From 678495c23bf1e5a6d91c61c2e56698f31c7df267 Mon Sep 17 00:00:00 2001
From: Selok <selokyeung@gmail.com>
Date: Sun, 14 Jun 2026 22:32:28 +0100
Subject: [PATCH 1/2] feat: add support python 3.11 to 3.14

---
 .github/actions/setup_nox/action.yml     |   14 +-
 .github/workflows/cicd.yaml              |   12 +-
 CHANGELOG.md                             |   32 +
 docs/conf.py                             |    2 +-
 lta/__init__.py                          |    2 +-
 lta/cli.py                               |    1 +
 lta/commands/run.py                      |    1 +
 lta/helpers/data_handling.py             |   52 +-
 lta/helpers/jaccard.py                   |  112 +
 lta/helpers/pipeline.py                  |    3 +-
 lta/parser.py                            |    1 +
 noxfile.py                               |   41 +-
 poetry.lock                              | 3315 +++++++++++++++++-----
 pyproject.toml                           |   55 +-
 tests/conftest.py                        |    1 +
 tests/integration/test_cli.py            |    1 +
 tests/unit/helpers/test_jaccard.py       |  163 ++
 tests/unit/test_commands_run.py          |    1 +
 tests/unit/test_helpers_custom_types.py  |    1 +
 tests/unit/test_helpers_data_handling.py |    1 +
 tests/unit/test_helpers_pipeline.py      |    1 +
 tests/unit/test_parser.py                |    1 +
 22 files changed, 3022 insertions(+), 791 deletions(-)
 create mode 100644 lta/helpers/jaccard.py
 create mode 100644 tests/unit/helpers/test_jaccard.py

diff --git a/.github/actions/setup_nox/action.yml b/.github/actions/setup_nox/action.yml
index c8f8870..5bb73ea 100644
--- a/.github/actions/setup_nox/action.yml
+++ b/.github/actions/setup_nox/action.yml
@@ -5,7 +5,7 @@ inputs:
   cache_number:
     description: "A manually specified cache number. Useful for triggering new caches."
     required: True
-    default: 0
+    default: "0"
   poetry_version:
     description: "Which poetry version to use."
     required: True
@@ -20,6 +20,18 @@ runs:
     - uses: actions/setup-python@v5
       with:
         python-version: "3.10"
+    - uses: actions/setup-python@v5
+      with:
+        python-version: "3.11"
+    - uses: actions/setup-python@v5
+      with:
+        python-version: "3.12"
+    - uses: actions/setup-python@v5
+      with:
+        python-version: "3.13"
+    - uses: actions/setup-python@v5
+      with:
+        python-version: "3.14"
     - name: "Install nox"
       run: pipx install nox
       shell: bash
diff --git a/.github/workflows/cicd.yaml b/.github/workflows/cicd.yaml
index 1c7adca..03b39d9 100644
--- a/.github/workflows/cicd.yaml
+++ b/.github/workflows/cicd.yaml
@@ -46,7 +46,7 @@ jobs:
         with:
           cache_number: ${{ env.CACHE_NUMBER }}
           poetry_version: ${{ env.POETRY_VERSION }}
-      - name: Check for Dependency Vulnerabilities
+      - name: Lint code
         run: nox -s lint
 
   type:
@@ -60,7 +60,7 @@ jobs:
         with:
           cache_number: ${{ env.CACHE_NUMBER }}
           poetry_version: ${{ env.POETRY_VERSION }}
-      - name: Check for Dependency Vulnerabilities
+      - name: Type check
         run: nox -s type
 
   security:
@@ -103,7 +103,7 @@ jobs:
         run: nox -s tests
       - name: Upload to codecov
         if: matrix.os == 'ubuntu-latest'
-        uses: codecov/codecov-action@v2
+        uses: codecov/codecov-action@v4
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           files: ./coverage.xml
@@ -114,7 +114,7 @@ jobs:
   release:
     runs-on: ubuntu-latest
     if: ${{ github.ref == 'refs/heads/main' }}
-    needs: [lint, test, security]
+    needs: [lint, type, test, security]
     outputs:
       released: ${{ steps.release.outputs.released }}
       version: ${{ steps.release.outputs.version }}
@@ -129,7 +129,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: '3.9'
+          python-version: '3.14'
 
       - name: Install dependencies
         run: |
@@ -149,8 +149,6 @@ jobs:
           semantic-release version
           poetry build
           semantic-release publish
-          # Mark that a release was created
-          echo "released=true" >> $GITHUB_OUTPUT
 
       - name: Upload distribution artifacts
         uses: actions/upload-artifact@v4
diff --git a/CHANGELOG.md b/CHANGELOG.md
index c4a0caa..f3fb21a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,38 @@
 # CHANGELOG
 
 
+## v3.6.0 (2026-06-14)
+
+### Bug Fixes
+
+- **data_handling.py**: Fix deprecated pandas `groupby(axis=...)` API for pandas 2.0 compatibility
+
+- **data_handling.py**: Replace `np.NAN` with `np.nan` for NumPy 2.0 compatibility
+
+### Build System
+
+- **jaccard.py**: Vendor `boolean-jaccard` module locally; removes the external dependency which was
+  unmaintained and capped at Python < 3.11
+
+- **pyproject.toml**: Drop Python 3.8 and 3.9 support; add Python 3.11, 3.12, and 3.13 support
+
+- **pyproject.toml**: Bump pandas to `^2.0` and numpy to `^2.0`
+
+- **pyproject.toml**: Update dev tooling — flake8, pytest, coverage, black, Sphinx; replace `safety`
+  with `pip-audit`
+
+### Continuous Integration
+
+- **noxfile.py**: Update test matrix from Python 3.9/3.10 to 3.10–3.13; update default session
+  Python to 3.13
+
+- **noxfile.py**: Replace `safety` with `pip-audit` in security session; update `poetry export`
+  flags from `--dev` / `--no-dev` to `--with dev` / `--only main` for Poetry v1.2+ compatibility
+
+- **cicd.yaml**: Add Python 3.11–3.14 to CI setup; upgrade codecov action to v4; gate release job
+  on type check passing; fix CI step display names
+
+
 ## v3.5.3 (2025-11-09)
 
 ### Bug Fixes
diff --git a/docs/conf.py b/docs/conf.py
index 6b60895..dbdd9ce 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -12,7 +12,7 @@
 project = "LTA"
 author = "Ryan B Patterson-Cross"
 copyright = "2021, IMS-MRL Bioinformatics and Biostatistic Core"
-version = "3.5.2"
+version = "3.5.3"
 extensions = [
     "sphinx_rtd_theme",
     "sphinx.ext.autodoc",
diff --git a/lta/__init__.py b/lta/__init__.py
index 3c42e45..ff99003 100644
--- a/lta/__init__.py
+++ b/lta/__init__.py
@@ -7,4 +7,4 @@
     The version number,
     specified in the form 'major.minor.patch'
 """
-__version__ = "3.5.2"
+__version__ = "3.5.3"
diff --git a/lta/cli.py b/lta/cli.py
index 172b40d..a9ebdd1 100644
--- a/lta/cli.py
+++ b/lta/cli.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 """Provide entry point for CLI."""
+
 import logging
 from datetime import datetime
 from pathlib import Path
diff --git a/lta/commands/run.py b/lta/commands/run.py
index ede1f50..e78fef5 100644
--- a/lta/commands/run.py
+++ b/lta/commands/run.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 """A simple sample function for the CLI."""
+
 import logging
 
 import configargparse
diff --git a/lta/helpers/data_handling.py b/lta/helpers/data_handling.py
index 32c735f..5999ab9 100644
--- a/lta/helpers/data_handling.py
+++ b/lta/helpers/data_handling.py
@@ -7,6 +7,7 @@
 and, thus, testable -
 by removing it from the harder to test context of the object.
 """
+
 import logging
 from pathlib import Path
 from typing import Any, List, Literal, Optional, Tuple
@@ -109,11 +110,17 @@ def not_zero(
     pd.DataFrame
         The processed data.
     """
-    df = (
-        (df == 0)
-        .groupby(axis=axis, level=[compartment, level])
-        .agg(lambda x: x.sum() <= (thresh * len(x)))
-    )
+    bool_df = df == 0
+    if axis == "index":
+        df = bool_df.groupby(level=[compartment, level]).agg(
+            lambda x: x.sum() <= (thresh * len(x))
+        )
+    else:
+        df = (
+            bool_df.T.groupby(level=[compartment, level])
+            .agg(lambda x: x.sum() <= (thresh * len(x)))
+            .T
+        )
     if axis == "index":
         df = df.loc[:, df.any(axis=axis)]
     if axis == "columns":
@@ -168,7 +175,10 @@ def enfc(
     if not order:
         logging.debug("Order not passed. Defaulting to ('experimental', 'control')")
         order = ("experimental", "control")
-    mean = df.groupby(axis=axis, level=level).mean()
+    if axis == "index":
+        mean = df.groupby(level=level).mean()
+    else:
+        mean = df.T.groupby(level=level).mean().T
     logging.debug(f"Grouping/filtering on {axis}.")
     # Replace inf (x/0) with NaN
     # Replace 0 (0/x) with NaN
@@ -177,20 +187,30 @@ def enfc(
         logfc = np.log10(
             mean.loc[order[0], :]
             .div(mean.loc[order[1], :])
-            .replace([np.inf, -np.inf, 0], np.NAN)
+            .replace([np.inf, -np.inf, 0], np.nan)
         )
     else:
         logfc = np.log10(
             mean.loc[:, order[0]]
             .div(mean.loc[:, order[1]])
-            .replace([np.inf, -np.inf, 0], np.NAN)
+            .replace([np.inf, -np.inf, 0], np.nan)
+        )
+    if axis == "index":
+        error = (
+            df.groupby(level=level)
+            .std(numeric_only=True)
+            .pow(2)
+            .sum(axis=axis)
+            .div(2)
+            .pow(0.5)
+        )
+    else:
+        error = (
+            df.T.groupby(level=level)
+            .std(numeric_only=True)
+            .T.pow(2)
+            .sum(axis=axis)
+            .div(2)
+            .pow(0.5)
         )
-    error = (
-        df.groupby(axis=axis, level=level)
-        .std(numeric_only=True)
-        .pow(2)
-        .sum(axis=axis)
-        .div(2)
-        .pow(0.5)
-    )
     return logfc.div(error)
diff --git a/lta/helpers/jaccard.py b/lta/helpers/jaccard.py
new file mode 100644
index 0000000..95394fc
--- /dev/null
+++ b/lta/helpers/jaccard.py
@@ -0,0 +1,112 @@
+# -*- coding: utf-8 -*-
+"""Jaccard similarities and their p-values.
+
+Vendored from boolean-jaccard 0.1.1 (https://github.com/rbpatt2019/boolean-jaccard),
+which is unmaintained and capped at Python <3.11.
+Original: python port of the R jaccard package by N. Chung.
+"""
+
+import logging
+from typing import Optional
+
+import numpy as np
+import pandas as pd
+
+logger = logging.getLogger(__name__)
+
+
+def similarity(
+    x: np.ndarray,
+    y: np.ndarray,
+    center: bool = False,
+    px: Optional[float] = None,
+    py: Optional[float] = None,
+) -> float:
+    """Calculate Jaccard similarity."""
+    if x.ndim != 1 or y.ndim != 1:
+        logging.error(
+            f"All vectors must be 1-d. ndims: {[x.ndim, y.ndim]}.", stack_info=True
+        )
+        raise IndexError
+    if x.shape != y.shape:  # type: ignore[operator]
+        logging.error(
+            f"All vectors must have the same length. shape: {[x.shape, y.shape]}",
+            stack_info=True,
+        )
+        raise IndexError
+    if x.dtype != bool or y.dtype != bool:
+        logging.error(
+            f"All vectors must be boolean. dtypes: {[x.dtype, y.dtype]}",
+            stack_info=True,
+        )
+        raise TypeError
+
+    if px is None:
+        px = float(x.mean())
+    if py is None:
+        py = float(y.mean())
+
+    intersect = (x & y).sum()
+    union = x.sum() + y.sum() - intersect
+
+    denominator = px + py - (px * py)
+    if denominator == 0:
+        return np.nan
+
+    if union == 0:
+        j = (px * py) / denominator
+    else:
+        j = intersect / union
+
+    if center:
+        return j - ((px * py) / denominator)
+    return j
+
+
+def distance(
+    x: np.ndarray, y: np.ndarray, px: Optional[float] = None, py: Optional[float] = None
+) -> float:
+    """Calculate Jaccard distance (1 - similarity)."""
+    if px is None:
+        px = float(x.mean())
+    if py is None:
+        py = float(y.mean())
+    return 1 - similarity(x, y, center=False, px=px, py=py)
+
+
+def bootstrap(
+    x: np.ndarray,
+    y: np.ndarray,
+    px: Optional[float] = None,
+    py: Optional[float] = None,
+    n: int = 1000,
+    seed: int = 42,
+) -> pd.Series:
+    """Bootstrap p-value for Jaccard similarity."""
+    j = similarity(x, y, center=False, px=px, py=py)
+    if px is None:
+        px = float(x.mean())
+    if py is None:
+        py = float(y.mean())
+    if px == 1 or py == 1 or len(x) == x.sum() or len(y) == y.sum():
+        logger.warning("Bootstrap is degenerate as at least one vector is all 1.")
+        return pd.Series([j, 1], index=["J-sim", "p-val"])
+    if px == 0 or py == 0 or x.sum() == 0 or y.sum() == 0:
+        logger.warning("Bootstrap is degenerate as at least one vector is all 0.")
+        return pd.Series([j, 1], index=["J-sim", "p-val"])
+
+    j_obs = similarity(x, y, center=True, px=px, py=py)
+
+    rng = np.random.default_rng(seed)
+    vals = (
+        similarity(
+            rng.choice(x, size=len(x), replace=True, shuffle=False),
+            rng.choice(y, size=len(y), replace=True, shuffle=False),
+            center=True,
+        )
+        for _ in range(n)
+    )
+    j_null = np.fromiter(vals, dtype=np.float32, count=n)
+    np.abs(j_null, dtype=np.float32, out=j_null)
+    p_val = (j_null >= np.abs(j_obs)).sum() / n
+    return pd.Series([j, p_val], index=["J-sim", "p-val"])
diff --git a/lta/helpers/pipeline.py b/lta/helpers/pipeline.py
index 482db3f..09ab8cf 100644
--- a/lta/helpers/pipeline.py
+++ b/lta/helpers/pipeline.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 """A dataclass that allows for an object oriented pipeline."""
+
 import itertools
 import logging
 from dataclasses import dataclass
@@ -7,9 +8,9 @@
 from typing import Dict
 
 import pandas as pd
-from jaccard import jaccard as jac
 
 import lta.helpers.data_handling as dh
+from lta.helpers import jaccard as jac
 from lta.helpers import utils
 
 logger = logging.getLogger(__name__)
diff --git a/lta/parser.py b/lta/parser.py
index 18b96e9..07534d4 100644
--- a/lta/parser.py
+++ b/lta/parser.py
@@ -53,6 +53,7 @@
 lta_parser : argparse.ArgumentParser
     The argument parser for the root command.
 """
+
 from pathlib import Path
 
 import configargparse
diff --git a/noxfile.py b/noxfile.py
index 7be9c0a..89c6e9c 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 """Nox session configuration."""
+
 import os
 from typing import Any, List
 
