diff --git a/.flake8 b/.flake8
deleted file mode 100644
index 5da869f0..00000000
--- a/.flake8
+++ /dev/null
@@ -1,5 +0,0 @@
-[flake8]
-max-line-length=100
-max-complexity=18
-ignore=E203, W503
-exclude=btk/__init__.py,docs/build/, btk/metrics/__init__.py
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index efe5ce05..fdcaeee2 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -49,22 +49,5 @@ jobs:
           poetry run pre-commit install
           poetry run pre-commit run --all-files
 
-      - name: Run black
-        run: |
-          poetry run black --check btk
-
-      - name: Run isort
-        run: |
-          poetry run isort --check btk
-
-      - name: Run pydocstyle
-        run: |
-          poetry run pydocstyle btk
-
-      - name: Run flake8
-        run: |
-          poetry run flake8 btk
-
-      - name: Run pylint
-        run: |
-          poetry run pylint btk
+      - name: Run Ruff
+        run: poetry run ruff check --output-format=github btk/ tests/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5d386532..234c1cda 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 ---
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v4.5.0
     hooks:
       - id: trailing-whitespace
         exclude: ^.*fits
@@ -13,8 +13,9 @@ repos:
       - id: check-merge-conflict
       - id: end-of-file-fixer
         exclude: ^.*fits
+
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.6.1
+    rev: 0.7.1
     hooks:
       - id: nbstripout
         args:
diff --git a/.pylintrc b/.pylintrc
deleted file mode 100644
index 0876f6a0..00000000
--- a/.pylintrc
+++ /dev/null
@@ -1,29 +0,0 @@
-[TYPECHECK]
-
-
-disable=
-	# Not sure how to fix this for Metrics specifically
-	arguments-differ,
-
-	# we have too a lot of short variable names
-	invalid-name,
-
-	# doesn't seem helpful
-	too-few-public-methods,
-
-	# not sure it's advisable to "fix" these
-	too-many-arguments,
-	too-many-locals,
-	too-many-instance-attributes,
-
-	# when overriding methods you don't get to pick your arguments
-	unused-argument,
-
-    # sep raises this
-    c-extension-no-member,
-
-
-[SIMILARITIES]
-
-# Minimum lines number of a similarity to report duplicate-code
-min-similarity-lines=11
diff --git a/btk/blend_batch.py b/btk/blend_batch.py
index 88ef521b..9c70994d 100644
--- a/btk/blend_batch.py
+++ b/btk/blend_batch.py
@@ -432,16 +432,10 @@ def load(cls, path: str, batch_number: int = 0):
                 catalog_list.append(read_table_hdf5(f, path=f"catalog_list/{ii}"))
 
             # load segmentation
-            if "segmentation" in f.keys():
-                segmentation = f["segmentation"][:]
-            else:
-                segmentation = None
+            segmentation = f["segmentation"][:] if "segmentation" in f.keys() else None
 
             # load deblended images
-            if "deblended_images" in f.keys():
-                deblended_images = f["deblended_images"][:]
-            else:
-                deblended_images = None
+            deblended_images = f["deblended_images"][:] if "deblended_images" in f.keys() else None
 
             # load general info about blend
             batch_size = f.attrs["batch_size"]
diff --git a/btk/deblend.py b/btk/deblend.py
index a5cfc147..7c876ea5 100644
--- a/btk/deblend.py
+++ b/btk/deblend.py
@@ -14,7 +14,12 @@
 from numpy.linalg import LinAlgError
 from skimage.feature import peak_local_max
 
-from btk.blend_batch import BlendBatch, DeblendBatch, DeblendExample, MultiResolutionBlendBatch
+from btk.blend_batch import (
+    BlendBatch,
+    DeblendBatch,
+    DeblendExample,
+    MultiResolutionBlendBatch,
+)
 from btk.draw_blends import DrawBlendsGenerator
 from btk.multiprocess import multiprocess
 
@@ -39,6 +44,8 @@ def __call__(self, blend_batch: BlendBatch, njobs: int = 1, **kwargs) -> Deblend
         Args:
             ii: The index of the example in the batch.
             blend_batch: Instance of `BlendBatch` class.
+            njobs: Number of processes to use.
+            kwargs: Additional arguments to pass to deblender call.
 
         Returns:
             Instance of `DeblendedExample` class.
@@ -72,7 +79,8 @@ def batch_call(self, blend_batch: BlendBatch, njobs: int = 1, **kwargs) -> Deble
 
         Args:
             blend_batch: Instance of `BlendBatch` class
-            njobs: Number of njobs to paralelize across
+            njobs: Number of jobs to paralelize across
+            kwargs: Additional keyword arguments to pass to each deblend call.
 
         Returns:
             Instance of `DeblendedBatch` class
@@ -126,6 +134,7 @@ def __call__(
         Args:
             ii: The index of the example in the batch.
             mr_batch: Instance of `MultiResolutionBlendBatch` class
+            njobs: Number of processes to use.
 
         Returns:
             Instance of `DeblendedExample` class
@@ -211,10 +220,7 @@ def __init__(
     def deblend(self, ii: int, blend_batch: BlendBatch) -> DeblendExample:
         """Performs measurement on the ii-th example from the batch."""
         blend_image = blend_batch.blend_images[ii]
-        if self.use_mean:
-            image = np.mean(blend_image, axis=0)
-        else:
-            image = blend_image[self.use_band]
+        image = np.mean(blend_image, axis=0) if self.use_mean else blend_image[self.use_band]
 
         # compute threshold value
         threshold = self.threshold_scale * np.std(image)
@@ -281,15 +287,16 @@ def deblend(self, ii: int, blend_batch: BlendBatch) -> DeblendExample:
         """Performs measurement on the i-th example from the batch."""
         # get a 1-channel input for sep
         blend_image = blend_batch.blend_images[ii]
-        if self.use_mean:
-            image = np.mean(blend_image, axis=0)
-        else:
-            image = blend_image[self.use_band]
+        image = np.mean(blend_image, axis=0) if self.use_mean else blend_image[self.use_band]
 
         # run source extractor
         bkg = sep.Background(image)
         catalog, segmentation = sep.extract(
-            image, self.thresh, err=bkg.globalrms, segmentation_map=True, minarea=self.min_area
+            image,
+            self.thresh,
+            err=bkg.globalrms,
+            segmentation_map=True,
+            minarea=self.min_area,
         )
 
         segmentation_exp = np.zeros((self.max_n_sources, *image.shape), dtype=bool)
@@ -380,10 +387,16 @@ def deblend(self, ii: int, blend_batch: BlendBatch) -> DeblendExample:
 
                 # add new predictions, masking those that are closer than threshold
                 ra_coordinates = np.concatenate(
-                    [ra_coordinates, ra_detections[distance2d > self.matching_threshold]]
+                    [
+                        ra_coordinates,
+                        ra_detections[distance2d > self.matching_threshold],
+                    ]
                 )
                 dec_coordinates = np.concatenate(
-                    [dec_coordinates, dec_detections[distance2d > self.matching_threshold]]
+                    [
+                        dec_coordinates,
+                        dec_detections[distance2d > self.matching_threshold],
+                    ]
                 )
             else:
                 ra_coordinates = np.concatenate([ra_coordinates, ra_detections])
@@ -441,7 +454,7 @@ def deblend(
         Args:
             ii: The index of the example in the batch.
             blend_batch: Instance of `BlendBatch` class.
-            reference_catalog: Reference catalog to use for deblending. If None, the
+            reference_catalogs: Reference catalog to use for deblending. If None, the
                 truth catalog is used.
 
