, timeout=10
     )
     # if the recaptcha api verified our keys
diff --git a/web_programming/reddit.py b/web_programming/reddit.py
index 6cc1a6b62009..863b44f60b16 100644
--- a/web_programming/reddit.py
+++ b/web_programming/reddit.py
@@ -1,6 +1,13 @@
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
 from __future__ import annotations
 
-import requests
+import httpx
 
 valid_terms = set(
     """approved_at_utc approved_by author_flair_background_color
@@ -28,13 +35,14 @@ def get_subreddit_data(
     if invalid_search_terms := ", ".join(sorted(set(wanted_data) - valid_terms)):
         msg = f"Invalid search term: {invalid_search_terms}"
         raise ValueError(msg)
-    response = requests.get(
-        f"https://reddit.com/r/{subreddit}/{age}.json?limit={limit}",
+    response = httpx.get(
+        f"https://www.reddit.com/r/{subreddit}/{age}.json?limit={limit}",
         headers={"User-agent": "A random string"},
         timeout=10,
     )
+    response.raise_for_status()
     if response.status_code == 429:
-        raise requests.HTTPError(response=response)
+        raise httpx.HTTPError(response=response)
 
     data = response.json()
     if not wanted_data:
diff --git a/web_programming/search_books_by_isbn.py b/web_programming/search_books_by_isbn.py
index 6b69018e6639..02d096181fff 100644
--- a/web_programming/search_books_by_isbn.py
+++ b/web_programming/search_books_by_isbn.py
@@ -4,9 +4,16 @@
 ISBN: https://en.wikipedia.org/wiki/International_Standard_Book_Number
 """
 
-from json import JSONDecodeError  # Workaround for requests.exceptions.JSONDecodeError
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
 
-import requests
+from json import JSONDecodeError
+
+import httpx
 
 
 def get_openlibrary_data(olid: str = "isbn/0140328726") -> dict:
@@ -25,7 +32,9 @@ def get_openlibrary_data(olid: str = "isbn/0140328726") -> dict:
     if new_olid.count("/") != 1:
         msg = f"{olid} is not a valid Open Library olid"
         raise ValueError(msg)
-    return requests.get(f"https://openlibrary.org/{new_olid}.json", timeout=10).json()
+    return httpx.get(
+        f"https://openlibrary.org/{new_olid}.json", timeout=10, follow_redirects=True
+    ).json()
 
 
 def summarize_book(ol_book_data: dict) -> dict:
@@ -36,8 +45,7 @@ def summarize_book(ol_book_data: dict) -> dict:
         "title": "Title",
         "publish_date": "Publish date",
         "authors": "Authors",
-        "number_of_pages": "Number of pages:",
-        "first_sentence": "First sentence",
+        "number_of_pages": "Number of pages",
         "isbn_10": "ISBN (10)",
         "isbn_13": "ISBN (13)",
     }
@@ -45,7 +53,6 @@ def summarize_book(ol_book_data: dict) -> dict:
     data["Authors"] = [
         get_openlibrary_data(author["key"])["name"] for author in data["Authors"]
     ]
-    data["First sentence"] = data["First sentence"]["value"]
     for key, value in data.items():
         if isinstance(value, list):
             data[key] = ", ".join(value)
@@ -71,5 +78,5 @@ def summarize_book(ol_book_data: dict) -> dict:
         try:
             book_summary = summarize_book(get_openlibrary_data(f"isbn/{isbn}"))
             print("\n".join(f"{key}: {value}" for key, value in book_summary.items()))
-        except JSONDecodeError:  # Workaround for requests.exceptions.RequestException:
+        except JSONDecodeError:
             print(f"Sorry, there are no results for ISBN: {isbn}.")
diff --git a/web_programming/slack_message.py b/web_programming/slack_message.py
index d4d5658898ac..b00dac16688f 100644
--- a/web_programming/slack_message.py
+++ b/web_programming/slack_message.py
@@ -1,11 +1,18 @@
 # Created by sarathkaul on 12/11/19
 
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "httpx",
+# ]
+# ///
+
+import httpx
 
 
 def send_slack_message(message_body: str, slack_url: str) -> None:
     headers = {"Content-Type": "application/json"}
-    response = requests.post(
+    response = httpx.post(
         slack_url, json={"text": message_body}, headers=headers, timeout=10
     )
     if response.status_code != 200:
diff --git a/web_programming/test_fetch_github_info.py b/web_programming/test_fetch_github_info.py
index 2da97c782df7..2c433952fe10 100644
--- a/web_programming/test_fetch_github_info.py
+++ b/web_programming/test_fetch_github_info.py
@@ -1,6 +1,6 @@
 import json
 
-import requests
+import httpx
 
 from .fetch_github_info import AUTHENTICATED_USER_ENDPOINT, fetch_github_info
 
@@ -21,7 +21,7 @@ def mock_response(*args, **kwargs):
         assert "Accept" in kwargs["headers"]
         return FakeResponse(b'{"login":"test","id":1}')
 
-    monkeypatch.setattr(requests, "get", mock_response)
+    monkeypatch.setattr(httpx, "get", mock_response)
     result = fetch_github_info("token")
     assert result["login"] == "test"
     assert result["id"] == 1
diff --git a/web_programming/world_covid19_stats.py b/web_programming/world_covid19_stats.py
index 4948d8cfd43c..99383577d627 100644
--- a/web_programming/world_covid19_stats.py
+++ b/web_programming/world_covid19_stats.py
@@ -5,19 +5,31 @@
 This data is being scrapped from 'https://www.worldometers.info/coronavirus/'.
 """
 
-import requests
+# /// script
+# requires-python = ">=3.13"
+# dependencies = [
+#     "beautifulsoup4",
+#     "httpx",
+# ]
+# ///
+
+import httpx
 from bs4 import BeautifulSoup
 
 
-def world_covid19_stats(url: str = "https://www.worldometers.info/coronavirus") -> dict:
+def world_covid19_stats(
+    url: str = "https://www.worldometers.info/coronavirus/",
+) -> dict:
     """
     Return a dict of current worldwide COVID-19 statistics
     """
-    soup = BeautifulSoup(requests.get(url, timeout=10).text, "html.parser")
-    keys = soup.findAll("h1")
-    values = soup.findAll("div", {"class": "maincounter-number"})
-    keys += soup.findAll("span", {"class": "panel-title"})
-    values += soup.findAll("div", {"class": "number-table-main"})
+    soup = BeautifulSoup(
+        httpx.get(url, timeout=10, follow_redirects=True).text, "html.parser"
+    )
+    keys = soup.find_all("h1")
+    values = soup.find_all("div", {"class": "maincounter-number"})
+    keys += soup.find_all("span", {"class": "panel-title"})
+    values += soup.find_all("div", {"class": "number-table-main"})
     return {key.text.strip(): value.text.strip() for key, value in zip(keys, values)}