@@ -13,8 +14,11 @@
     "tests",
 ]
 VERSIONS: List[str] = [
-    "3.9",
     "3.10",
+    "3.11",
+    "3.12",
+    "3.13",
+    "3.14",
 ]
 
 nox.options.stop_on_first_error = False
@@ -44,12 +48,12 @@ def constrained_install(
     os.remove("requirements.txt")
 
 
-@nox.session(python="3.10")
+@nox.session(python="3.13")
 def form(session: Session) -> None:
     """Format code with isort and black."""
     args = session.posargs or LOCATIONS
-    session.run(poetry_path(), "install", "--no-dev", external=True)
-    constrained_install(session, "isort", "black", external=True)
+    session.run(poetry_path(), "install", "--only", "main", external=True)
+    constrained_install(session, "isort", "black")
     session.run("isort", *args)
     session.run("black", *args)
 
@@ -71,7 +75,12 @@ def lint(session: Session) -> None:
         "flake8-spellcheck",
         "darglint",
     )
-    session.run("pflake8", *args)
+    if session.python == "3.14":
+        # flake8-bandit/bandit use ast.Constant.s removed in Python 3.14; remove to prevent crash
+        session.run("pip", "uninstall", "-y", "flake8-bandit", "bandit")
+        session.run("pflake8", "--extend-ignore=S", *args)
+    else:
+        session.run("pflake8", *args)
 
 
 @nox.session(python=VERSIONS)
@@ -85,27 +94,21 @@ def type(session: Session) -> None:
     session.run("mypy", "--ignore-missing-imports", *args)
 
 
-@nox.session(python="3.10")
+@nox.session(python="3.13")
 def security(session: Session) -> None:
     """Check security safety."""
     session.run(
         poetry_path(),
         "export",
-        "--dev",
+        "--with",
+        "dev",
         "--without-hashes",
         "--format=requirements.txt",
         "--output=requirements.txt",
         external=True,
     )
-    session.install("--requirement=requirements.txt", "safety")
-    session.run(
-        "safety",
-        "check",
-        "--file=requirements.txt",
-        "--full-report",
-        "--ignore=44715",
-        "--ignore=51457",  # https://github.com/pytest-dev/pytest/issues/10392
-    )
+    session.install("pip-audit")
+    session.run("pip-audit", "-r", "requirements.txt", "--skip-editable")
     os.remove("requirements.txt")
 
 
@@ -113,7 +116,7 @@ def security(session: Session) -> None:
 def tests(session: Session) -> None:
     """Run the test suite with pytest."""
     args = session.posargs or []
-    session.run(poetry_path(), "install", "--no-dev", external=True)
+    session.run(poetry_path(), "install", "--only", "main", external=True)
     constrained_install(  # These are required for tests. Don't clutter w/ all dependencies!
         session,
         "coverage",
@@ -129,10 +132,10 @@ def tests(session: Session) -> None:
     session.run("pytest", *args)
 
 
-@nox.session(python="3.10", reuse_venv=False)
+@nox.session(python="3.13", reuse_venv=False)
 def doc(session: Session) -> None:
     """Build the documentation."""
-    session.run(poetry_path(), "install", "--no-dev", external=True)
+    session.run(poetry_path(), "install", "--only", "main", external=True)
     constrained_install(
         session,
         "sphinx",
diff --git a/poetry.lock b/poetry.lock
index d34b328..d54f30d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.4.1 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -6,17 +6,39 @@ version = "0.7.16"
 description = "A light, configurable Sphinx theme"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
     {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
 ]
 
+[[package]]
+name = "anyio"
+version = "4.13.0"
+description = "High-level concurrency and networking framework on top of asyncio or Trio"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708"},
+    {file = "anyio-4.13.0.tar.gz", hash = "sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
+
+[package.extras]
+trio = ["trio (>=0.32.0)"]
+
 [[package]]
 name = "argcomplete"
 version = "2.0.6"
 description = "Bash tab completion for argparse"
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "argcomplete-2.0.6-py3-none-any.whl", hash = "sha256:6c2170b3e0ab54683cb28d319b65261bde1f11388be688b68118b7d281e34c94"},
     {file = "argcomplete-2.0.6.tar.gz", hash = "sha256:dc33528d96727882b576b24bc89ed038f3c6abbb6855ff9bb6be23384afff9d6"},
@@ -28,28 +50,144 @@ test = ["coverage", "flake8", "mypy", "pexpect", "wheel"]
 
 [[package]]
 name = "attrs"
-version = "25.4.0"
+version = "26.1.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"},
-    {file = "attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11"},
+    {file = "attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309"},
+    {file = "attrs-26.1.0.tar.gz", hash = "sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32"},
 ]
 
 [[package]]
 name = "babel"
-version = "2.17.0"
+version = "2.18.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
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+]
 
 [[package]]
 name = "bandit"
@@ -57,6 +195,7 @@ version = "1.8.6"
 description = "Security oriented static analyser for python code."
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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@@ -72,46 +211,53 @@ stevedore = ">=1.20.0"
 baseline = ["GitPython (>=3.1.30)"]
 sarif = ["jschema-to-python (>=1.2.3)", "sarif-om (>=1.0.4)"]
 test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "pylint (==1.9.4)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)"]
-toml = ["tomli (>=1.1.0)"]
+toml = ["tomli (>=1.1.0) ; python_version < \"3.11\""]
 yaml = ["PyYAML"]
 
 [[package]]
 name = "black"
-version = "24.10.0"
+version = "26.5.1"
 description = "The uncompromising code formatter."
 optional = false
-python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
 click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
 packaging = ">=22.0"
-pathspec = ">=0.9.0"
+pathspec = ">=1.0.0"
 platformdirs = ">=2"
+pytokens = ">=0.4.0,<0.5.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
@@ -119,40 +265,189 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 colorama = ["colorama (>=0.4.3)"]
 d = ["aiohttp (>=3.10)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
-uvloop = ["uvloop (>=0.15.2)"]
+uvloop = ["uvloop (>=0.15.2) ; sys_platform != \"win32\"", "winloop (>=0.5.0) ; sys_platform == \"win32\""]
 
 [[package]]
-name = "boolean-jaccard"
-version = "0.1.1"
-description = "Jaccard metric calculations for boolean vectors"
+name = "boolean-py"
+version = "5.0"
+description = "Define boolean algebras, create and parse boolean expressions and create custom boolean DSL."
 optional = false
-python-versions = ">=3.8.0,<3.11"
+python-versions = "*"
+groups = ["dev"]
 files = [
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+linting = ["black", "isort", "pycodestyle"]
+testing = ["pytest (>=6,!=7.0.0)", "pytest-xdist (>=2)"]
+
+[[package]]
+name = "build"
+version = "1.5.0"
+description = "A simple, correct Python build frontend"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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+packaging = ">=24.0"
+pyproject_hooks = "*"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+
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+virtualenv = ["virtualenv (>=20.17) ; python_version >= \"3.10\" and python_version < \"3.14\"", "virtualenv (>=20.31) ; python_version >= \"3.14\""]
+
+[[package]]
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+description = "httplib2 caching for requests"
+optional = false
+python-versions = ">=3.10"
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 [package.dependencies]
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-pandas = ">=1.4.2,<2.0.0"
+filelock = {version = ">=3.8.0", optional = true, markers = "extra == \"filecache\""}
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+requests = ">=2.16.0"
+
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+filecache = ["filelock (>=3.8.0)"]
+redis = ["redis (>=2.10.5)"]
 
 [[package]]
 name = "certifi"
-version = "2025.10.5"
+version = "2026.5.20"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "sys_platform == \"linux\" and platform_python_implementation != \"PyPy\" or sys_platform == \"darwin\""
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 ]
 
+[package.dependencies]
+pycparser = {version = "*", markers = "implementation_name != \"PyPy\""}
+
 [[package]]
 name = "cfgv"
 version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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@@ -164,6 +459,7 @@ version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.6.0"
+groups = ["main", "dev"]
 files = [
     {file = "charset-normalizer-2.1.1.tar.gz", hash = "sha256:5a3d016c7c547f69d6f81fb0db9449ce888b418b5b9952cc5e6e66843e9dd845"},
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@@ -172,12 +468,29 @@ files = [
 [package.extras]
 unicode-backport = ["unicodedata2"]
 
+[[package]]
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+version = "2.1.0"
+description = "Cleo allows you to create beautiful and testable command-line interfaces."
+optional = false
+python-versions = ">=3.7,<4.0"
+groups = ["main"]
+files = [
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+
+[package.dependencies]
+crashtest = ">=0.4.1,<0.5.0"
+rapidfuzz = ">=3.0.0,<4.0.0"
+
 [[package]]
 name = "click"
 version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
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@@ -192,10 +505,12 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main", "dev"]
 files = [
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 ]
+markers = {main = "os_name == \"nt\""}
 
 [[package]]
 name = "colorlog"
@@ -203,6 +518,7 @@ version = "6.10.1"
 description = "Add colours to the output of Python's logging module."
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "colorlog-6.10.1-py3-none-any.whl", hash = "sha256:2d7e8348291948af66122cff006c9f8da6255d224e7cf8e37d8de2df3bad8c9c"},
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@@ -220,6 +536,7 @@ version = "2.42.1"
 description = "Python commitizen client tool"
 optional = false
 python-versions = ">=3.6.2,<4.0.0"
+groups = ["dev"]
 files = [
     {file = "commitizen-2.42.1-py3-none-any.whl", hash = "sha256:fad7d37cfae361a859b713d4ac591859d5ca03137dd52de4e1bd208f7f45d5dc"},
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@@ -232,7 +549,7 @@ colorama = ">=0.4.1,<0.5.0"
 decli = ">=0.5.2,<0.6.0"
 jinja2 = ">=2.10.3"
 packaging = ">=19"
-pyyaml = ">=3.08"
+pyyaml = ">=3.8"
 questionary = ">=1.4.0,<2.0.0"
 termcolor = {version = ">=1.1,<3", markers = "python_version >= \"3.7\""}
 tomlkit = ">=0.5.3,<1.0.0"
@@ -240,83 +557,239 @@ typing-extensions = ">=4.0.1,<5.0.0"
 
 [[package]]
 name = "configargparse"
-version = "1.7.1"
+version = "1.7.5"
 description = "A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
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 ]
 
 [package.extras]
-test = ["PyYAML", "mock", "pytest"]
+test = ["PyYAML", "black", "mock", "pytest", "pytest-cov", "pytest-subtests", "toml"]
 yaml = ["PyYAML"]
 