         Returns:
diff --git a/btk/draw_blends.py b/btk/draw_blends.py
index 86cf0853..adb4b498 100644
--- a/btk/draw_blends.py
+++ b/btk/draw_blends.py
@@ -128,8 +128,7 @@ def get_catsim_galaxy(
         agn = galsim.Gaussian(flux=agn_flux, sigma=1e-8)
         components.append(agn)
 
-    profile = galsim.Add(components)
-    return profile
+    return galsim.Add(components)
 
 
 class DrawBlendsGenerator(ABC):
diff --git a/btk/match.py b/btk/match.py
index 738dea92..d5d51575 100644
--- a/btk/match.py
+++ b/btk/match.py
@@ -195,6 +195,7 @@ def __init__(self, pixel_max_sep=5.0, **kwargs) -> None:
 
         Args:
             pixel_max_sep: the maximum separation in pixels to be considered a match
+            kwargs: Additional arguments for parent class.
         """
         super().__init__(**kwargs)
         self.distance_function = pixel_l2_distance_matrix
@@ -236,6 +237,7 @@ def __init__(self, arcsec_max_sep=2.0, **kwargs) -> None:
 
         Args:
             arcsec_max_sep: the maximum separation in arcsec to be considered a match
+            kwargs: Additional arguments for parent class.
         """
         super().__init__(**kwargs)
         self.max_sep = arcsec_max_sep
diff --git a/btk/measure.py b/btk/measure.py
index 5bb36790..7378d5d3 100644
--- a/btk/measure.py
+++ b/btk/measure.py
@@ -42,7 +42,7 @@ def get_ksb_ellipticity(
 ) -> np.ndarray:
     """Return ellipticities of both true and detected galaxies, assuming they are matched."""
     # psf is assumed to be the same for the entire batch and correspond to selected band.
-    assert len(images.shape) == 4  # (batch_size, max_n_sources, H, W)
+    assert images.ndim == 4  # (batch_size, max_n_sources, H, W)
     batch_size, max_n_sources, _, _ = images.shape
     ellipticities = np.zeros((batch_size, max_n_sources, 2))
     for ii in range(batch_size):
diff --git a/btk/metrics/reconstruction.py b/btk/metrics/reconstruction.py
index af71a362..97b64556 100644
--- a/btk/metrics/reconstruction.py
+++ b/btk/metrics/reconstruction.py
@@ -27,8 +27,8 @@ def _get_recon_metric(
                 images2 = iso_images2[ii, :n_sources]
                 mets = metric_func(images1, images2)
                 assert mets.shape == (n_sources,)
-                for ii in range(n_sources):
-                    results.append(mets[ii])
+                for jj in range(n_sources):
+                    results.append(mets[jj])
 
         return np.array(results)
 
diff --git a/btk/metrics/utils.py b/btk/metrics/utils.py
index e8644cf3..88e4d158 100644
--- a/btk/metrics/utils.py
+++ b/btk/metrics/utils.py
@@ -27,7 +27,7 @@ def get_segmentation(isolated_images: np.ndarray, sky_level: float, sigma_noise:
     return np.where(is_on, seg, np.nan)
 
 
-def mse(image1: np.ndarray, image2: np.ndarray) -> np.ndarray:
+def mse(images1: np.ndarray, images2: np.ndarray) -> np.ndarray:
     """Computes mean-squared-error (MSE) between two images.
 
     Args:
@@ -39,7 +39,7 @@ def mse(image1: np.ndarray, image2: np.ndarray) -> np.ndarray:
     Returns:
         Returns MSE between each corresponding iamge as an array of shape `*`.
     """
-    return np.sqrt(np.power((image1 - image2), 2).mean(axis=(-1, -2)))
+    return np.sqrt(np.power((images1 - images2), 2).mean(axis=(-1, -2)))
 
 
 def iou(seg1: np.ndarray, seg2: np.ndarray) -> np.ndarray:
@@ -65,7 +65,7 @@ def iou(seg1: np.ndarray, seg2: np.ndarray) -> np.ndarray:
     return i / u
 
 
-def psnr(image1: np.ndarray, image2: np.ndarray) -> np.ndarray:
+def psnr(images1: np.ndarray, images2: np.ndarray) -> np.ndarray:
     """Compute peak-signal-to-noise-ratio from skimage.
 
     Args:
@@ -77,18 +77,18 @@ def psnr(image1: np.ndarray, image2: np.ndarray) -> np.ndarray:
     Returns:
         Returns PSNR between each corresponding iamge as an array of shape `N`.
     """
-    n, h, w = image1.shape
-    assert image1.min() >= 0 and image2.min() >= 0
-    assert (n, h, w) == image2.shape
+    n, h, w = images1.shape
+    assert images1.min() >= 0 and images2.min() >= 0
+    assert (n, h, w) == images2.shape
     psnr_ = np.zeros(n)
     for ii in range(n):
-        im1 = image1[ii] / image1[ii].max()
-        im2 = image2[ii] / image2[ii].max()
+        im1 = images1[ii] / images1[ii].max()
+        im2 = images2[ii] / images2[ii].max()
         psnr_[ii] = peak_signal_noise_ratio(im1, im2, data_range=1)
     return psnr_
 
 
-def struct_sim(image1: np.ndarray, image2: np.ndarray, **kwargs) -> np.ndarray:
+def struct_sim(images1: np.ndarray, images2: np.ndarray, **kwargs) -> np.ndarray:
     """Compute structural similarity index from skimage.
 
