diff --git a/btk/__init__.py b/btk/__init__.py
index 2835b322e..c3d84e93d 100644
--- a/btk/__init__.py
+++ b/btk/__init__.py
@@ -4,6 +4,7 @@
 providing a framework to test user defined detection/deblending/measurement
 algorithms.
 """
+
 from importlib import metadata
 
 __author__ = "btk developers"
diff --git a/btk/blend_batch.py b/btk/blend_batch.py
index 54827de40..88ef521be 100644
--- a/btk/blend_batch.py
+++ b/btk/blend_batch.py
@@ -1,4 +1,5 @@
 """Class which stores all relevant data for blends."""
+
 import os
 from dataclasses import dataclass
 from typing import List, Optional, Union
diff --git a/btk/blend_generator.py b/btk/blend_generator.py
index 2c8d6f6d8..56b990fb2 100644
--- a/btk/blend_generator.py
+++ b/btk/blend_generator.py
@@ -1,6 +1,5 @@
 """Contains class `BlendGenerator` to combine entries from a given catalog into blends."""
 
-
 from btk.catalog import Catalog
 from btk.sampling_functions import SamplingFunction
 
diff --git a/btk/catalog.py b/btk/catalog.py
index bfc9c868d..2d8b0be84 100644
--- a/btk/catalog.py
+++ b/btk/catalog.py
@@ -1,4 +1,5 @@
 """Contains abstract base class `Catalog` that standarizes catalog usage across BTK."""
+
 import os
 from abc import ABC, abstractmethod
 from copy import deepcopy
diff --git a/btk/deblend.py b/btk/deblend.py
index dc7e9a305..a5cfc1478 100644
--- a/btk/deblend.py
+++ b/btk/deblend.py
@@ -1,4 +1,5 @@
 """Contains the Deblender classes and its subclasses."""
+
 import inspect
 from abc import ABC, abstractmethod
 from itertools import repeat
diff --git a/btk/draw_blends.py b/btk/draw_blends.py
index 84a36e181..8969df99c 100644
--- a/btk/draw_blends.py
+++ b/btk/draw_blends.py
@@ -1,4 +1,5 @@
 """Module for generating batches of drawn blended images."""
+
 import copy
 from abc import ABC, abstractmethod
 from itertools import chain
diff --git a/btk/match.py b/btk/match.py
index 3442224fa..738dea92c 100644
--- a/btk/match.py
+++ b/btk/match.py
@@ -1,4 +1,5 @@
 """Tools to match detected objects with truth catalog."""
+
 from abc import ABC, abstractmethod
 from typing import List, Tuple
 
diff --git a/btk/measure.py b/btk/measure.py
index 8c45955cb..5bb367900 100644
--- a/btk/measure.py
+++ b/btk/measure.py
@@ -1,4 +1,5 @@
 """Module for measuring galaxy properties."""
+
 from typing import Tuple
 
 import galsim
diff --git a/btk/metrics/base.py b/btk/metrics/base.py
index 5f6b55830..6fdf603e4 100644
--- a/btk/metrics/base.py
+++ b/btk/metrics/base.py
@@ -1,4 +1,5 @@
 """Implements base class for metrics in BTK."""
+
 # pylint: disable=arguments-differ
 from abc import ABC, abstractmethod
 from typing import Dict, Union
diff --git a/btk/metrics/detection.py b/btk/metrics/detection.py
index b04b52851..21e170e04 100644
--- a/btk/metrics/detection.py
+++ b/btk/metrics/detection.py
@@ -1,4 +1,5 @@
 """Implementation of detection metrics."""
+
 from typing import Dict
 
 import numpy as np
diff --git a/btk/metrics/reconstruction.py b/btk/metrics/reconstruction.py
index 4398fd05c..af71a3624 100644
--- a/btk/metrics/reconstruction.py
+++ b/btk/metrics/reconstruction.py
@@ -1,4 +1,5 @@
 """Metrics for reconstruction."""
+
 from abc import ABC
 from typing import Callable, Dict
 
diff --git a/btk/metrics/segmentation.py b/btk/metrics/segmentation.py
index ac66a1ec7..870c6ab84 100644
--- a/btk/metrics/segmentation.py
+++ b/btk/metrics/segmentation.py
@@ -1,4 +1,5 @@
 """Implements segmentation metrics for evaluating deblending results in BTK."""
+
 from abc import ABC, abstractmethod
 from typing import Dict
 
diff --git a/btk/metrics/utils.py b/btk/metrics/utils.py
index fad80f39b..e8644cf3b 100644
--- a/btk/metrics/utils.py
+++ b/btk/metrics/utils.py
@@ -1,6 +1,5 @@
 """Atomic metric functions."""
 