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+    {file = "dulwich-1.2.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:824b7f5b22b128c1e1ad7c655e9790e2d75c7ab1ba1e40a708024193f1dc47a3"},
+    {file = "dulwich-1.2.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:7c187efaebb72146245ebcb872b89fdc99314fa37442119c5a5feb18af3f4b8a"},
+    {file = "dulwich-1.2.6-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:79728d98e0ec184856d71fd0d55abbf5ac7345b5baea9f2d1533a4de9064e13d"},
+    {file = "dulwich-1.2.6-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:c639a8c9fb7e745749f2dcbd5b63a82df2fc99cfe62e2c3654ec025a42d2e51f"},
+    {file = "dulwich-1.2.6-cp314-cp314-win32.whl", hash = "sha256:dd2b66c915f1b22ca6533b48e8ee435800b25f74f419c40e1a92271666d8b297"},
+    {file = "dulwich-1.2.6-cp314-cp314-win_amd64.whl", hash = "sha256:82e8810e57f9651a624116e3fede33276f89406cb910f517b944105e284e6755"},
+    {file = "dulwich-1.2.6-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:794a85b8b9d4ad57d02c8cb455735419ac50c0f2e3d26d83873e34abee58cb1b"},
+    {file = "dulwich-1.2.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:eb27a9ebe9029c872abadf4f9dcb18c9f6a4b7a4afe137f79a61df1ae59dc6bf"},
+    {file = "dulwich-1.2.6-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:1c35c294acfc5a0a88d01d5db1abeba550bf6274bcc3fddbf8b365e9eea280da"},
+    {file = "dulwich-1.2.6-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:f682671a2e19b7b4caa572ff3073557de049a153946305e051a4f50bb0e5e1bd"},
+    {file = "dulwich-1.2.6-cp314-cp314t-win32.whl", hash = "sha256:27db364f2f3cf5b0dddd44d6c2ae9a20f6021e2bae8b1268fa689076f0192244"},
+    {file = "dulwich-1.2.6-cp314-cp314t-win_amd64.whl", hash = "sha256:fae59c5e345f5ca234c85d157f1c7d5e0086126b45b5f7cfa66ffe41d049fdd6"},
+    {file = "dulwich-1.2.6-py3-none-any.whl", hash = "sha256:8d8175dbe4feaf62bcafc8708448bfe223b4dfc71609be25c0cf2b0962abc36c"},
+    {file = "dulwich-1.2.6.tar.gz", hash = "sha256:405cfd53a99374ff03aacdd7a86d6a07615feca072ed69721f49ae2ebaa3eab4"},
 ]
 
 [package.dependencies]
-packaging = "*"
-tomli = {version = "*", markers = "python_version < \"3.11\""}
+typing_extensions = {version = ">=4.6.0", markers = "python_version < \"3.12\""}
+urllib3 = ">=2.2.2"
 
 [package.extras]
-all = ["pipenv", "poetry", "pyyaml"]
-conda = ["pyyaml"]
-pipenv = ["pipenv"]
-poetry = ["poetry"]
+aiohttp = ["aiohttp"]
+colordiff = ["rich"]
+dev = ["codespell (==2.4.2)", "dissolve (>=0.1.1)", "mypy (==1.20.2)", "ruff (==0.15.12)"]
+fastimport = ["fastimport"]
+fuzzing = ["atheris"]
+https = ["urllib3 (>=2.2.2)"]
+hypothesis = ["hypothesis (>=6)"]
+merge = ["merge3"]
+paramiko = ["paramiko"]
+patiencediff = ["patiencediff"]
+pgp = ["gpg"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.3.0"
+version = "1.3.1"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
+markers = "python_version < \"3.11\""
 files = [
-    {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
-    {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
+    {file = "exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598"},
+    {file = "exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219"},
 ]
 
 [package.dependencies]
@@ -402,94 +941,128 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "execnet"
-version = "2.1.1"
+version = "2.1.2"
 description = "execnet: rapid multi-Python deployment"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "execnet-2.1.1-py3-none-any.whl", hash = "sha256:26dee51f1b80cebd6d0ca8e74dd8745419761d3bef34163928cbebbdc4749fdc"},
-    {file = "execnet-2.1.1.tar.gz", hash = "sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3"},
+    {file = "execnet-2.1.2-py3-none-any.whl", hash = "sha256:67fba928dd5a544b783f6056f449e5e3931a5c378b128bc18501f7ea79e296ec"},
+    {file = "execnet-2.1.2.tar.gz", hash = "sha256:63d83bfdd9a23e35b9c6a3261412324f964c2ec8dcd8d3c6916ee9373e0befcd"},
 ]
 
 [package.extras]
 testing = ["hatch", "pre-commit", "pytest", "tox"]
 
+[[package]]
+name = "fastjsonschema"
+version = "2.21.2"
+description = "Fastest Python implementation of JSON schema"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "fastjsonschema-2.21.2-py3-none-any.whl", hash = "sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463"},
+    {file = "fastjsonschema-2.21.2.tar.gz", hash = "sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de"},
+]
+
+[package.extras]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+
 [[package]]
 name = "filelock"
-version = "3.19.1"
+version = "3.29.4"
 description = "A platform independent file lock."
 optional = false
+python-versions = ">=3.10"
+groups = ["main", "dev"]
+files = [
+    {file = "filelock-3.29.4-py3-none-any.whl", hash = "sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767"},
+    {file = "filelock-3.29.4.tar.gz", hash = "sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a"},
+]
+
+[[package]]
+name = "findpython"
+version = "0.8.0"
+description = "A utility to find python versions on your system"
+optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "filelock-3.19.1-py3-none-any.whl", hash = "sha256:d38e30481def20772f5baf097c122c3babc4fcdb7e14e57049eb9d88c6dc017d"},
-    {file = "filelock-3.19.1.tar.gz", hash = "sha256:66eda1888b0171c998b35be2bcc0f6d75c388a7ce20c3f3f37aa8e96c2dddf58"},
+    {file = "findpython-0.8.0-py3-none-any.whl", hash = "sha256:4a61ee1618a8b55014f7d41f59345d322be93f6ce62395bdccccc651b3f7e28a"},
+    {file = "findpython-0.8.0.tar.gz", hash = "sha256:53b32264874dfa5990bd09d717819386d8db3149d89fe20f88fe1078de286bae"},
 ]
 
+[package.dependencies]
+packaging = ">=20"
+platformdirs = ">=4.3.6"
+
 [[package]]
 name = "flake8"
-version = "4.0.1"
+version = "7.0.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8.1"
+groups = ["dev"]
 files = [
-    {file = "flake8-4.0.1-py2.py3-none-any.whl", hash = "sha256:479b1304f72536a55948cb40a32dce8bb0ffe3501e26eaf292c7e60eb5e0428d"},
-    {file = "flake8-4.0.1.tar.gz", hash = "sha256:806e034dda44114815e23c16ef92f95c91e4c71100ff52813adf7132a6ad870d"},
+    {file = "flake8-7.0.0-py2.py3-none-any.whl", hash = "sha256:a6dfbb75e03252917f2473ea9653f7cd799c3064e54d4c8140044c5c065f53c3"},
+    {file = "flake8-7.0.0.tar.gz", hash = "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132"},
 ]
 
 [package.dependencies]
-mccabe = ">=0.6.0,<0.7.0"
-pycodestyle = ">=2.8.0,<2.9.0"
-pyflakes = ">=2.4.0,<2.5.0"
+mccabe = ">=0.7.0,<0.8.0"
+pycodestyle = ">=2.11.0,<2.12.0"
+pyflakes = ">=3.2.0,<3.3.0"
 
 [[package]]
 name = "flake8-annotations"
-version = "2.9.1"
+version = "3.2.0"
 description = "Flake8 Type Annotation Checks"
 optional = false
-python-versions = ">=3.7,<4.0"
+python-versions = ">=3.10"
+groups = ["dev"]
 files = [
-    {file = "flake8-annotations-2.9.1.tar.gz", hash = "sha256:11f09efb99ae63c8f9d6b492b75fe147fbc323179fddfe00b2e56eefeca42f57"},
-    {file = "flake8_annotations-2.9.1-py3-none-any.whl", hash = "sha256:a4385158a7a9fc8af1d8820a2f4c8d03387997006a83f5f8bfe5bc6085bdf88a"},
+    {file = "flake8_annotations-3.2.0-py3-none-any.whl", hash = "sha256:2b0203cac0eb33c43463f1a986c3cc70a448d9d593da75567173f46f64e9213c"},
+    {file = "flake8_annotations-3.2.0.tar.gz", hash = "sha256:71b52ec85a4ec82a10edfad497fe2b390609c95b2ad7d61cc94704bc88a498a0"},
 ]
 
 [package.dependencies]
-attrs = ">=21.4"
-flake8 = ">=3.7"
+flake8 = ">=5.0"
 
 [[package]]
 name = "flake8-bandit"
-version = "3.0.0"
+version = "4.1.1"
 description = "Automated security testing with bandit and flake8."
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
-    {file = "flake8_bandit-3.0.0-py2.py3-none-any.whl", hash = "sha256:61b617f4f7cdaa0e2b1e6bf7b68afb2b619a227bb3e3ae00dd36c213bd17900a"},
-    {file = "flake8_bandit-3.0.0.tar.gz", hash = "sha256:54d19427e6a8d50322a7b02e1841c0a7c22d856975f3459803320e0e18e2d6a1"},
+    {file = "flake8_bandit-4.1.1-py3-none-any.whl", hash = "sha256:4c8a53eb48f23d4ef1e59293657181a3c989d0077c9952717e98a0eace43e06d"},
+    {file = "flake8_bandit-4.1.1.tar.gz", hash = "sha256:068e09287189cbfd7f986e92605adea2067630b75380c6b5733dab7d87f9a84e"},
 ]
 
 [package.dependencies]
 bandit = ">=1.7.3"
-flake8 = "*"
-flake8-polyfill = "*"
-pycodestyle = "*"
+flake8 = ">=5.0.0"
 
 [[package]]
 name = "flake8-bugbear"
-version = "22.12.6"
+version = "24.12.12"
 description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8.1"
+groups = ["dev"]
 files = [
-    {file = "flake8-bugbear-22.12.6.tar.gz", hash = "sha256:4cdb2c06e229971104443ae293e75e64c6107798229202fbe4f4091427a30ac0"},
-    {file = "flake8_bugbear-22.12.6-py3-none-any.whl", hash = "sha256:b69a510634f8a9c298dfda2b18a8036455e6b19ecac4fe582e4d7a0abfa50a30"},
+    {file = "flake8_bugbear-24.12.12-py3-none-any.whl", hash = "sha256:1b6967436f65ca22a42e5373aaa6f2d87966ade9aa38d4baf2a1be550767545e"},
+    {file = "flake8_bugbear-24.12.12.tar.gz", hash = "sha256:46273cef0a6b6ff48ca2d69e472f41420a42a46e24b2a8972e4f0d6733d12a64"},
 ]
 
 [package.dependencies]
-attrs = ">=19.2.0"
-flake8 = ">=3.0.0"
+attrs = ">=22.2.0"
+flake8 = ">=6.0.0"
 
 [package.extras]
-dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit", "tox"]
+dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit", "pytest", "tox"]
 
 [[package]]
 name = "flake8-comprehensions"
@@ -497,6 +1070,7 @@ version = "3.17.0"
 description = "A flake8 plugin to help you write better list/set/dict comprehensions."
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "flake8_comprehensions-3.17.0-py3-none-any.whl", hash = "sha256:3943a9c6f2593c3bc5cc64106c2f89d63c6ecd49c8343597f8257b8fcfc8b0a2"},
     {file = "flake8_comprehensions-3.17.0.tar.gz", hash = "sha256:bf4fa102b2bf4d6c9e999e29e4b2724cbadffb70b937600fc782161be4dc0f4a"},
@@ -511,6 +1085,7 @@ version = "1.7.0"
 description = "Extension for flake8 which uses pydocstyle to check docstrings"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "flake8_docstrings-1.7.0-py2.py3-none-any.whl", hash = "sha256:51f2344026da083fc084166a9353f5082b01f72901df422f74b4d953ae88ac75"},
     {file = "flake8_docstrings-1.7.0.tar.gz", hash = "sha256:4c8cc748dc16e6869728699e5d0d685da9a10b0ea718e090b1ba088e67a941af"},
@@ -526,34 +1101,22 @@ version = "1.3.3"
 description = "The package provides base classes and utils for flake8 plugin writing"
 optional = false
 python-versions = ">=3.6,<4.0"
+groups = ["dev"]
 files = [
     {file = "flake8-plugin-utils-1.3.3.tar.gz", hash = "sha256:39f6f338d038b301c6fd344b06f2e81e382b68fa03c0560dff0d9b1791a11a2c"},
     {file = "flake8_plugin_utils-1.3.3-py3-none-any.whl", hash = "sha256:e4848c57d9d50f19100c2d75fa794b72df068666a9041b4b0409be923356a3ed"},
 ]
 
-[[package]]
-name = "flake8-polyfill"
-version = "1.0.2"
-description = "Polyfill package for Flake8 plugins"
-optional = false
-python-versions = "*"
-files = [
-    {file = "flake8-polyfill-1.0.2.tar.gz", hash = "sha256:e44b087597f6da52ec6393a709e7108b2905317d0c0b744cdca6208e670d8eda"},
-    {file = "flake8_polyfill-1.0.2-py2.py3-none-any.whl", hash = "sha256:12be6a34ee3ab795b19ca73505e7b55826d5f6ad7230d31b18e106400169b9e9"},
-]
-
-[package.dependencies]
-flake8 = "*"
-
 [[package]]
 name = "flake8-pytest-style"
-version = "1.7.2"
+version = "2.2.0"
 description = "A flake8 plugin checking common style issues or inconsistencies with pytest-based tests."
 optional = false
-python-versions = ">=3.7.2,<4.0.0"
+python-versions = ">=3.10"
+groups = ["dev"]
 files = [
-    {file = "flake8_pytest_style-1.7.2-py3-none-any.whl", hash = "sha256:f5d2aa3219163a052dd92226589d45fab8ea027a3269922f0c4029f548ea5cd1"},
-    {file = "flake8_pytest_style-1.7.2.tar.gz", hash = "sha256:b924197c99b951315949920b0e5547f34900b1844348432e67a44ab191582109"},
+    {file = "flake8_pytest_style-2.2.0-py3-none-any.whl", hash = "sha256:d01c4198a6c4e0ab759a92a0fa7710f10d83ec28e32a50ab6fb2e10f973a2f36"},
+    {file = "flake8_pytest_style-2.2.0.tar.gz", hash = "sha256:d23a33294bccfb9f1b11aaf5212256727b299b9c9b17cf21e230c52c1095a468"},
 ]
 