     By default, we normalize the images to be between 0 and 1. So that the
@@ -106,13 +106,13 @@ def struct_sim(image1: np.ndarray, image2: np.ndarray, **kwargs) -> np.ndarray:
         Returns structural similarity index between each corresponding iamge as
         an array of shape `N`.
     """
-    assert image1.min() >= 0 and image2.min() >= 0
-    n, h, w = image1.shape
-    assert (n, h, w) == image2.shape
+    assert images1.min() >= 0 and images2.min() >= 0
+    n, h, w = images1.shape
+    assert (n, h, w) == images2.shape
     ssim = np.zeros(n)
     for ii in range(n):
-        im1 = image1[ii] / image1[ii].max()
-        im2 = image2[ii] / image2[ii].max()
+        im1 = images1[ii] / images1[ii].max()
+        im2 = images2[ii] / images2[ii].max()
         ssim[ii] = structural_similarity(im1, im2, data_range=1, **kwargs)
     return ssim
 
diff --git a/btk/multiprocess.py b/btk/multiprocess.py
index 4907c318..01c60e41 100644
--- a/btk/multiprocess.py
+++ b/btk/multiprocess.py
@@ -2,7 +2,7 @@
 
 import multiprocessing as mp
 from itertools import repeat, starmap
-from typing import Callable, Iterable
+from typing import Callable, Iterable, Optional
 
 
 def _apply_args_and_kwargs(func: Callable, args, kwargs):
@@ -29,7 +29,7 @@ def get_current_process() -> int:
 def multiprocess(
     func: Callable,
     args_iter: Iterable,
-    kwargs_iter: Iterable = None,
+    kwargs_iter: Optional[Iterable] = None,
     njobs: int = 1,
     verbose: bool = False,
 ):
diff --git a/btk/sampling_functions.py b/btk/sampling_functions.py
index 5fa5024f..d284f4c2 100644
--- a/btk/sampling_functions.py
+++ b/btk/sampling_functions.py
@@ -194,7 +194,7 @@ def __init__(
         self.stamp_size = stamp_size
         self.min_mag, self.max_mag = min_mag, max_mag
         self.mag_name = mag_name
-        self.max_shift = self.stamp_size / 2 if not max_shift else max_shift
+        self.max_shift = max_shift if max_shift else self.stamp_size / 2
 
         # only within area where sources are allowed
         self.exp_count = density * (self.max_shift * 2 / 60) ** 2
diff --git a/btk/survey.py b/btk/survey.py
index a659aed6..3177700b 100644
--- a/btk/survey.py
+++ b/btk/survey.py
@@ -74,7 +74,7 @@ def from_galcheat_filter(cls, galcheat_filter: galcheat.filter.Filter):
 
 
 def get_surveys(
-    names: Union[str, List[str]], psf_func: Callable = None
+    names: Union[str, List[str]], psf_func: Optional[Callable] = None
 ) -> Union[Survey, List[Survey]]:
     """Return specified surveys from galcheat extended to contain PSF information.
 
@@ -205,12 +205,11 @@ def get_psf_from_file(psf_dir: str, survey: Survey) -> galsim.InterpolatedImage:
     else:
         raise RuntimeError(f"No psf files found in '{psf_dir}'.")
     psf_array = fits.getdata(psf_dir + "/" + psf_file)
-    psf_model = galsim.InterpolatedImage(
+
+    return galsim.InterpolatedImage(
         galsim.Image(psf_array), scale=survey.pixel_scale.to_value("arcsec")
     ).withFlux(1.0)
 
-    return psf_model
-
 
 def make_wcs(
     pixel_scale: float,
diff --git a/poetry.lock b/poetry.lock
index 2bc20755..c4477b8b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -120,20 +120,6 @@ types-python-dateutil = ">=2.8.10"
 doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
 test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
 
-[[package]]
-name = "astroid"
-version = "3.0.3"
-description = "An abstract syntax tree for Python with inference support."
-optional = false
-python-versions = ">=3.8.0"
-files = [
-    {file = "astroid-3.0.3-py3-none-any.whl", hash = "sha256:92fcf218b89f449cdf9f7b39a269f8d5d617b27be68434912e11e79203963a17"},
-    {file = "astroid-3.0.3.tar.gz", hash = "sha256:4148645659b08b70d72460ed1921158027a9e53ae8b7234149b1400eddacbb93"},
-]
-
-[package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "astropy"
 version = "5.2.2"
@@ -302,52 +288,6 @@ charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
-[[package]]
-name = "black"
-version = "24.2.0"
-description = "The uncompromising code formatter."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "black-24.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6981eae48b3b33399c8757036c7f5d48a535b962a7c2310d19361edeef64ce29"},
-    {file = "black-24.2.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d533d5e3259720fdbc1b37444491b024003e012c5173f7d06825a77508085430"},
-    {file = "black-24.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:61a0391772490ddfb8a693c067df1ef5227257e72b0e4108482b8d41b5aee13f"},
-    {file = "black-24.2.0-cp310-cp310-win_amd64.whl", hash = "sha256:992e451b04667116680cb88f63449267c13e1ad134f30087dec8527242e9862a"},
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-    {file = "black-24.2.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e37c99f89929af50ffaf912454b3e3b47fd64109659026b678c091a4cd450fb2"},
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-    {file = "black-24.2.0-cp38-cp38-win_amd64.whl", hash = "sha256:faf2ee02e6612577ba0181f4347bcbcf591eb122f7841ae5ba233d12c39dcb4d"},
-    {file = "black-24.2.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:057c3dc602eaa6fdc451069bd027a1b2635028b575a6c3acfd63193ced20d9c8"},
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-]
-
-[package.dependencies]
-click = ">=8.0.0"
-mypy-extensions = ">=0.4.3"
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+    {file = "fonttools-4.50.0.tar.gz", hash = "sha256:fa5cf61058c7dbb104c2ac4e782bf1b2016a8cf2f69de6e4dd6a865d2c969bb5"},
 ]
 
 [package.extras]
@@ -1114,13 +1009,13 @@ numpy = ">=1.17.3"
 
 [[package]]
 name = "httpcore"
-version = "1.0.4"
+version = "1.0.5"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpcore-1.0.4-py3-none-any.whl", hash = "sha256:ac418c1db41bade2ad53ae2f3834a3a0f5ae76b56cf5aa497d2d033384fc7d73"},
-    {file = "httpcore-1.0.4.tar.gz", hash = "sha256:cb2839ccfcba0d2d3c1131d3c3e26dfc327326fbe7a5dc0dbfe9f6c9151bb022"},
+    {file = "httpcore-1.0.5-py3-none-any.whl", hash = "sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5"},
+    {file = "httpcore-1.0.5.tar.gz", hash = "sha256:34a38e2f9291467ee3b44e89dd52615370e152954ba21721378a87b2960f7a61"},
 ]
 
 [package.dependencies]
@@ -1131,7 +1026,7 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.25.0)"]
+trio = ["trio (>=0.22.0,<0.26.0)"]
 