 [package.dependencies]
@@ -565,6 +1128,7 @@ version = "0.28.0"
 description = "Spellcheck variables, comments and docstrings"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "flake8-spellcheck-0.28.0.tar.gz", hash = "sha256:6fb79724f27097af0b4c678c7eaf731f0d87cf4c1eae7fbd7836c1c78d67e12c"},
     {file = "flake8_spellcheck-0.28.0-py3-none-any.whl", hash = "sha256:a0a37164b9175819b143ce0f0a8d2475457af3f0d77cd8423b0daf204662ee72"},
@@ -573,12 +1137,72 @@ files = [
 [package.dependencies]
 flake8 = ">3.0.0"
 
+[[package]]
+name = "h11"
+version = "0.16.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
+    {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.9"
+description = "A minimal low-level HTTP client."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
+    {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
+]
+
+[package.dependencies]
+certifi = "*"
+h11 = ">=0.16"
+
+[package.extras]
+asyncio = ["anyio (>=4.0,<5.0)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+trio = ["trio (>=0.22.0,<1.0)"]
+
+[[package]]
+name = "httpx"
+version = "0.28.1"
+description = "The next generation HTTP client."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
+    {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
+]
+
+[package.dependencies]
+anyio = "*"
+certifi = "*"
+httpcore = "==1.*"
+idna = "*"
+
+[package.extras]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+zstd = ["zstandard (>=0.18.0)"]
+
 [[package]]
 name = "identify"
 version = "2.6.15"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757"},
     {file = "identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf"},
@@ -589,51 +1213,55 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.11"
+version = "3.18"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
-    {file = "idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea"},
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+    {file = "idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2"},
+    {file = "idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848"},
 ]
 
 [package.extras]
-all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+all = ["mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
 [[package]]
 name = "imagesize"
-version = "1.4.1"
+version = "1.5.0"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+groups = ["dev"]
 files = [
-    {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
-    {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
+    {file = "imagesize-1.5.0-py2.py3-none-any.whl", hash = "sha256:32677681b3f434c2cb496f00e89c5a291247b35b1f527589909e008057da5899"},
+    {file = "imagesize-1.5.0.tar.gz", hash = "sha256:8bfc5363a7f2133a89f0098451e0bcb1cd71aba4dc02bbcecb39d99d40e1b94f"},
 ]
 
 [[package]]
 name = "importlib-metadata"
-version = "8.7.0"
+version = "9.0.0"
 description = "Read metadata from Python packages"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version <= \"3.11\""
 files = [
-    {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
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+    {file = "importlib_metadata-9.0.0-py3-none-any.whl", hash = "sha256:2d21d1cc5a017bd0559e36150c21c830ab1dc304dedd1b7ea85d20f45ef3edd7"},
+    {file = "importlib_metadata-9.0.0.tar.gz", hash = "sha256:a4f57ab599e6a2e3016d7595cfd72eb4661a5106e787a95bcc90c7105b831efc"},
 ]
 
 [package.dependencies]
 zipp = ">=3.20"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.14)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=2.2)"]
+enabler = ["pytest-enabler (>=3.4)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
-type = ["pytest-mypy"]
+test = ["packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy (>=1.0.1) ; platform_python_implementation != \"PyPy\""]
 
 [[package]]
 name = "iniconfig"
@@ -641,17 +1269,31 @@ version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
+[[package]]
+name = "installer"
+version = "1.0.1"
+description = "A library for installing Python wheels."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "installer-1.0.1-py3-none-any.whl", hash = "sha256:011d045df8b954ced7dde3a7e42ae4418da40ecda7990f2d11d5ed7c146fd98b"},
+    {file = "installer-1.0.1.tar.gz", hash = "sha256:052c7fc3721d54c696e2dea019be67539d7b144e924f559f54beb3121831c364"},
+]
+
 [[package]]
 name = "isort"
 version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
+groups = ["dev"]
 files = [
     {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
     {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
@@ -660,12 +1302,95 @@ files = [
 [package.extras]
 colors = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "jaraco-classes"
+version = "3.4.0"
+description = "Utility functions for Python class constructs"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "jaraco.classes-3.4.0-py3-none-any.whl", hash = "sha256:f662826b6bed8cace05e7ff873ce0f9283b5c924470fe664fff1c2f00f581790"},
+    {file = "jaraco.classes-3.4.0.tar.gz", hash = "sha256:47a024b51d0239c0dd8c8540c6c7f484be3b8fcf0b2d85c13825780d3b3f3acd"},
+]
+
+[package.dependencies]
+more-itertools = "*"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+
+[[package]]
+name = "jaraco-context"
+version = "6.1.2"
+description = "Useful decorators and context managers"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "jaraco_context-6.1.2-py3-none-any.whl", hash = "sha256:bf8150b79a2d5d91ae48629d8b427a8f7ba0e1097dd6202a9059f29a36379535"},
+    {file = "jaraco_context-6.1.2.tar.gz", hash = "sha256:f1a6c9d391e661cc5b8d39861ff077a7dc24dc23833ccee564b234b81c82dfe3"},
+]
+
+[package.dependencies]
+"backports.tarfile" = {version = "*", markers = "python_version < \"3.12\""}
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.14)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=3.4)"]
+test = ["jaraco.test (>=5.6.0)", "portend", "pytest (>=6,!=8.1.*)"]
+type = ["pytest-mypy (>=1.0.1) ; platform_python_implementation != \"PyPy\""]
+
+[[package]]
+name = "jaraco-functools"
+version = "4.5.0"
+description = "Functools like those found in stdlib"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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+    {file = "jaraco_functools-4.5.0.tar.gz", hash = "sha256:3bb5665ea4a020cf78a7040e89154c77edadb3ca74f366479669c5999aa70b03"},
+]
+
+[package.dependencies]
+more_itertools = "*"
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.14)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=3.4)"]
+test = ["jaraco.classes", "pytest (>=6,!=8.1.*)"]
+type = ["pytest-mypy (>=1.0.1) ; platform_python_implementation != \"PyPy\""]
+
+[[package]]
+name = "jeepney"
+version = "0.9.0"
+description = "Low-level, pure Python DBus protocol wrapper."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "sys_platform == \"linux\""
+files = [
+    {file = "jeepney-0.9.0-py3-none-any.whl", hash = "sha256:97e5714520c16fc0a45695e5365a2e11b81ea79bba796e26f9f1d178cb182683"},
+    {file = "jeepney-0.9.0.tar.gz", hash = "sha256:cf0e9e845622b81e4a28df94c40345400256ec608d0e55bb8a3feaa9163f5732"},
+]
+
+[package.extras]
+test = ["async-timeout ; python_version < \"3.11\"", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"]
+trio = ["trio"]
+
 [[package]]
 name = "jinja2"
 version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
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@@ -679,24 +1404,175 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.5.2"
+version = "1.5.3"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "joblib-1.5.3.tar.gz", hash = "sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3"},
+]
+
+[[package]]
+name = "keyring"
+version = "25.7.0"
+description = "Store and access your passwords safely."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "keyring-25.7.0-py3-none-any.whl", hash = "sha256:be4a0b195f149690c166e850609a477c532ddbfbaed96a404d4e43f8d5e2689f"},
+    {file = "keyring-25.7.0.tar.gz", hash = "sha256:fe01bd85eb3f8fb3dd0405defdeac9a5b4f6f0439edbb3149577f244a2e8245b"},
+]
+
+[package.dependencies]
+importlib_metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
+"jaraco.classes" = "*"
+"jaraco.context" = "*"
+"jaraco.functools" = "*"
+jeepney = {version = ">=0.4.2", markers = "sys_platform == \"linux\""}
+pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""}
+SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+completion = ["shtab (>=1.1.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=3.4)"]
+test = ["pyfakefs", "pytest (>=6,!=8.1.*)"]
+type = ["pygobject-stubs", "pytest-mypy (>=1.0.1)", "shtab", "types-pywin32"]
+
+[[package]]
+name = "librt"
+version = "0.11.0"
+description = "Mypyc runtime library"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "platform_python_implementation != \"PyPy\""
+files = [
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+optional = false
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+[package.dependencies]
+"boolean.py" = ">=4.0"
+
+[package.extras]
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+
 [[package]]
 name = "markdown-it-py"
-version = "2.2.0"
+version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -709,7 +1585,7 @@ compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0
 linkify = ["linkify-it-py (>=1,<3)"]
 plugins = ["mdit-py-plugins"]
 profiling = ["gprof2dot"]
-rtd = ["attrs", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
@@ -718,6 +1594,7 @@ version = "3.0.3"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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@@ -812,33 +1689,35 @@ files = [
 
 [[package]]
 name = "mccabe"
-version = "0.6.1"
+version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+groups = ["dev"]
 files = [
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+    {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
+    {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
 ]
 
 [[package]]
 name = "mdit-py-plugins"
-version = "0.3.5"
+version = "0.6.1"
 description = "Collection of plugins for markdown-it-py"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.10"
+groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
-markdown-it-py = ">=1.0.0,<3.0.0"
+markdown-it-py = ">=2.0.0,<5.0.0"
 
 [package.extras]
 code-style = ["pre-commit"]
-rtd = ["attrs", "myst-parser (>=0.16.1,<0.17.0)", "sphinx-book-theme (>=0.1.0,<0.2.0)"]
-testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+rtd = ["myst-parser", "sphinx-book-theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions", "pytest-timeout"]
 
 [[package]]
 name = "mdurl"
@@ -846,59 +1725,167 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
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 ]
 
+[[package]]
+name = "more-itertools"
+version = "11.1.0"
+description = "More routines for operating on iterables, beyond itertools"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
+name = "msgpack"
+version = "1.2.0"
+description = "MessagePack serializer"
+optional = false
+python-versions = ">=3.10"
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+
 [[package]]
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 [[package]]
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+pip-api = ">=0.0.28"
+pip-requirements-parser = ">=32.0.0"
+platformdirs = ">=4.2.0"
+requests = ">=2.31.0"
+rich = ">=12.4"
+tomli = ">=2.2.1"
+tomli-w = ">=1.2.0"
+
+[package.extras]
+cov = ["coverage[toml] (>=7.0,!=7.3.3,<8.0)"]
+dev = ["build", "pip-audit[doc,lint,test]"]
+doc = ["pdoc"]
+lint = ["interrogate (>=1.6,<2.0)", "mypy", "ruff (>=0.14)", "types-requests", "types-toml", "typos"]
+test = ["pip-audit[cov]", "pretend", "pytest"]
+
+[[package]]
+name = "pip-requirements-parser"
+version = "32.0.1"
+description = "pip requirements parser - a mostly correct pip requirements parsing library because it uses pip's own code."
+optional = false
+python-versions = ">=3.6.0"
+groups = ["dev"]
+files = [
+    {file = "pip-requirements-parser-32.0.1.tar.gz", hash = "sha256:b4fa3a7a0be38243123cf9d1f3518da10c51bdb165a2b2985566247f9155a7d3"},
+    {file = "pip_requirements_parser-32.0.1-py3-none-any.whl", hash = "sha256:4659bc2a667783e7a15d190f6fccf8b2486685b6dba4c19c3876314769c57526"},
 ]
-python-dateutil = ">=2.8.1"
-pytz = ">=2020.1"
+
+[package.dependencies]
+packaging = "*"
+pyparsing = "*"
 
 [package.extras]
-test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+docs = ["Sphinx (>=3.3.1)", "doc8 (>=0.8.1)", "sphinx-rtd-theme (>=0.5.0)"]
+testing = ["aboutcode-toolkit (>=6.0.0)", "black", "pytest (>=6,!=7.0.0)", "pytest-xdist (>=2)"]
 
 [[package]]
-name = "pathspec"
-version = "0.12.1"
-description = "Utility library for gitignore style pattern matching of file paths."
+name = "pkginfo"
+version = "1.12.1.2"
+description = "Query metadata from sdists / bdists / installed packages."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
-    {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
+    {file = "pkginfo-1.12.1.2-py3-none-any.whl", hash = "sha256:c783ac885519cab2c34927ccfa6bf64b5a704d7c69afaea583dd9b7afe969343"},
+    {file = "pkginfo-1.12.1.2.tar.gz", hash = "sha256:5cd957824ac36f140260964eba3c6be6442a8359b8c48f4adf90210f33a04b7b"},
 ]
 
+[package.extras]
+testing = ["pytest", "pytest-cov", "wheel"]
+
 [[package]]
 name = "platformdirs"
 version = "4.4.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
     {file = "platformdirs-4.4.0-py3-none-any.whl", hash = "sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85"},
     {file = "platformdirs-4.4.0.tar.gz", hash = "sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf"},
@@ -1105,6 +2420,7 @@ version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
     {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
@@ -1114,12 +2430,78 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["coverage", "pytest", "pytest-benchmark"]
 
+[[package]]
+name = "poetry"
+version = "2.4.1"
+description = "Python dependency management and packaging made easy."
+optional = false
+python-versions = "<4.0,>=3.10"
+groups = ["main"]
+files = [
+    {file = "poetry-2.4.1-py3-none-any.whl", hash = "sha256:a91f13279a3c9add0d12c5ca5c7cb173622930a5c8272fee68c751cb5c72f951"},
+    {file = "poetry-2.4.1.tar.gz", hash = "sha256:189399b80347ecf908244b2564a7b1d92b648fa1fe2a204888f94a472fec0cac"},
+]
+
+[package.dependencies]
+build = ">=1.2.1,<2.0.0"
+cachecontrol = {version = ">=0.14.0,<0.15.0", extras = ["filecache"]}
+cleo = ">=2.1.0,<3.0.0"
+dulwich = ">=0.25.0,<2"
+fastjsonschema = ">=2.18.0,<3.0.0"
+findpython = ">=0.6.2,<0.9.0"
+installer = ">=0.7.0,<2.0.0"
+keyring = ">=25.1.0,<26.0.0"
+packaging = ">=24.2"
+pbs-installer = {version = ">=2025.6.10", extras = ["download", "install"]}
+pkginfo = ">=1.12,<2.0"
+platformdirs = ">=3.0.0,<5"
+poetry-core = "2.4.0"
+pyproject-hooks = ">=1.0.0,<2.0.0"
+requests = ">=2.26,<3.0"
+requests-toolbelt = ">=1.0.0,<2.0.0"
+shellingham = ">=1.5,<2.0"
+tomli = {version = ">=2.0.1,<3.0.0", markers = "python_version < \"3.11\""}
+tomlkit = ">=0.11.4,<1.0.0"
+trove-classifiers = ">=2022.5.19"
+virtualenv = ">=20.26.6"
+xattr = {version = ">=1.0.0,<2.0.0", markers = "sys_platform == \"darwin\""}
+
+[[package]]
+name = "poetry-core"
+version = "2.4.0"
+description = "Poetry PEP 517 Build Backend"
+optional = false
+python-versions = "<4.0,>=3.10"
+groups = ["main"]
+files = [
+    {file = "poetry_core-2.4.0-py3-none-any.whl", hash = "sha256:4305848477da00272bebd3f615bbec87f64bd117cdb858ab660b626a06a9d96c"},
+    {file = "poetry_core-2.4.0.tar.gz", hash = "sha256:4e8c7496cf797998ffc493f2e23eba4b038c894c08eadacdcdf688945de6b43a"},
+]
+
+[[package]]
+name = "poetry-plugin-export"
+version = "1.10.0"
+description = "Poetry plugin to export the dependencies to various formats"
+optional = false
+python-versions = "<4.0,>=3.10"
+groups = ["main"]
+files = [
+    {file = "poetry_plugin_export-1.10.0-py3-none-any.whl", hash = "sha256:fb9b61332718fb91c8d9399edb00fd73cf99de37506adf617fbdf55079bab223"},
+    {file = "poetry_plugin_export-1.10.0.tar.gz", hash = "sha256:26ef9df924cd874a825d92d6bc01a5a869a4a28d2f2ebba61d3b5b19c60120f0"},
+]
+
+[package.dependencies]
+poetry = ">=2.1.0,<3.0.0"
+poetry-core = ">=2.1.0,<3.0.0"
+tomlkit = ">=0.11.4,<1.0.0"
+
 [[package]]
 name = "pprintpp"
 version = "0.4.0"
 description = "A drop-in replacement for pprint that's actually pretty"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "pprintpp-0.4.0-py2.py3-none-any.whl", hash = "sha256:b6b4dcdd0c0c0d75e4d7b2f21a9e933e5b2ce62b26e1a54537f9651ae5a5c01d"},
     {file = "pprintpp-0.4.0.tar.gz", hash = "sha256:ea826108e2c7f49dc6d66c752973c3fc9749142a798d6b254e1e301cfdbc6403"},
@@ -1131,6 +2513,7 @@ version = "2.21.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "pre_commit-2.21.0-py2.py3-none-any.whl", hash = "sha256:e2f91727039fc39a92f58a588a25b87f936de6567eed4f0e673e0507edc75bad"},
     {file = "pre_commit-2.21.0.tar.gz", hash = "sha256:31ef31af7e474a8d8995027fefdfcf509b5c913ff31f2015b4ec4beb26a6f658"},
@@ -1149,6 +2532,7 @@ version = "3.0.52"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "prompt_toolkit-3.0.52-py3-none-any.whl", hash = "sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955"},
     {file = "prompt_toolkit-3.0.52.tar.gz", hash = "sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855"},
@@ -1158,25 +2542,43 @@ files = [
 wcwidth = "*"
 
 [[package]]
-name = "py"
-version = "1.11.0"
-description = "library with cross-python path, ini-parsing, io, code, log facilities"
+name = "py-serializable"
+version = "2.1.0"
+description = "Library for serializing and deserializing Python Objects to and from JSON and XML."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "<4.0,>=3.8"
+groups = ["dev"]
 files = [
-    {file = "py-1.11.0-py2.py3-none-any.whl", hash = "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"},
-    {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
+    {file = "py_serializable-2.1.0-py3-none-any.whl", hash = "sha256:b56d5d686b5a03ba4f4db5e769dc32336e142fc3bd4d68a8c25579ebb0a67304"},
+    {file = "py_serializable-2.1.0.tar.gz", hash = "sha256:9d5db56154a867a9b897c0163b33a793c804c80cee984116d02d49e4578fc103"},
 ]
 
+[package.dependencies]
+defusedxml = ">=0.7.1,<0.8.0"
+
 [[package]]
 name = "pycodestyle"
-version = "2.8.0"
+version = "2.11.1"
 description = "Python style guide checker"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "pycodestyle-2.11.1-py2.py3-none-any.whl", hash = "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"},
+    {file = "pycodestyle-2.11.1.tar.gz", hash = "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f"},
+]
+
+[[package]]
+name = "pycparser"
+version = "3.0"
+description = "C parser in Python"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "(sys_platform == \"linux\" and platform_python_implementation != \"PyPy\" or sys_platform == \"darwin\") and implementation_name != \"PyPy\""
 files = [
-    {file = "pycodestyle-2.8.0-py2.py3-none-any.whl", hash = "sha256:720f8b39dde8b293825e7ff02c475f3077124006db4f440dcbc9a20b76548a20"},
-    {file = "pycodestyle-2.8.0.tar.gz", hash = "sha256:eddd5847ef438ea1c7870ca7eb78a9d47ce0cdb4851a5523949f2601d0cbbe7f"},
+    {file = "pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992"},
+    {file = "pycparser-3.0.tar.gz", hash = "sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29"},
 ]
 
 [[package]]
@@ -1185,6 +2587,7 @@ version = "6.3.0"
 description = "Python docstring style checker"
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "pydocstyle-6.3.0-py3-none-any.whl", hash = "sha256:118762d452a49d6b05e194ef344a55822987a462831ade91ec5c06fd2169d019"},
     {file = "pydocstyle-6.3.0.tar.gz", hash = "sha256:7ce43f0c0ac87b07494eb9c0b462c0b73e6ff276807f204d6b53edc72b7e44e1"},
@@ -1194,64 +2597,95 @@ files = [
 snowballstemmer = ">=2.2.0"
 
 [package.extras]
-toml = ["tomli (>=1.2.3)"]
+toml = ["tomli (>=1.2.3) ; python_version < \"3.11\""]
 
 [[package]]
 name = "pyflakes"
-version = "2.4.0"
+version = "3.2.0"
 description = "passive checker of Python programs"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "pyflakes-2.4.0-py2.py3-none-any.whl", hash = "sha256:3bb3a3f256f4b7968c9c788781e4ff07dce46bdf12339dcda61053375426ee2e"},
-    {file = "pyflakes-2.4.0.tar.gz", hash = "sha256:05a85c2872edf37a4ed30b0cce2f6093e1d0581f8c19d7393122da7e25b2b24c"},
+    {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
+    {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
 ]
 
 [[package]]
 name = "pygments"
-version = "2.19.2"
+version = "2.20.0"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
-    {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
+    {file = "pygments-2.20.0-py3-none-any.whl", hash = "sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176"},
+    {file = "pygments-2.20.0.tar.gz", hash = "sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f"},
 ]
 
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyparsing"
+version = "3.3.2"
+description = "pyparsing - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d"},
+    {file = "pyparsing-3.3.2.tar.gz", hash = "sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc"},
+]
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
 [[package]]
 name = "pyproject-flake8"
-version = "0.0.1a5"
+version = "7.0.0"
 description = "pyproject-flake8 (`pflake8`), a monkey patching wrapper to connect flake8 with pyproject.toml configuration"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8.1"
+groups = ["dev"]
 files = [
-    {file = "pyproject-flake8-0.0.1a5.tar.gz", hash = "sha256:22542080ba90d4bd80ee060852db15a24aeea61c9a29ed7c16f5b59b0e47a03a"},
-    {file = "pyproject_flake8-0.0.1a5-py2.py3-none-any.whl", hash = "sha256:c843d760c49d7b270e9abda58a57765c031918a9d10da25aa43572f5d77cac43"},
+    {file = "pyproject_flake8-7.0.0-py3-none-any.whl", hash = "sha256:611e91b49916e6d0685f88423ad4baff490888278a258975403c0dee6eb6072e"},
+    {file = "pyproject_flake8-7.0.0.tar.gz", hash = "sha256:5b953592336bc04d86e8942fdca1014256044a3445c8b6ca9467d08636749158"},
 ]
 
 [package.dependencies]
-flake8 = "<5.0.0"
+flake8 = "7.0.0"
 tomli = {version = "*", markers = "python_version < \"3.11\""}
 
+[[package]]
+name = "pyproject-hooks"
+version = "1.2.0"
+description = "Wrappers to call pyproject.toml-based build backend hooks."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "pyproject_hooks-1.2.0-py3-none-any.whl", hash = "sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"},
+    {file = "pyproject_hooks-1.2.0.tar.gz", hash = "sha256:1e859bd5c40fae9448642dd871adf459e5e2084186e8d2c2a79a824c970da1f8"},
+]
+
 [[package]]
 name = "pytest"
-version = "8.4.2"
+version = "9.1.0"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
+groups = ["dev"]
 files = [
-    {file = "pytest-8.4.2-py3-none-any.whl", hash = "sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79"},
-    {file = "pytest-8.4.2.tar.gz", hash = "sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01"},
+    {file = "pytest-9.1.0-py3-none-any.whl", hash = "sha256:8ebb0e7888bdf2bdfc602ec51f8f62d50200af37356c74e503c79a94f5c81f32"},
+    {file = "pytest-9.1.0.tar.gz", hash = "sha256:41dd9148c08072446394cefd3d79701701335a9f4cae69ba92e39f6c7f5c061c"},
 ]
 
 [package.dependencies]
 colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
-iniconfig = ">=1"
-packaging = ">=20"
+iniconfig = ">=1.0.1"
+packaging = ">=22"
 pluggy = ">=1.5,<2"
 pygments = ">=2.7.2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
@@ -1265,6 +2699,7 @@ version = "1.0.1"
 description = "A plugin providing an alternative, colourful diff output for failing assertions."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["dev"]
 files = [
     {file = "pytest-clarity-1.0.1.tar.gz", hash = "sha256:505fe345fad4fe11c6a4187fe683f2c7c52c077caa1e135f3e483fe112db7772"},
 ]
@@ -1276,13 +2711,14 @@ rich = ">=8.0.0"
 
 [[package]]
 name = "pytest-cov"
-version = "3.0.0"
+version = "5.0.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "pytest-cov-3.0.0.tar.gz", hash = "sha256:e7f0f5b1617d2210a2cabc266dfe2f4c75a8d32fb89eafb7ad9d06f6d076d470"},
-    {file = "pytest_cov-3.0.0-py3-none-any.whl", hash = "sha256:578d5d15ac4a25e5f961c938b85a05b09fdaae9deef3bb6de9a6e766622ca7a6"},
+    {file = "pytest-cov-5.0.0.tar.gz", hash = "sha256:5837b58e9f6ebd335b0f8060eecce69b662415b16dc503883a02f45dfeb14857"},
+    {file = "pytest_cov-5.0.0-py3-none-any.whl", hash = "sha256:4f0764a1219df53214206bf1feea4633c3b558a2925c8b59f144f682861ce652"},
 ]
 
 [package.dependencies]
@@ -1290,22 +2726,7 @@ coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
-
-[[package]]
-name = "pytest-forked"
-version = "1.6.0"
-description = "run tests in isolated forked subprocesses"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "pytest-forked-1.6.0.tar.gz", hash = "sha256:4dafd46a9a600f65d822b8f605133ecf5b3e1941ebb3588e943b4e3eb71a5a3f"},
-    {file = "pytest_forked-1.6.0-py3-none-any.whl", hash = "sha256:810958f66a91afb1a1e2ae83089d8dc1cd2437ac96b12963042fbb9fb4d16af0"},
-]
-
-[package.dependencies]
-py = "*"
-pytest = ">=3.10"
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 
 [[package]]
 name = "pytest-mock"
@@ -1313,6 +2734,7 @@ version = "3.15.1"
 description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "pytest_mock-3.15.1-py3-none-any.whl", hash = "sha256:0a25e2eb88fe5168d535041d09a4529a188176ae608a6d249ee65abc0949630d"},
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@@ -1326,17 +2748,17 @@ dev = ["pre-commit", "pytest-asyncio", "tox"]
 