 [[package]]
 name = "httpx"
@@ -1227,32 +1122,32 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.0.1"
+version = "7.1.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.0.1-py3-none-any.whl", hash = "sha256:4805911c3a4ec7c3966410053e9ec6a1fecd629117df5adee56dfc9432a1081e"},
-    {file = "importlib_metadata-7.0.1.tar.gz", hash = "sha256:f238736bb06590ae52ac1fab06a3a9ef1d8dce2b7a35b5ab329371d6c8f5d2cc"},
+    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
+    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.1"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.1.1-py3-none-any.whl", hash = "sha256:e8bf90d8213b486f428c9c39714b920041cb02c184686a3dee24905aaa8105d6"},
-    {file = "importlib_resources-6.1.1.tar.gz", hash = "sha256:3893a00122eafde6894c59914446a512f728a0c1a45f9bb9b63721b6bacf0b4a"},
+    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
+    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
 ]
 
 [package.dependencies]
@@ -1260,7 +1155,7 @@ zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -1275,13 +1170,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.2"
+version = "6.29.4"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.29.2-py3-none-any.whl", hash = "sha256:50384f5c577a260a1d53f1f59a828c7266d321c9b7d00d345693783f66616055"},
-    {file = "ipykernel-6.29.2.tar.gz", hash = "sha256:3bade28004e3ff624ed57974948116670604ac5f676d12339693f3142176d3f0"},
+    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
+    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
 ]
 
 [package.dependencies]
@@ -1304,7 +1199,7 @@ cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (==0.23.4)", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -1380,20 +1275,6 @@ files = [
 [package.dependencies]
 arrow = ">=0.15.0"
 
-[[package]]
-name = "isort"
-version = "5.13.2"
-description = "A Python utility / library to sort Python imports."
-optional = false
-python-versions = ">=3.8.0"
-files = [
-    {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
-    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
-]
-
-[package.extras]
-colors = ["colorama (>=0.4.6)"]
-
 [[package]]
 name = "jedi"
 version = "0.19.1"
@@ -1432,18 +1313,15 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "json5"
-version = "0.9.17"
+version = "0.9.24"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "json5-0.9.17-py2.py3-none-any.whl", hash = "sha256:f8ec1ecf985951d70f780f6f877c4baca6a47b6e61e02c4cd190138d10a7805a"},
-    {file = "json5-0.9.17.tar.gz", hash = "sha256:717d99d657fa71b7094877b1d921b1cce40ab444389f6d770302563bb7dfd9ae"},
+    {file = "json5-0.9.24-py3-none-any.whl", hash = "sha256:4ca101fd5c7cb47960c055ef8f4d0e31e15a7c6c48c3b6f1473fc83b6c462a13"},
+    {file = "json5-0.9.24.tar.gz", hash = "sha256:0c638399421da959a20952782800e5c1a78c14e08e1dc9738fa10d8ec14d58c8"},
 ]
 
-[package.extras]
-dev = ["hypothesis"]
-
 [[package]]
 name = "jsonpointer"
 version = "2.4"
@@ -1522,13 +1400,13 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "8.6.0"
+version = "8.6.1"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-8.6.0-py3-none-any.whl", hash = "sha256:909c474dbe62582ae62b758bca86d6518c85234bdee2d908c778db6d72f39d99"},
-    {file = "jupyter_client-8.6.0.tar.gz", hash = "sha256:0642244bb83b4764ae60d07e010e15f0e2d275ec4e918a8f7b80fbbef3ca60c7"},
+    {file = "jupyter_client-8.6.1-py3-none-any.whl", hash = "sha256:3b7bd22f058434e3b9a7ea4b1500ed47de2713872288c0d511d19926f99b459f"},
+    {file = "jupyter_client-8.6.1.tar.gz", hash = "sha256:e842515e2bab8e19186d89fdfea7abd15e39dd581f94e399f00e2af5a1652d3f"},
 ]
 
 [package.dependencies]
@@ -1569,13 +1447,13 @@ test = ["flaky", "pexpect", "pytest"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.7.1"
+version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_core-5.7.1-py3-none-any.whl", hash = "sha256:c65c82126453a723a2804aa52409930434598fd9d35091d63dfb919d2b765bb7"},
-    {file = "jupyter_core-5.7.1.tar.gz", hash = "sha256:de61a9d7fc71240f688b2fb5ab659fbb56979458dc66a71decd098e03c79e218"},
+    {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
+    {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
 ]
 
 [package.dependencies]
@@ -1585,17 +1463,17 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
-test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
+test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.9.0"
+version = "0.10.0"
 description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_events-0.9.0-py3-none-any.whl", hash = "sha256:d853b3c10273ff9bc8bb8b30076d65e2c9685579db736873de6c2232dde148bf"},
-    {file = "jupyter_events-0.9.0.tar.gz", hash = "sha256:81ad2e4bc710881ec274d31c6c50669d71bbaa5dd9d01e600b56faa85700d399"},
+    {file = "jupyter_events-0.10.0-py3-none-any.whl", hash = "sha256:4b72130875e59d57716d327ea70d3ebc3af1944d3717e5a498b8a06c6c159960"},
+    {file = "jupyter_events-0.10.0.tar.gz", hash = "sha256:670b8229d3cc882ec782144ed22e0d29e1c2d639263f92ca8383e66682845e22"},
 ]
 
 [package.dependencies]
@@ -1614,13 +1492,13 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.2"
+version = "2.2.4"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter-lsp-2.2.2.tar.gz", hash = "sha256:256d24620542ae4bba04a50fc1f6ffe208093a07d8e697fea0a8d1b8ca1b7e5b"},
-    {file = "jupyter_lsp-2.2.2-py3-none-any.whl", hash = "sha256:3b95229e4168355a8c91928057c1621ac3510ba98b2a925e82ebd77f078b1aa5"},
+    {file = "jupyter-lsp-2.2.4.tar.gz", hash = "sha256:5e50033149344065348e688608f3c6d654ef06d9856b67655bd7b6bac9ee2d59"},
+    {file = "jupyter_lsp-2.2.4-py3-none-any.whl", hash = "sha256:da61cb63a16b6dff5eac55c2699cc36eac975645adee02c41bdfc03bf4802e77"},
 ]
 
 [package.dependencies]
@@ -1629,13 +1507,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.12.5"
+version = "2.13.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server-2.12.5-py3-none-any.whl", hash = "sha256:184a0f82809a8522777cfb6b760ab6f4b1bb398664c5860a27cec696cb884923"},
-    {file = "jupyter_server-2.12.5.tar.gz", hash = "sha256:0edb626c94baa22809be1323f9770cf1c00a952b17097592e40d03e6a3951689"},
+    {file = "jupyter_server-2.13.0-py3-none-any.whl", hash = "sha256:77b2b49c3831fbbfbdb5048cef4350d12946191f833a24e5f83e5f8f4803e97b"},
+    {file = "jupyter_server-2.13.0.tar.gz", hash = "sha256:c80bfb049ea20053c3d9641c2add4848b38073bf79f1729cea1faed32fc1c78e"},
 ]
 