 [[package]]
 name = "pytest-sugar"
-version = "0.9.7"
+version = "1.1.1"
 description = "pytest-sugar is a plugin for pytest that changes the default look and feel of pytest (e.g. progressbar, show tests that fail instantly)."
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
-    {file = "pytest-sugar-0.9.7.tar.gz", hash = "sha256:f1e74c1abfa55f7241cf7088032b6e378566f16b938f3f08905e2cf4494edd46"},
-    {file = "pytest_sugar-0.9.7-py2.py3-none-any.whl", hash = "sha256:8cb5a4e5f8bbcd834622b0235db9e50432f4cbd71fef55b467fe44e43701e062"},
+    {file = "pytest-sugar-1.1.1.tar.gz", hash = "sha256:73b8b65163ebf10f9f671efab9eed3d56f20d2ca68bda83fa64740a92c08f65d"},
+    {file = "pytest_sugar-1.1.1-py3-none-any.whl", hash = "sha256:2f8319b907548d5b9d03a171515c1d43d2e38e32bd8182a1781eb20b43344cc8"},
 ]
 
 [package.dependencies]
-packaging = ">=21.3"
 pytest = ">=6.2.0"
 termcolor = ">=2.1.0"
 
@@ -1345,19 +2767,19 @@ dev = ["black", "flake8", "pre-commit"]
 
 [[package]]
 name = "pytest-xdist"
-version = "2.5.0"
-description = "pytest xdist plugin for distributed testing and loop-on-failing modes"
+version = "3.8.0"
+description = "pytest xdist plugin for distributed testing, most importantly across multiple CPUs"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "pytest-xdist-2.5.0.tar.gz", hash = "sha256:4580deca3ff04ddb2ac53eba39d76cb5dd5edeac050cb6fbc768b0dd712b4edf"},
-    {file = "pytest_xdist-2.5.0-py3-none-any.whl", hash = "sha256:6fe5c74fec98906deb8f2d2b616b5c782022744978e7bd4695d39c8f42d0ce65"},
+    {file = "pytest_xdist-3.8.0-py3-none-any.whl", hash = "sha256:202ca578cfeb7370784a8c33d6d05bc6e13b4f25b5053c30a152269fd10f0b88"},
+    {file = "pytest_xdist-3.8.0.tar.gz", hash = "sha256:7e578125ec9bc6050861aa93f2d59f1d8d085595d6551c2c90b6f4fad8d3a9f1"},
 ]
 
 [package.dependencies]
-execnet = ">=1.1"
-pytest = ">=6.2.0"
-pytest-forked = "*"
+execnet = ">=2.1"
+pytest = ">=7.0.0"
 
 [package.extras]
 psutil = ["psutil (>=3.0)"]
@@ -1370,6 +2792,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
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@@ -1378,15 +2801,104 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
+name = "python-discovery"
+version = "1.4.2"
+description = "Python interpreter discovery"
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
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+    {file = "python_discovery-1.4.2.tar.gz", hash = "sha256:8f3746c4b4968d22afbb97d36e1a0e5b66e6c0f297290f2e95f05b9b8bf18690"},
+]
+
+[package.dependencies]
+filelock = ">=3.15.4"
+platformdirs = ">=4.3.6,<5"
+
+[package.extras]
+docs = ["furo (>=2025.12.19)", "sphinx (>=9.1)", "sphinx-autodoc-typehints (>=3.6.3)", "sphinxcontrib-mermaid (>=2)", "sphinxcontrib-towncrier (>=0.4)", "towncrier (>=25.8)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.5.4)", "pytest (>=8.3.5)", "pytest-mock (>=3.14)", "setuptools (>=75.1)"]
+
+[[package]]
+name = "pytokens"
+version = "0.4.1"
+description = "A Fast, spec compliant Python 3.14+ tokenizer that runs on older Pythons."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
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+]
+
+[package.extras]
+dev = ["black", "build", "mypy", "pytest", "pytest-cov", "setuptools", "tox", "twine", "wheel"]
+
 [[package]]
 name = "pytz"
-version = "2025.2"
+version = "2026.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "pytz-2026.2-py2.py3-none-any.whl", hash = "sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126"},
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+]
+
+[[package]]
+name = "pywin32-ctypes"
+version = "0.2.3"
+description = "A (partial) reimplementation of pywin32 using ctypes/cffi"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+markers = "sys_platform == \"win32\""
 files = [
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 ]
 
 [[package]]
@@ -1395,6 +2907,7 @@ version = "6.0.3"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "PyYAML-6.0.3-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f"},
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@@ -1477,6 +2990,7 @@ version = "1.10.0"
 description = "Python library to build pretty command line user prompts ⭐️"
 optional = false
 python-versions = ">=3.6,<4.0"
+groups = ["dev"]
 files = [
     {file = "questionary-1.10.0-py3-none-any.whl", hash = "sha256:fecfcc8cca110fda9d561cb83f1e97ecbb93c613ff857f655818839dac74ce90"},
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@@ -1488,36 +3002,149 @@ prompt_toolkit = ">=2.0,<4.0"
 [package.extras]
 docs = ["Sphinx (>=3.3,<4.0)", "sphinx-autobuild (>=2020.9.1,<2021.0.0)", "sphinx-autodoc-typehints (>=1.11.1,<2.0.0)", "sphinx-copybutton (>=0.3.1,<0.4.0)", "sphinx-rtd-theme (>=0.5.0,<0.6.0)"]
 
+[[package]]
+name = "rapidfuzz"
+version = "3.14.5"
+description = "rapid fuzzy string matching"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
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+
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 [[package]]
 name = "six"
@@ -1754,6 +3449,7 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
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@@ -1761,64 +3457,79 @@ files = [
 
 [[package]]
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+optional = false
+python-versions = ">=3.3"
+groups = ["dev"]
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+python-versions = "*"
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 ]
 
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-test = ["cython", "html5lib", "pytest (>=4.6)", "typed_ast"]
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+test = ["cython (>=3.0)", "defusedxml (>=0.7.1)", "pytest (>=8.0)", "setuptools (>=70.0)", "typing_extensions (>=4.9)"]
 
 [[package]]
 name = "sphinx-rtd-theme"
-version = "1.3.0"
+version = "2.0.0"
 description = "Read the Docs theme for Sphinx"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+python-versions = ">=3.6"
+groups = ["dev"]
 files = [
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+    {file = "sphinx_rtd_theme-2.0.0-py2.py3-none-any.whl", hash = "sha256:ec93d0856dc280cf3aee9a4c9807c60e027c7f7b461b77aeffed682e68f0e586"},
+    {file = "sphinx_rtd_theme-2.0.0.tar.gz", hash = "sha256:bd5d7b80622406762073a04ef8fadc5f9151261563d47027de09910ce03afe6b"},
 ]
 
 [package.dependencies]
-docutils = "<0.19"
-sphinx = ">=1.6,<8"
+docutils = "<0.21"
+sphinx = ">=5,<8"
 sphinxcontrib-jquery = ">=4,<5"
 
 [package.extras]
@@ -1830,6 +3541,7 @@ version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "sphinxcontrib_applehelp-2.0.0-py3-none-any.whl", hash = "sha256:4cd3f0ec4ac5dd9c17ec65e9ab272c9b867ea77425228e68ecf08d6b28ddbdb5"},
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@@ -1846,6 +3558,7 @@ version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "sphinxcontrib_devhelp-2.0.0-py3-none-any.whl", hash = "sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2"},
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@@ -1862,6 +3575,7 @@ version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "sphinxcontrib_htmlhelp-2.1.0-py3-none-any.whl", hash = "sha256:166759820b47002d22914d64a075ce08f4c46818e17cfc9470a9786b759b19f8"},
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@@ -1878,6 +3592,7 @@ version = "4.1"
 description = "Extension to include jQuery on newer Sphinx releases"
 optional = false
 python-versions = ">=2.7"
+groups = ["dev"]
 files = [
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@@ -1892,6 +3607,7 @@ version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
 optional = false
 python-versions = ">=3.5"
+groups = ["dev"]
 files = [
     {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
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@@ -1906,6 +3622,7 @@ version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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@@ -1922,6 +3639,7 @@ version = "2.0.0"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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@@ -1938,6 +3656,7 @@ version = "5.5.0"
 description = "Manage dynamic plugins for Python applications"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "stevedore-5.5.0-py3-none-any.whl", hash = "sha256:18363d4d268181e8e8452e71a38cd77630f345b2ef6b4a8d5614dac5ee0d18cf"},
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@@ -1949,6 +3668,7 @@ version = "2.5.0"
 description = "ANSI color formatting for output in terminal"
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "termcolor-2.5.0-py3-none-any.whl", hash = "sha256:37b17b5fc1e604945c2642c872a3764b5d547a48009871aea3edd3afa180afb8"},
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@@ -1963,6 +3683,7 @@ version = "3.6.0"
 description = "threadpoolctl"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb"},
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@@ -1970,24 +3691,96 @@ files = [
 
 [[package]]
 name = "tomli"
-version = "1.2.3"
+version = "2.4.1"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+groups = ["main", "dev"]
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+markers = {main = "python_version < \"3.11\""}
+
+[[package]]
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+version = "1.2.0"
+description = "A lil' TOML writer"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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 [[package]]
 name = "tomlkit"
-version = "0.13.3"
+version = "0.15.0"
 description = "Style preserving TOML library"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main", "dev"]
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+
+[[package]]
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+version = "2026.6.1.19"
+description = "Canonical source for classifiers on PyPI (pypi.org)."
+optional = false
+python-versions = "*"
+groups = ["main"]
 files = [
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 ]
 
 [[package]]
@@ -1996,107 +3789,191 @@ version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
+groups = ["main", "dev"]
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+all = ["IPython (>=7.23.1) ; python_version < \"3.14\"", "IPython (>=9.0.0) ; python_version >= \"3.14\"", "Pygments (>=2.15.1)", "attrs (>=19.2.0)", "colorama (>=0.4.1) ; platform_system == \"Windows\"", "debugpy (>=1.0.0) ; python_version == \"3.8\"", "debugpy (>=1.3.0) ; python_version == \"3.9\"", "debugpy (>=1.6.0) ; python_version < \"3.14\" and python_version >= \"3.10\"", "debugpy (>=1.8.0) ; python_version < \"4\" and python_version >= \"3.14\"", "ipykernel (>=6.0.0) ; python_version < \"3.12\" and python_version >= \"3.7\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (>=6.11.0) ; python_version < \"3.14\" and python_version >= \"3.12\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (>=7.2.0) ; python_version < \"4.0\" and python_version >= \"3.14\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipython_genutils (>=0.2.0) ; platform_python_implementation != \"PyPy\"", "jedi (>=0.16)", "jinja2 (>=3.0.0) ; platform_python_implementation != \"PyPy\"", "jupyter_client (>=7.0.0) ; python_version < \"3.14\"", "jupyter_client (>=8.8.0) ; python_version >= \"3.14\"", "jupyter_core (>=4.7.0) ; python_version < \"3.14\"", "jupyter_core (>=5.7.0) ; python_version >= \"3.14\"", "nbconvert (>=6.1.0) ; python_version >= \"3.7.0\" and platform_python_implementation != \"PyPy\"", "pyflakes (>=2.2.0) ; python_version < \"3.14\"", "pyflakes (>=3.3.0) ; python_version < \"4.0\" and python_version >= \"3.14\"", "pytest (>=4.6.0) ; python_version < \"3.10.0\" and python_version >= \"3.7.0\"", "pytest (>=6.2.5) ; python_version < \"3.14.0\" and python_version >= \"3.10.0\"", "pytest (>=9.0.0) ; python_version < \"4.0.0\" and python_version >= \"3.14.0\"", "pytest-cov (>=3.0.0)", "tomli (>=0.2.0) ; python_version < \"3.11.0\" and python_version >= \"3.6\""]
+all-strict = ["IPython (==7.23.1) ; python_version < \"3.14\"", "IPython (==9.0.0) ; python_version >= \"3.14\"", "Pygments (==2.15.1)", "attrs (==19.2.0)", "colorama (==0.4.1) ; platform_system == \"Windows\"", "debugpy (==1.0.0) ; python_version == \"3.8\"", "debugpy (==1.3.0) ; python_version == \"3.9\"", "debugpy (==1.6.0) ; python_version < \"3.14\" and python_version >= \"3.10\"", "debugpy (==1.8.0) ; python_version < \"4\" and python_version >= \"3.14\"", "ipykernel (==6.0.0) ; python_version < \"3.12\" and python_version >= \"3.7\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (==6.11.0) ; python_version < \"3.14\" and python_version >= \"3.12\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (==7.2.0) ; python_version < \"4.0\" and python_version >= \"3.14\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipython_genutils (==0.2.0) ; platform_python_implementation != \"PyPy\"", "jedi (==0.16)", "jinja2 (==3.0.0) ; platform_python_implementation != \"PyPy\"", "jupyter_client (==7.0.0) ; python_version < \"3.14\"", "jupyter_client (==8.8.0) ; python_version >= \"3.14\"", "jupyter_core (==4.7.0) ; python_version < \"3.14\"", "jupyter_core (==5.7.0) ; python_version >= \"3.14\"", "nbconvert (==6.1.0) ; python_version >= \"3.7.0\" and platform_python_implementation != \"PyPy\"", "pyflakes (==2.2.0) ; python_version < \"3.14\"", "pyflakes (==3.3.0) ; python_version < \"4.0\" and python_version >= \"3.14\"", "pytest (==4.6.0) ; python_version < \"3.10.0\" and python_version >= \"3.7.0\"", "pytest (==6.2.5) ; python_version < \"3.14.0\" and python_version >= \"3.10.0\"", "pytest (==9.0.0) ; python_version < \"4.0.0\" and python_version >= \"3.14.0\"", "pytest-cov (==3.0.0)", "tomli (==0.2.0) ; python_version < \"3.11.0\" and python_version >= \"3.6\""]
+colors = ["Pygments (>=2.15.1)", "colorama (>=0.4.1) ; platform_system == \"Windows\""]
+colors-strict = ["Pygments (==2.15.1)", "colorama (==0.4.1) ; platform_system == \"Windows\""]
 docs = ["Pygments (>=2.15.1)", "myst_parser (>=0.18.0)", "sphinx (>=5.0.1)", "sphinx-autoapi (>=1.8.4)", "sphinx-autobuild (>=2021.3.14)", "sphinx-reredirects (>=0.0.1)", "sphinx_rtd_theme (>=1.0.0)", "sphinxcontrib-napoleon (>=0.7)"]
 docs-strict = ["Pygments (==2.15.1)", "myst_parser (==0.18.0)", "sphinx (==5.0.1)", "sphinx-autoapi (==1.8.4)", "sphinx-autobuild (==2021.3.14)", "sphinx-reredirects (==0.0.1)", "sphinx_rtd_theme (==1.0.0)", "sphinxcontrib-napoleon (==0.7)"]
-jupyter = ["IPython (>=7.23.1)", "attrs (>=19.2.0)", "debugpy (>=1.0.0)", "debugpy (>=1.3.0)", "debugpy (>=1.6.0)", "ipykernel (>=6.0.0)", "ipykernel (>=6.11.0)", "ipython_genutils (>=0.2.0)", "jedi (>=0.16)", "jinja2 (>=3.0.0)", "jupyter_client (>=7.0.0)", "jupyter_core (>=4.7.0)", "nbconvert (>=6.1.0)"]
-jupyter-strict = ["IPython (==7.23.1)", "attrs (==19.2.0)", "debugpy (==1.0.0)", "debugpy (==1.3.0)", "debugpy (==1.6.0)", "ipykernel (==6.0.0)", "ipykernel (==6.11.0)", "ipython_genutils (==0.2.0)", "jedi (==0.16)", "jinja2 (==3.0.0)", "jupyter_client (==7.0.0)", "jupyter_core (==4.7.0)", "nbconvert (==6.1.0)"]
-optional = ["IPython (>=7.23.1)", "Pygments (>=2.15.1)", "attrs (>=19.2.0)", "colorama (>=0.4.1)", "debugpy (>=1.0.0)", "debugpy (>=1.3.0)", "debugpy (>=1.6.0)", "ipykernel (>=6.0.0)", "ipykernel (>=6.11.0)", "ipython_genutils (>=0.2.0)", "jedi (>=0.16)", "jinja2 (>=3.0.0)", "jupyter_client (>=7.0.0)", "jupyter_core (>=4.7.0)", "nbconvert (>=6.1.0)", "pyflakes (>=2.2.0)", "tomli (>=0.2.0)"]
-optional-strict = ["IPython (==7.23.1)", "Pygments (==2.15.1)", "attrs (==19.2.0)", "colorama (==0.4.1)", "debugpy (==1.0.0)", "debugpy (==1.3.0)", "debugpy (==1.6.0)", "ipykernel (==6.0.0)", "ipykernel (==6.11.0)", "ipython_genutils (==0.2.0)", "jedi (==0.16)", "jinja2 (==3.0.0)", "jupyter_client (==7.0.0)", "jupyter_core (==4.7.0)", "nbconvert (==6.1.0)", "pyflakes (==2.2.0)", "tomli (==0.2.0)"]
-tests = ["pytest (>=4.6.0)", "pytest (>=6.2.5)", "pytest-cov (>=3.0.0)"]
-tests-binary = ["cmake (>=3.21.2)", "cmake (>=3.25.0)", "ninja (>=1.10.2)", "ninja (>=1.11.1)", "pybind11 (>=2.10.3)", "pybind11 (>=2.7.1)", "scikit-build (>=0.11.1)", "scikit-build (>=0.16.1)"]
-tests-binary-strict = ["cmake (==3.21.2)", "cmake (==3.25.0)", "ninja (==1.10.2)", "ninja (==1.11.1)", "pybind11 (==2.10.3)", "pybind11 (==2.7.1)", "scikit-build (==0.11.1)", "scikit-build (==0.16.1)"]
-tests-strict = ["pytest (==4.6.0)", "pytest (==6.2.5)", "pytest-cov (==3.0.0)"]
+jupyter = ["IPython (>=7.23.1) ; python_version < \"3.14\"", "IPython (>=9.0.0) ; python_version >= \"3.14\"", "attrs (>=19.2.0)", "debugpy (>=1.0.0) ; python_version == \"3.8\"", "debugpy (>=1.3.0) ; python_version == \"3.9\"", "debugpy (>=1.6.0) ; python_version < \"3.14\" and python_version >= \"3.10\"", "debugpy (>=1.8.0) ; python_version < \"4\" and python_version >= \"3.14\"", "ipykernel (>=6.0.0) ; python_version < \"3.12\" and python_version >= \"3.7\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (>=6.11.0) ; python_version < \"3.14\" and python_version >= \"3.12\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (>=7.2.0) ; python_version < \"4.0\" and python_version >= \"3.14\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipython_genutils (>=0.2.0) ; platform_python_implementation != \"PyPy\"", "jedi (>=0.16)", "jinja2 (>=3.0.0) ; platform_python_implementation != \"PyPy\"", "jupyter_client (>=7.0.0) ; python_version < \"3.14\"", "jupyter_client (>=8.8.0) ; python_version >= \"3.14\"", "jupyter_core (>=4.7.0) ; python_version < \"3.14\"", "jupyter_core (>=5.7.0) ; python_version >= \"3.14\"", "nbconvert (>=6.1.0) ; python_version >= \"3.7.0\" and platform_python_implementation != \"PyPy\""]
+jupyter-strict = ["IPython (==7.23.1) ; python_version < \"3.14\"", "IPython (==9.0.0) ; python_version >= \"3.14\"", "attrs (==19.2.0)", "debugpy (==1.0.0) ; python_version == \"3.8\"", "debugpy (==1.3.0) ; python_version == \"3.9\"", "debugpy (==1.6.0) ; python_version < \"3.14\" and python_version >= \"3.10\"", "debugpy (==1.8.0) ; python_version < \"4\" and python_version >= \"3.14\"", "ipykernel (==6.0.0) ; python_version < \"3.12\" and python_version >= \"3.7\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (==6.11.0) ; python_version < \"3.14\" and python_version >= \"3.12\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (==7.2.0) ; python_version < \"4.0\" and python_version >= \"3.14\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipython_genutils (==0.2.0) ; platform_python_implementation != \"PyPy\"", "jedi (==0.16)", "jinja2 (==3.0.0) ; platform_python_implementation != \"PyPy\"", "jupyter_client (==7.0.0) ; python_version < \"3.14\"", "jupyter_client (==8.8.0) ; python_version >= \"3.14\"", "jupyter_core (==4.7.0) ; python_version < \"3.14\"", "jupyter_core (==5.7.0) ; python_version >= \"3.14\"", "nbconvert (==6.1.0) ; python_version >= \"3.7.0\" and platform_python_implementation != \"PyPy\""]
+optional = ["IPython (>=7.23.1) ; python_version < \"3.14\"", "IPython (>=9.0.0) ; python_version >= \"3.14\"", "Pygments (>=2.15.1)", "attrs (>=19.2.0)", "colorama (>=0.4.1) ; platform_system == \"Windows\"", "debugpy (>=1.0.0) ; python_version == \"3.8\"", "debugpy (>=1.3.0) ; python_version == \"3.9\"", "debugpy (>=1.6.0) ; python_version < \"3.14\" and python_version >= \"3.10\"", "debugpy (>=1.8.0) ; python_version < \"4\" and python_version >= \"3.14\"", "ipykernel (>=6.0.0) ; python_version < \"3.12\" and python_version >= \"3.7\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (>=6.11.0) ; python_version < \"3.14\" and python_version >= \"3.12\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (>=7.2.0) ; python_version < \"4.0\" and python_version >= \"3.14\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipython_genutils (>=0.2.0) ; platform_python_implementation != \"PyPy\"", "jedi (>=0.16)", "jinja2 (>=3.0.0) ; platform_python_implementation != \"PyPy\"", "jupyter_client (>=7.0.0) ; python_version < \"3.14\"", "jupyter_client (>=8.8.0) ; python_version >= \"3.14\"", "jupyter_core (>=4.7.0) ; python_version < \"3.14\"", "jupyter_core (>=5.7.0) ; python_version >= \"3.14\"", "nbconvert (>=6.1.0) ; python_version >= \"3.7.0\" and platform_python_implementation != \"PyPy\"", "pyflakes (>=2.2.0) ; python_version < \"3.14\"", "pyflakes (>=3.3.0) ; python_version < \"4.0\" and python_version >= \"3.14\"", "tomli (>=0.2.0) ; python_version < \"3.11.0\" and python_version >= \"3.6\""]
+optional-strict = ["IPython (==7.23.1) ; python_version < \"3.14\"", "IPython (==9.0.0) ; python_version >= \"3.14\"", "Pygments (==2.15.1)", "attrs (==19.2.0)", "colorama (==0.4.1) ; platform_system == \"Windows\"", "debugpy (==1.0.0) ; python_version == \"3.8\"", "debugpy (==1.3.0) ; python_version == \"3.9\"", "debugpy (==1.6.0) ; python_version < \"3.14\" and python_version >= \"3.10\"", "debugpy (==1.8.0) ; python_version < \"4\" and python_version >= \"3.14\"", "ipykernel (==6.0.0) ; python_version < \"3.12\" and python_version >= \"3.7\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (==6.11.0) ; python_version < \"3.14\" and python_version >= \"3.12\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipykernel (==7.2.0) ; python_version < \"4.0\" and python_version >= \"3.14\" and (platform_system != \"Windows\" or platform_python_implementation != \"PyPy\")", "ipython_genutils (==0.2.0) ; platform_python_implementation != \"PyPy\"", "jedi (==0.16)", "jinja2 (==3.0.0) ; platform_python_implementation != \"PyPy\"", "jupyter_client (==7.0.0) ; python_version < \"3.14\"", "jupyter_client (==8.8.0) ; python_version >= \"3.14\"", "jupyter_core (==4.7.0) ; python_version < \"3.14\"", "jupyter_core (==5.7.0) ; python_version >= \"3.14\"", "nbconvert (==6.1.0) ; python_version >= \"3.7.0\" and platform_python_implementation != \"PyPy\"", "pyflakes (==2.2.0) ; python_version < \"3.14\"", "pyflakes (==3.3.0) ; python_version < \"4.0\" and python_version >= \"3.14\"", "tomli (==0.2.0) ; python_version < \"3.11.0\" and python_version >= \"3.6\""]
+tests = ["pytest (>=4.6.0) ; python_version < \"3.10.0\" and python_version >= \"3.7.0\"", "pytest (>=6.2.5) ; python_version < \"3.14.0\" and python_version >= \"3.10.0\"", "pytest (>=9.0.0) ; python_version < \"4.0.0\" and python_version >= \"3.14.0\"", "pytest-cov (>=3.0.0)"]
+tests-binary = ["cmake (>=3.21.2) ; python_version < \"3.11\"", "cmake (>=3.25.0) ; python_version < \"4.0\" and python_version >= \"3.11\"", "ninja (>=1.10.2) ; python_version < \"3.11\"", "ninja (>=1.11.1) ; python_version < \"4.0\" and python_version >= \"3.11\"", "pybind11 (>=2.10.3) ; python_version < \"4.0\" and python_version >= \"3.11\"", "pybind11 (>=2.7.1) ; python_version < \"3.11\"", "scikit-build (>=0.11.1) ; python_version < \"3.11\"", "scikit-build (>=0.16.1) ; python_version < \"4.0\" and python_version >= \"3.11\""]
+tests-binary-strict = ["cmake (==3.21.2) ; python_version < \"3.11\"", "cmake (==3.25.0) ; python_version < \"4.0\" and python_version >= \"3.11\"", "ninja (==1.10.2) ; python_version < \"3.11\"", "ninja (==1.11.1) ; python_version < \"4.0\" and python_version >= \"3.11\"", "pybind11 (==2.10.3) ; python_version < \"4.0\" and python_version >= \"3.11\"", "pybind11 (==2.7.1) ; python_version < \"3.11\"", "scikit-build (==0.11.1) ; python_version < \"3.11\"", "scikit-build (==0.16.1) ; python_version < \"4.0\" and python_version >= \"3.11\""]
+tests-strict = ["pytest (==4.6.0) ; python_version < \"3.10.0\" and python_version >= \"3.7.0\"", "pytest (==6.2.5) ; python_version < \"3.14.0\" and python_version >= \"3.10.0\"", "pytest (==9.0.0) ; python_version < \"4.0.0\" and python_version >= \"3.14.0\"", "pytest-cov (==3.0.0)"]
 
 [[package]]
 name = "zipp"
-version = "3.23.0"
+version = "4.1.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version <= \"3.11\""
 files = [
-    {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
-    {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
+    {file = "zipp-4.1.0-py3-none-any.whl", hash = "sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f"},
+    {file = "zipp-4.1.0.tar.gz", hash = "sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.14)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=2.2)"]
+enabler = ["pytest-enabler (>=3.4)"]
 test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
-type = ["pytest-mypy"]
+type = ["pytest-mypy (>=1.0.1) ; platform_python_implementation != \"PyPy\""]
 