 [package.dependencies]
@@ -1661,17 +1539,17 @@ websocket-client = "*"
 
 [package.extras]
 docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
-test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"]
+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.7)", "pytest-timeout", "requests"]
 
 [[package]]
 name = "jupyter-server-terminals"
-version = "0.5.2"
+version = "0.5.3"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server_terminals-0.5.2-py3-none-any.whl", hash = "sha256:1b80c12765da979513c42c90215481bbc39bd8ae7c0350b4f85bc3eb58d0fa80"},
-    {file = "jupyter_server_terminals-0.5.2.tar.gz", hash = "sha256:396b5ccc0881e550bf0ee7012c6ef1b53edbde69e67cab1d56e89711b46052e8"},
+    {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
+    {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
 ]
 
 [package.dependencies]
@@ -1707,13 +1585,13 @@ test = ["bash-kernel", "pytest"]
 
 [[package]]
 name = "jupyterlab"
-version = "4.1.2"
+version = "4.1.5"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.1.2-py3-none-any.whl", hash = "sha256:aa88193f03cf4d3555f6712f04d74112b5eb85edd7d222c588c7603a26d33c5b"},
-    {file = "jupyterlab-4.1.2.tar.gz", hash = "sha256:5d6348b3ed4085181499f621b7dfb6eb0b1f57f3586857aadfc8e3bf4c4885f9"},
+    {file = "jupyterlab-4.1.5-py3-none-any.whl", hash = "sha256:3bc843382a25e1ab7bc31d9e39295a9f0463626692b7995597709c0ab236ab2c"},
+    {file = "jupyterlab-4.1.5.tar.gz", hash = "sha256:c9ad75290cb10bfaff3624bf3fbb852319b4cce4c456613f8ebbaa98d03524db"},
 ]
 
 [package.dependencies]
@@ -1752,13 +1630,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.25.3"
+version = "2.25.4"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_server-2.25.3-py3-none-any.whl", hash = "sha256:c48862519fded9b418c71645d85a49b2f0ec50d032ba8316738e9276046088c1"},
-    {file = "jupyterlab_server-2.25.3.tar.gz", hash = "sha256:846f125a8a19656611df5b03e5912c8393cea6900859baa64fa515eb64a8dc40"},
+    {file = "jupyterlab_server-2.25.4-py3-none-any.whl", hash = "sha256:eb645ecc8f9b24bac5decc7803b6d5363250e16ec5af814e516bc2c54dd88081"},
+    {file = "jupyterlab_server-2.25.4.tar.gz", hash = "sha256:2098198e1e82e0db982440f9b5136175d73bea2cd42a6480aa6fd502cb23c4f9"},
 ]
 
 [package.dependencies]
@@ -1774,7 +1652,7 @@ requests = ">=2.31"
 [package.extras]
 docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi (>0.8)"]
 openapi = ["openapi-core (>=0.18.0,<0.19.0)", "ruamel-yaml"]
-test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
+test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0,<8)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "jupyterlab-widgets"
@@ -2081,17 +1959,6 @@ files = [
 [package.dependencies]
 traitlets = "*"
 
-[[package]]
-name = "mccabe"
-version = "0.7.0"
-description = "McCabe checker, plugin for flake8"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {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 = "mistune"
 version = "3.0.2"
@@ -2103,17 +1970,6 @@ files = [
     {file = "mistune-3.0.2.tar.gz", hash = "sha256:fc7f93ded930c92394ef2cb6f04a8aabab4117a91449e72dcc8dfa646a508be8"},
 ]
 
-[[package]]
-name = "mypy-extensions"
-version = "1.0.0"
-description = "Type system extensions for programs checked with the mypy type checker."
-optional = false
-python-versions = ">=3.5"
-files = [
-    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
-    {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
-]
-
 [[package]]
 name = "nbclient"
 version = "0.6.8"
@@ -2137,13 +1993,13 @@ test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets
 
 [[package]]
 name = "nbconvert"
-version = "7.16.1"
+version = "7.16.3"
 description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "nbconvert-7.16.1.tar.gz", hash = "sha256:e79e6a074f49ba3ed29428ed86487bf51509d9aab613bd8522ac08f6d28fd7fd"},
+    {file = "nbconvert-7.16.3-py3-none-any.whl", hash = "sha256:ddeff14beeeedf3dd0bc506623e41e4507e551736de59df69a91f86700292b3b"},
+    {file = "nbconvert-7.16.3.tar.gz", hash = "sha256:a6733b78ce3d47c3f85e504998495b07e6ea9cf9bf6ec1c98dda63ec6ad19142"},
 ]
 
 [package.dependencies]
@@ -2170,18 +2026,18 @@ docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sp
 qtpdf = ["nbconvert[qtpng]"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest (>=7)"]
 webpdf = ["playwright"]
 
 [[package]]
 name = "nbformat"
-version = "5.9.2"
+version = "5.10.3"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "nbformat-5.9.2.tar.gz", hash = "sha256:5f98b5ba1997dff175e77e0c17d5c10a96eaed2cbd1de3533d1fc35d5e111192"},
+    {file = "nbformat-5.10.3-py3-none-any.whl", hash = "sha256:d9476ca28676799af85385f409b49d95e199951477a159a576ef2a675151e5e8"},
+    {file = "nbformat-5.10.3.tar.gz", hash = "sha256:60ed5e910ef7c6264b87d644f276b1b49e24011930deef54605188ddeb211685"},
 ]
 
 [package.dependencies]
@@ -2196,13 +2052,13 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nbmake"
-version = "1.5.0"
+version = "1.5.3"
 description = "Pytest plugin for testing notebooks"
 optional = false
 python-versions = ">=3.8.0,<4.0.0"
 files = [
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-    {file = "nbmake-1.5.0.tar.gz", hash = "sha256:fae58f5882a35e250f3a776bfc5ad5022f9df187eea3bf7f986bf56c476e4383"},
+    {file = "nbmake-1.5.3-py3-none-any.whl", hash = "sha256:6cfa2b926d335e9c6dce7e8543d01b2398b0a56c03131c5c0bce2b1722116212"},
+    {file = "nbmake-1.5.3.tar.gz", hash = "sha256:0b76b829e8b128eb1895539bacf515a1ee85e5b7b492cdfe76e3a12f804e069e"},
 ]
 
 [package.dependencies]
@@ -2271,13 +2127,13 @@ setuptools = "*"
 
 [[package]]
 name = "notebook"
-version = "7.1.0"
+version = "7.1.2"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "notebook-7.1.0.tar.gz", hash = "sha256:99caf01ff166b1cc86355c9b37c1ba9bf566c1d7fc4ab57bb6f8f24e36c4260e"},
+    {file = "notebook-7.1.2-py3-none-any.whl", hash = "sha256:fc6c24b9aef18d0cd57157c9c47e95833b9b0bdc599652639acf0bdb61dc7d5f"},
+    {file = "notebook-7.1.2.tar.gz", hash = "sha256:efc2c80043909e0faa17fce9e9b37c059c03af0ec99a4d4db84cb21d9d2e936a"},
 ]
 
 [package.dependencies]
@@ -2359,13 +2215,13 @@ files = [
 
 [[package]]
 name = "packaging"
-version = "23.2"
+version = "24.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "packaging-24.0.tar.gz", hash = "sha256:eb82c5e3e56209074766e6885bb04b8c38a0c015d0a30036ebe7ece34c9989e9"},
 ]
 
 [[package]]
@@ -2394,17 +2250,6 @@ files = [
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
 testing = ["docopt", "pytest (<6.0.0)"]
 
-[[package]]
-name = "pathspec"
-version = "0.12.1"
-description = "Utility library for gitignore style pattern matching of file paths."
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
 [[package]]
 name = "peigen"
 version = "0.0.9"
@@ -2442,79 +2287,80 @@ files = [
 
 [[package]]
 name = "pillow"
-version = "10.2.0"
+version = "10.3.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pillow-10.3.0.tar.gz", hash = "sha256:9d2455fbf44c914840c793e89aa82d0e1763a14253a000743719ae5946814b2d"},
 ]
 
 [package.extras]
@@ -2682,57 +2528,29 @@ tests = ["pytest"]
 
 [[package]]
 name = "pybind11"
-version = "2.11.1"
+version = "2.12.0"
 description = "Seamless operability between C++11 and Python"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "pybind11-2.11.1-py3-none-any.whl", hash = "sha256:33cdd02a6453380dd71cc70357ce388ad1ee8d32bd0e38fc22b273d050aa29b3"},
-    {file = "pybind11-2.11.1.tar.gz", hash = "sha256:00cd59116a6e8155aecd9174f37ba299d1d397ed4a6b86ac1dfe01b3e40f2cc4"},
+    {file = "pybind11-2.12.0-py3-none-any.whl", hash = "sha256:df8d60b94f9e714d81013db233393d430ebf9f3551642b82291cf1b14d1afdbd"},
+    {file = "pybind11-2.12.0.tar.gz", hash = "sha256:5e3c557a84b06b969247630407fc4d985bed157b4253b13153b8e8e165e0c3dc"},
 ]
 
 [package.extras]
-global = ["pybind11-global (==2.11.1)"]
-
-[[package]]
-name = "pycodestyle"
-version = "2.11.1"
-description = "Python style guide checker"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
+global = ["pybind11-global (==2.12.0)"]
 
 [[package]]
 name = "pycparser"
-version = "2.21"
+version = "2.22"
 description = "C parser in Python"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
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-]
-
-[[package]]
-name = "pydocstyle"
-version = "6.3.0"
-description = "Python docstring style checker"
-optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "pydocstyle-6.3.0-py3-none-any.whl", hash = "sha256:118762d452a49d6b05e194ef344a55822987a462831ade91ec5c06fd2169d019"},
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+    {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
+    {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
 ]
 
-[package.dependencies]
-snowballstemmer = ">=2.2.0"
-
-[package.extras]
-toml = ["tomli (>=1.2.3)"]
-
 [[package]]
 name = "pyerfa"
 version = "2.0.0.3"
@@ -2789,17 +2607,6 @@ numpy = ">=1.17"
 docs = ["sphinx-astropy (>=1.3)"]
 test = ["pytest", "pytest-doctestplus (>=0.7)"]
 
-[[package]]
-name = "pyflakes"
-version = "3.2.0"
-description = "passive checker of Python programs"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
 [[package]]
 name = "pygments"
 version = "2.17.2"
@@ -2815,44 +2622,15 @@ files = [
 plugins = ["importlib-metadata"]
 windows-terminal = ["colorama (>=0.4.6)"]
 
-[[package]]
-name = "pylint"
-version = "3.0.3"
-description = "python code static checker"
-optional = false
-python-versions = ">=3.8.0"
-files = [
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-]
-
-[package.dependencies]
-astroid = ">=3.0.1,<=3.1.0-dev0"
-colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
-dill = [
-    {version = ">=0.2", markers = "python_version < \"3.11\""},
-    {version = ">=0.3.6", markers = "python_version >= \"3.11\""},
-]
-isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
-mccabe = ">=0.6,<0.8"
-platformdirs = ">=2.2.0"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-tomlkit = ">=0.10.1"
-typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
-
-[package.extras]
-spelling = ["pyenchant (>=3.2,<4.0)"]
-testutils = ["gitpython (>3)"]
-
 [[package]]
 name = "pyparsing"
-version = "3.1.1"
+version = "3.1.2"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.6.8"
 files = [
-    {file = "pyparsing-3.1.1-py3-none-any.whl", hash = "sha256:32c7c0b711493c72ff18a981d24f28aaf9c1fb7ed5e9667c9e84e3db623bdbfb"},
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+    {file = "pyparsing-3.1.2.tar.gz", hash = "sha256:a1bac0ce561155ecc3ed78ca94d3c9378656ad4c94c1270de543f621420f94ad"},
 ]
 
 [package.extras]
@@ -2860,13 +2638,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "8.0.1"
+version = "8.1.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest-8.0.1-py3-none-any.whl", hash = "sha256:3e4f16fe1c0a9dc9d9389161c127c3edc5d810c38d6793042fb81d9f48a59fca"},
-    {file = "pytest-8.0.1.tar.gz", hash = "sha256:267f6563751877d772019b13aacbe4e860d73fe8f651f28112e9ac37de7513ae"},
+    {file = "pytest-8.1.1-py3-none-any.whl", hash = "sha256:2a8386cfc11fa9d2c50ee7b2a57e7d898ef90470a7a34c4b949ff59662bb78b7"},
+    {file = "pytest-8.1.1.tar.gz", hash = "sha256:ac978141a75948948817d360297b7aae0fcb9d6ff6bc9ec6d514b85d5a65c044"},
 ]
 