 [metadata]
-lock-version = "2.0"
-python-versions = ">=3.9.0,<3.11"
-content-hash = "91c5fc8eb839d66e8c8b96adb235ec29d25f70ca13603b182c6df150fe770074"
+lock-version = "2.1"
+python-versions = ">=3.10.0,<3.15"
+content-hash = "1c75770a43b25c3bf8755056a671337dab970514a624ccbab25c29a0c6e68b2f"
diff --git a/pyproject.toml b/pyproject.toml
index 53a094d..3b15e8e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,9 +14,11 @@ classifiers = [
         "License :: OSI Approved :: MIT License",
         "Programming Language :: Python",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
-        "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
+        "Programming Language :: Python :: 3.11",
+        "Programming Language :: Python :: 3.12",
+        "Programming Language :: Python :: 3.13",
+        "Programming Language :: Python :: 3.14",
         "Environment :: Console",
         "Intended Audience :: Science/Research",
         "Operating System :: OS Independent",
@@ -26,43 +28,42 @@ classifiers = [
 ]
 
 [tool.poetry.dependencies]
-python = ">=3.9.0,<3.11"
+python = ">=3.10.0,<3.15"
 ConfigArgParse = "^1.5"
-pandas = "^1.3"
-numpy = "^1.22.2"
-boolean-jaccard = "^0.1.1"
+pandas = "^2.0"
+numpy = "^2.0"
 scikit-learn = "^1.6.0"
+poetry-plugin-export = "^1.10.0"
 
-[tool.poetry.dev-dependencies]
+[tool.poetry.group.dev.dependencies]
 nox = "^2022"
 pre-commit = "^2.13.0"
 commitizen = "^2.17.13"
-pytest = "^8.3.4"
-pytest-xdist = "2.5.0"
+pytest = "^9.0.3"
+pytest-xdist = "^3.0"
 pytest-clarity = "^1.0.1"
-pytest-sugar = "^0"
-coverage = "^6.2"
-pytest-cov = "^3.0.0"
+pytest-sugar = "^1.0"
+coverage = "^7.0"
+pytest-cov = "^5.0"
 pytest-mock = "^3.6.1"
 xdoctest = "^1.0.0"
-flake8 = "^4.0.1"
-pyproject-flake8 = "^0.0.1a4"
-flake8-annotations = "^2.6.2"
-flake8-bandit = "^3.0.0"
-flake8-bugbear = "^22.4.5"
+flake8 = "^7.0.0"
+pyproject-flake8 = "^7.0.0"
+flake8-annotations = "^3.0"
+flake8-bandit = "^4.0.0"
+flake8-bugbear = "^24.0"
 flake8-comprehensions = "^3.5.0"
 flake8-docstrings = "^1.6.0"
-flake8-pytest-style = "^1.5.0"
+flake8-pytest-style = "^2.0"
 flake8-spellcheck = "^0"
 darglint = "^1.8.0"
-mypy = "^0"
+mypy = "^1"
 isort = "^5.9.3"
-black = "^24.3.0"
-safety = "^2.2.0"
-tomli = "^1.2.0"
-Sphinx = "^5.0.0"
-myst-parser = "^0"
-sphinx-rtd-theme = "^1.0.0"
+black = "^26.0.0"
+pip-audit = "^2.0"
+Sphinx = "^7.1.1"
+myst-parser = "^2.0.0"
+sphinx-rtd-theme = "^2.0.0"
 
 [tool.poetry.scripts]
 lta = "lta.cli:main"
@@ -92,6 +93,8 @@ addopts = """
 -n auto
 -vv
 --ignore=docs
+--ignore=test.py
+--ignore=run.py
 --xdoctest
 --cov=lta
 --cov-report=term
@@ -106,7 +109,7 @@ float_to_top = false
 [tool.flake8]
 select = "ANN,B,B9,C,C4,D,DAR,F,S,SC"
 ignore = "ANN101,S101,B950,SC100"
-exclude = "docs/conf.py"
+exclude = "docs/conf.py,noxfile.py"
 max-line-length = 88
 max-complexity = 10
 docstring-convention = "numpy"
diff --git a/tests/conftest.py b/tests/conftest.py
index a2f1171..87334b3 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 """Fixtures for pytest."""
+
 from itertools import cycle, islice
 from typing import Callable, List, Optional, Tuple
 
diff --git a/tests/integration/test_cli.py b/tests/integration/test_cli.py
index 41128fa..40087cf 100644
--- a/tests/integration/test_cli.py
+++ b/tests/integration/test_cli.py
@@ -7,6 +7,7 @@
 or the help flag.
 It **will** test that any custom code plugged into the parser behaves correctly.
 """
+
 import argparse
 from pathlib import Path
 
diff --git a/tests/unit/helpers/test_jaccard.py b/tests/unit/helpers/test_jaccard.py
new file mode 100644
index 0000000..c6a04c3
--- /dev/null
+++ b/tests/unit/helpers/test_jaccard.py
@@ -0,0 +1,163 @@
+"""Unit tests for Jaccard similarity helpers."""
+
+import numpy as np
+import pandas as pd
+import pytest
+
+from lta.helpers import jaccard
+
+
+def b(*vals: int) -> np.ndarray:
+    return np.array(vals, dtype=bool)
+
+
+# ---------------------------------------------------------------------------
+# similarity
+# ---------------------------------------------------------------------------
+
+
+def test_similarity_identical_vectors() -> None:
+    x = b(1, 1, 0, 1)
+    assert jaccard.similarity(x, x) == pytest.approx(1.0)
+
+
+def test_similarity_disjoint_vectors() -> None:
+    x = b(1, 1, 0, 0)
+    y = b(0, 0, 1, 1)
+    assert jaccard.similarity(x, y) == pytest.approx(0.0)
+
+
+def test_similarity_partial_overlap() -> None:
+    x = b(1, 1, 1, 0)
+    y = b(1, 1, 0, 1)
+    # intersect=2, union=4 → 0.5
+    assert jaccard.similarity(x, y) == pytest.approx(0.5)
+
+
+def test_similarity_all_zeros_returns_nan() -> None:
+    x = b(0, 0, 0)
+    y = b(0, 0, 0)
+    result = jaccard.similarity(x, y)
+    assert np.isnan(result)
+
+
+def test_similarity_with_explicit_px_py() -> None:
+    x = b(1, 0, 1, 0)
+    y = b(1, 0, 1, 0)
+    result = jaccard.similarity(x, y, px=0.5, py=0.5)
+    assert result == pytest.approx(1.0)
+
+
+def test_similarity_centered() -> None:
+    x = b(1, 1, 0, 0)
+    y = b(1, 1, 0, 0)
+    # j=1, px=py=0.5, denominator=0.75, centered = 1 - (0.25/0.75)
+    expected = 1.0 - (0.25 / 0.75)
+    assert jaccard.similarity(x, y, center=True) == pytest.approx(expected)
+
+
+def test_similarity_raises_on_2d_input() -> None:
+    x = np.array([[True, False], [True, False]])
+    y = np.array([[True, False], [True, False]])
+    with pytest.raises(IndexError):
+        jaccard.similarity(x, y)
+
+
+def test_similarity_raises_on_length_mismatch() -> None:
+    with pytest.raises(IndexError):
+        jaccard.similarity(b(1, 0), b(1, 0, 1))
+
+
+def test_similarity_raises_on_non_boolean_dtype() -> None:
+    x = np.array([1, 0, 1], dtype=int)
+    y = np.array([1, 0, 1], dtype=int)
+    with pytest.raises(TypeError):
+        jaccard.similarity(x, y)
+
+
+# ---------------------------------------------------------------------------
+# distance
+# ---------------------------------------------------------------------------
+
+
+def test_distance_identical_vectors() -> None:
+    x = b(1, 0, 1)
+    assert jaccard.distance(x, x) == pytest.approx(0.0)
+
+
+def test_distance_disjoint_vectors() -> None:
+    x = b(1, 1, 0, 0)
+    y = b(0, 0, 1, 1)
+    assert jaccard.distance(x, y) == pytest.approx(1.0)
+
+
+def test_distance_partial_overlap() -> None:
+    x = b(1, 1, 1, 0)
+    y = b(1, 1, 0, 1)
+    assert jaccard.distance(x, y) == pytest.approx(0.5)
+
+
+def test_distance_with_explicit_px_py() -> None:
+    x = b(1, 0, 1, 0)
+    y = b(1, 0, 1, 0)
+    result = jaccard.distance(x, y, px=0.5, py=0.5)
+    assert result == pytest.approx(0.0)
+
+
+# ---------------------------------------------------------------------------
+# bootstrap
+# ---------------------------------------------------------------------------
+
+
+def test_bootstrap_returns_series_with_correct_index() -> None:
+    x = b(1, 0, 1, 0, 1, 0)
+    y = b(1, 1, 0, 0, 1, 0)
+    result = jaccard.bootstrap(x, y, seed=0)
+    assert isinstance(result, pd.Series)
+    assert list(result.index) == ["J-sim", "p-val"]
+
+
+def test_bootstrap_p_value_in_range() -> None:
+    x = b(1, 0, 1, 0, 1, 0)
+    y = b(1, 1, 0, 0, 1, 0)
+    result = jaccard.bootstrap(x, y, n=200, seed=42)
+    assert 0.0 <= result["p-val"] <= 1.0
+
+
+def test_bootstrap_degenerate_all_ones(caplog: pytest.LogCaptureFixture) -> None:
+    x = b(1, 1, 1, 1)
+    y = b(1, 0, 1, 0)
+    import logging
+
+    with caplog.at_level(logging.WARNING, logger="lta.helpers.jaccard"):
+        result = jaccard.bootstrap(x, y)
+    assert result["p-val"] == pytest.approx(1.0)
+    assert "degenerate" in caplog.text
+
+
+def test_bootstrap_degenerate_all_zeros(caplog: pytest.LogCaptureFixture) -> None:
+    x = b(0, 0, 0, 0)
+    y = b(1, 0, 1, 0)
+    import logging
+
+    with caplog.at_level(logging.WARNING, logger="lta.helpers.jaccard"):
+        result = jaccard.bootstrap(x, y)
+    assert result["p-val"] == pytest.approx(1.0)
+    assert "degenerate" in caplog.text
+
+
+def test_bootstrap_deterministic_with_seed() -> None:
+    x = b(1, 0, 1, 0, 1, 0, 1, 0)
+    y = b(0, 1, 0, 1, 1, 0, 1, 0)
+    r1 = jaccard.bootstrap(x, y, n=500, seed=7)
+    r2 = jaccard.bootstrap(x, y, n=500, seed=7)
+    assert r1["J-sim"] == r2["J-sim"]
+    assert r1["p-val"] == r2["p-val"]
+
+
+def test_bootstrap_jsim_matches_similarity() -> None:
+    x = b(1, 0, 1, 0, 1, 0)
+    y = b(1, 1, 0, 0, 1, 0)
+    result = jaccard.bootstrap(x, y, seed=42)
+    expected_jsim = jaccard.similarity(x, y)
+    assert result["J-sim"] == pytest.approx(expected_jsim)
diff --git a/tests/unit/test_commands_run.py b/tests/unit/test_commands_run.py
index 3a12bc4..5d8363f 100644
--- a/tests/unit/test_commands_run.py
+++ b/tests/unit/test_commands_run.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 """Tests for the simple command function."""
+
 import argparse
 from pathlib import Path
 
diff --git a/tests/unit/test_helpers_custom_types.py b/tests/unit/test_helpers_custom_types.py
index c5bab5c..e4e3e03 100644
--- a/tests/unit/test_helpers_custom_types.py
+++ b/tests/unit/test_helpers_custom_types.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 """Unit tests for the lta.helpers.custom_types module."""
+
 from collections.abc import Iterable
 
 from _pytest import capture
diff --git a/tests/unit/test_helpers_data_handling.py b/tests/unit/test_helpers_data_handling.py
index 4b2dcd7..c913138 100644
--- a/tests/unit/test_helpers_data_handling.py
+++ b/tests/unit/test_helpers_data_handling.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 """Unit tests for the data_handling module."""
+
 from pathlib import Path
 from typing import List, Literal, Optional
 
diff --git a/tests/unit/test_helpers_pipeline.py b/tests/unit/test_helpers_pipeline.py
index c0225fc..e608f52 100644
--- a/tests/unit/test_helpers_pipeline.py
+++ b/tests/unit/test_helpers_pipeline.py
@@ -8,6 +8,7 @@
 If you can provide any contributions towards better unit tests for data science,
 please reach out!
 """
+
 import logging
 from pathlib import Path
 
diff --git a/tests/unit/test_parser.py b/tests/unit/test_parser.py
index e507fd8..c0fdf95 100644
--- a/tests/unit/test_parser.py
+++ b/tests/unit/test_parser.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 """Tests for lta.parser."""
+
 from _pytest import capture
 
 from lta.commands.run import run

From d7e806f89a5dff0372ec136bf68c33e11b48fa52 Mon Sep 17 00:00:00 2001
From: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sun, 14 Jun 2026 21:33:22 +0000
Subject: [PATCH 2/2] style(*): blacken files

---
 lta/__init__.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/lta/__init__.py b/lta/__init__.py
index ff99003..127ae78 100644
--- a/lta/__init__.py
+++ b/lta/__init__.py
@@ -7,4 +7,5 @@
     The version number,
     specified in the form 'major.minor.patch'
 """
+
 __version__ = "3.5.3"