 [package.dependencies]
@@ -2874,21 +2652,21 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.3.0,<2.0"
-tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+pluggy = ">=1.4,<2.0"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+testing = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-cov"
-version = "4.1.0"
+version = "5.0.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "pytest-cov-5.0.0.tar.gz", hash = "sha256:5837b58e9f6ebd335b0f8060eecce69b662415b16dc503883a02f45dfeb14857"},
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 ]
 
 [package.dependencies]
@@ -2896,17 +2674,17 @@ coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.2"
+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"
 files = [
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+    {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
+    {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
 ]
 
 [package.dependencies]
@@ -2996,17 +2774,17 @@ files = [
 
 [[package]]
 name = "pywinpty"
-version = "2.0.12"
+version = "2.0.13"
 description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pywinpty-2.0.12-cp310-none-win_amd64.whl", hash = "sha256:21319cd1d7c8844fb2c970fb3a55a3db5543f112ff9cfcd623746b9c47501575"},
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 ]
 
 [[package]]
@@ -3207,13 +2985,13 @@ test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 
 [[package]]
 name = "referencing"
-version = "0.33.0"
+version = "0.34.0"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "referencing-0.33.0-py3-none-any.whl", hash = "sha256:39240f2ecc770258f28b642dd47fd74bc8b02484de54e1882b74b35ebd779bd5"},
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+    {file = "referencing-0.34.0.tar.gz", hash = "sha256:5773bd84ef41799a5a8ca72dc34590c041eb01bf9aa02632b4a973fb0181a844"},
 ]
 
 [package.dependencies]
@@ -3374,6 +3152,32 @@ files = [
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 ]
 
+[[package]]
+name = "ruff"
+version = "0.3.5"
+description = "An extremely fast Python linter and code formatter, written in Rust."
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "ruff-0.3.5-py3-none-musllinux_1_2_i686.whl", hash = "sha256:a7b6e63194c68bca8e71f81de30cfa6f58ff70393cf45aab4c20f158227d5936"},
+    {file = "ruff-0.3.5-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:a759d33a20c72f2dfa54dae6e85e1225b8e302e8ac655773aff22e542a300985"},
+    {file = "ruff-0.3.5-py3-none-win32.whl", hash = "sha256:9d8605aa990045517c911726d21293ef4baa64f87265896e491a05461cae078d"},
+    {file = "ruff-0.3.5-py3-none-win_amd64.whl", hash = "sha256:dc56bb16a63c1303bd47563c60482a1512721053d93231cf7e9e1c6954395a0e"},
+    {file = "ruff-0.3.5-py3-none-win_arm64.whl", hash = "sha256:faeeae9905446b975dcf6d4499dc93439b131f1443ee264055c5716dd947af55"},
+    {file = "ruff-0.3.5.tar.gz", hash = "sha256:a067daaeb1dc2baf9b82a32dae67d154d95212080c80435eb052d95da647763d"},
+]
+
 [[package]]
 name = "scikit-image"
 version = "0.21.0"
@@ -3529,19 +3333,19 @@ numpy = "*"
 
 [[package]]
 name = "setuptools"
-version = "69.1.0"
+version = "69.2.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-69.1.0-py3-none-any.whl", hash = "sha256:c054629b81b946d63a9c6e732bc8b2513a7c3ea645f11d0139a2191d735c60c6"},
-    {file = "setuptools-69.1.0.tar.gz", hash = "sha256:850894c4195f09c4ed30dba56213bf7c3f21d86ed6bdaafb5df5972593bfc401"},
+    {file = "setuptools-69.2.0-py3-none-any.whl", hash = "sha256:c21c49fb1042386df081cb5d86759792ab89efca84cf114889191cd09aacc80c"},
+    {file = "setuptools-69.2.0.tar.gz", hash = "sha256:0ff4183f8f42cd8fa3acea16c45205521a4ef28f73c6391d8a25e92893134f2e"},
 ]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
-testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.2)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
@@ -3556,13 +3360,13 @@ files = [
 
 [[package]]
 name = "sniffio"
-version = "1.3.0"
+version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
-    {file = "sniffio-1.3.0.tar.gz", hash = "sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101"},
+    {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
+    {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]
 
 [[package]]
@@ -3765,13 +3569,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "terminado"
-version = "0.18.0"
+version = "0.18.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "terminado-0.18.0-py3-none-any.whl", hash = "sha256:87b0d96642d0fe5f5abd7783857b9cab167f221a39ff98e3b9619a788a3c0f2e"},
-    {file = "terminado-0.18.0.tar.gz", hash = "sha256:1ea08a89b835dd1b8c0c900d92848147cef2537243361b2e3f4dc15df9b6fded"},
+    {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
+    {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
 ]
 
 [package.dependencies]
@@ -3830,17 +3634,6 @@ files = [
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
 
-[[package]]
-name = "tomlkit"
-version = "0.12.3"
-description = "Style preserving TOML library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "tomlkit-0.12.3-py3-none-any.whl", hash = "sha256:b0a645a9156dc7cb5d3a1f0d4bab66db287fcb8e0430bdd4664a095ea16414ba"},
-    {file = "tomlkit-0.12.3.tar.gz", hash = "sha256:75baf5012d06501f07bee5bf8e801b9f343e7aac5a92581f20f80ce632e6b5a4"},
-]
-
 [[package]]
 name = "tornado"
 version = "6.4"
@@ -3883,39 +3676,39 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.14.1"
+version = "5.14.2"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.1-py3-none-any.whl", hash = "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74"},
-    {file = "traitlets-5.14.1.tar.gz", hash = "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"},
+    {file = "traitlets-5.14.2-py3-none-any.whl", hash = "sha256:fcdf85684a772ddeba87db2f398ce00b40ff550d1528c03c14dbf6a02003cd80"},
+    {file = "traitlets-5.14.2.tar.gz", hash = "sha256:8cdd83c040dab7d1dee822678e5f5d100b514f7b72b01615b26fc5718916fdf9"},
 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<7.5)", "pytest-mock", "pytest-mypy-testing"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.1)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.8.19.20240106"
+version = "2.9.0.20240316"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-python-dateutil-2.8.19.20240106.tar.gz", hash = "sha256:1f8db221c3b98e6ca02ea83a58371b22c374f42ae5bbdf186db9c9a76581459f"},
-    {file = "types_python_dateutil-2.8.19.20240106-py3-none-any.whl", hash = "sha256:efbbdc54590d0f16152fa103c9879c7d4a00e82078f6e2cf01769042165acaa2"},
+    {file = "types-python-dateutil-2.9.0.20240316.tar.gz", hash = "sha256:5d2f2e240b86905e40944dd787db6da9263f0deabef1076ddaed797351ec0202"},
+    {file = "types_python_dateutil-2.9.0.20240316-py3-none-any.whl", hash = "sha256:6b8cb66d960771ce5ff974e9dd45e38facb81718cc1e208b10b1baccbfdbee3b"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.9.0"
+version = "4.10.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
-    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
+    {file = "typing_extensions-4.10.0-py3-none-any.whl", hash = "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475"},
+    {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
 ]
 
 [[package]]
@@ -4035,20 +3828,20 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.17.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8.1,<3.12"
-content-hash = "713787cf6872bdfb418e56926822a64a5408b658a19fe252338d014728ba91ac"
+content-hash = "864c83786f65948f11f069d5b2c3bd9f2326c5760738704d0e2239a3aaadd3d3"
diff --git a/pyproject.toml b/pyproject.toml
index ebab86f2..798190a1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,25 +42,9 @@ tqdm = ">=4.65.0"
 sep = ">=1.2.1"
 galsim = ">=2.4.9"
 python = "^3.8.1,<3.12"
-pre-commit = "^3.3.3"
 h5py = "^3.9.0"
 fast3tree = "^0.4.1"
-
-[tool.poetry.dev-dependencies]
-black = ">=23.3.0"
-flake8 = ">=6.0.0"
-isort = ">=5.12.0"
-jupyter = ">=1.0.0"
-jupyter-sphinx = ">=0.4.0"
-nbconvert = ">=7.4.0"
-nbmake = ">=1.4.1"
-nbstripout = ">=0.6.1"
-pydocstyle = ">=6.3.0"
-pylint = ">=2.11.1"
-pytest = ">=7.3.1"
-pytest-cov = ">=4.1.0"
-sphinx = ">=4.2.0"
-sphinx-rtd-theme = ">=1.2.1"
+ruff = "^0.3.2"
 
 [tool.poetry.group.scarlet]
 optional = true
@@ -71,6 +55,17 @@ autograd = "^1.5"
 proxmin = "^0.6.12"
 pybind11 = "^2.10.3"
 
+[tool.poetry.group.dev.dependencies]
+pytest-cov = "^5.0.0"
+pre-commit = "^3.3.3"
+jupyter = ">=1.0.0"
+jupyter-sphinx = ">=0.4.0"
+nbmake = ">=1.4.1"
+nbstripout = ">=0.6.1"
+pytest = ">=7.3.1"
+sphinx = ">=4.2.0"
+sphinx-rtd-theme = ">=1.2.1"
+
 [build-system]
 build-backend = "poetry.core.masonry.api"
 requires = [
@@ -82,26 +77,105 @@ requires = [
   "wheel",
 ]
 
-[tool.black]
+[tool.ruff]
+# Exclude a variety of commonly ignored directories.
+exclude = [
+  ".bzr",
+  ".direnv",
+  ".eggs",
+  ".git",
+  ".git-rewrite",
+  ".hg",
+  ".ipynb_checkpoints",
+  ".mypy_cache",
+  ".nox",
+  ".pants.d",
+  ".pyenv",
+  ".pytest_cache",
+  ".pytype",
+  ".ruff_cache",
+  ".svn",
+  ".tox",
+  ".venv",
+  ".vscode",
+  "__pypackages__",
+  "_build",
+  "buck-out",
+  "build",
+  "dist",
+  "node_modules",
+  "site-packages",
+  "venv",
+]
+
+# Copying over black configuration
 line-length = 100
-target-version = ['py38', 'py39', 'py310', 'py311']
-
-[tool.isort]
-multi_line_output = 3
-profile = "black"
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-ensure_newline_before_comments = true
-line_length = 100
-skip = ["btk/__init__.py", "btk/metrics/__init__.py"]
+indent-width = 4
+
+# Assume Python 3.10
+target-version = "py310"
+
+[tool.ruff.lint]
+# Enable the following rules:
+# Pyflakes (`F`)
+# Pycodestyle (`E`)
+# Pycodestyle warnings (`W`)
+# isort (`I`)
+# pydocstyle (`D`)
+# ruff specific errors (`RUF`)
+# simplifying flake8 (`SIM`)
+# return refactoring (`RET`)
+select = ["E", "F", "W", "I", "D", "PL", "RUF", "SIM", "RET"]
+
+# ignore
+# PLR2004: Magic value comparison is OK most of the time.
+# PLR0913: "Too many arguments in function definition", we should fix some of these eventually.
+# SIM118: Too many places where we use `k in table.keys()`, and table is not a dict.
+ignore = ["PLR2004", "PLR0913", "SIM118"]
+
+# Allow fix for all enabled rules (when `--fix`) is provided.
+fixable = ["ALL"]
+unfixable = []
+
+# Allow unused variables when underscore-prefixed.
+dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
+
+[tool.ruff.format]
+# Like Black, use double quotes for strings.
+quote-style = "double"
+
+# Like Black, indent with spaces, rather than tabs.
+indent-style = "space"
+
+# Like Black, respect magic trailing commas.
+skip-magic-trailing-comma = false
+
+# Like Black, automatically detect the appropriate line ending.
+line-ending = "auto"
+
+# Enable auto-formatting of code examples in docstrings. Markdown,
+# reStructuredText code/literal blocks and doctests are all supported.
+#
+# This is currently disabled by default, but it is planned for this
+# to be opt-out in the future.
+docstring-code-format = false
+
+# Set the line length limit used when formatting code snippets in
+# docstrings.
+#
+# This only has an effect when the `docstring-code-format` setting is
+# enabled.
+docstring-code-line-length = "dynamic"
+
+
+[tool.ruff.lint.per-file-ignores]
+"__init__.py" = ["E402", "I", "F"]
+"**/{tests,docs,tools}/*" = ["E402", "D", "PLR0915"]
+
+[tool.ruff.lint.pydocstyle]
+convention="google"
 
 [tool.pytest.ini_options]
 addopts = "-ra"
 minversion = "6.0"
 testpaths = ["tests"]
-
-[tool.pydocstyle]
-convention = "google"
-inherit = false
-match = "(?!test_).*\\.py"
diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py
index 664af7bf..e61c9052 100644
--- a/tests/test_pipeline.py
+++ b/tests/test_pipeline.py
@@ -224,5 +224,5 @@ def test_density_sampling(data_dir):
         blends = sampling_function(catalog.get_raw_catalog())
 
         assert 1 <= len(blends) <= 50
-        assert np.all(-10 <= blends["ra"]) & np.all(blends["ra"] <= 10)
-        assert np.all(-10 <= blends["dec"]) & np.all(blends["dec"] <= 10)
+        assert np.all(blends["ra"] >= -10) & np.all(blends["ra"] <= 10)
+        assert np.all(blends["dec"] >= -10) & np.all(blends["dec"] <= 10)