-
 import numpy as np
 from skimage.metrics import peak_signal_noise_ratio, structural_similarity
 
diff --git a/btk/multiprocess.py b/btk/multiprocess.py
index 8a43ba5b5..4907c3184 100644
--- a/btk/multiprocess.py
+++ b/btk/multiprocess.py
@@ -1,4 +1,5 @@
 """Tools for multiprocessing in BTK."""
+
 import multiprocessing as mp
 from itertools import repeat, starmap
 from typing import Callable, Iterable
diff --git a/btk/plotting.py b/btk/plotting.py
index 750d85f22..63b30376c 100644
--- a/btk/plotting.py
+++ b/btk/plotting.py
@@ -1,4 +1,5 @@
 """Utility functions for plotting images."""
+
 from typing import Optional
 
 import numpy as np
diff --git a/btk/sampling_functions.py b/btk/sampling_functions.py
index 62b482768..5fa5024fa 100644
--- a/btk/sampling_functions.py
+++ b/btk/sampling_functions.py
@@ -1,4 +1,5 @@
 """Contains classes of function for extracing information from catalog in blend batches."""
+
 from abc import ABC, abstractmethod
 from typing import Optional, Tuple
 
@@ -108,7 +109,7 @@ def __init__(
             min_number: Defined in parent class
             stamp_size: Size of the desired stamp.
             max_shift: Magnitude of maximum value of shift. If None then it
-                             is set as one-tenth the stamp size. (in arcseconds)
+                        is set as one-tenth the stamp size. (in arcseconds)
             seed: Seed to initialize randomness for reproducibility.
             min_mag: Minimum magnitude allowed in samples
             max_mag: Maximum magnitude allowed in samples.
@@ -159,6 +160,87 @@ def __call__(self, table: Table) -> Table:
         return blend_table
 
 
+class DensitySampling(SamplingFunction):
+    """Sampling function that produces galaxy field with a specified density."""
+
+    def __init__(
+        self,
+        max_number: int = 40,
+        min_number: int = 0,
+        density: float = 185,
+        stamp_size: float = 24.0,
+        max_shift: Optional[float] = None,
+        seed: int = DEFAULT_SEED,
+        max_mag: float = 27.3,
+        min_mag: float = -np.inf,
+        mag_name: str = "i_ab",
+    ):
+        """Initializes default sampling function.
+
+        Args:
+            max_number: Defined in parent class
+            min_number: Defined in parent class
+            density: Density of galaxies, default corresponds to 27.3 i-band magnitude
+                        cut in CATSIM catalog. (in counts / sq. arcmin)
+            stamp_size: Size of the desired stamp (in arcseconds)
+            max_shift: Magnitude of maximum value of shift. If None, then centroids can fall
+                        anywhere within the image. (in arcseconds)
+            seed: Seed to initialize randomness for reproducibility.
+            min_mag: Minimum magnitude allowed in samples
+            max_mag: Maximum magnitude allowed in samples.
+            mag_name: Name of the magnitude column in the catalog.
+        """
+        super().__init__(max_number=max_number, min_number=min_number, seed=seed)
+        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
+
+        # only within area where sources are allowed
+        self.exp_count = density * (self.max_shift * 2 / 60) ** 2
+
+    def __call__(self, table: Table) -> Table:
+        """Applies default sampling to catalog.
+
+        Returns an astropy table with entries corresponding to a blend centered close to postage
+        stamp center.
+
+        Number of objects per blend is set at a random integer between ``self.min_number``
+        and ``self.max_number``. The blend table is then randomly sampled entries
+        from the table after magnitude selection cuts. The centers are randomly
+        distributed within ``self.max_shift`` of the center of the postage stamp.
+
+        Here even though the galaxies are sampled from a CatSim catalog, their spatial
+        location are not representative of real blends.
+
+        Args:
+            table: Table containing entries corresponding to galaxies
+                                    from which to sample.
+
+        Returns:
+            Astropy.table with entries corresponding to one blend.
+        """
+        if self.mag_name not in table.colnames:
+            raise ValueError(f"Catalog must have '{self.mag_name}' column.")
+
+        number_of_objects = np.clip(
+            self.rng.poisson(self.exp_count), self.min_number, self.max_number
+        )
+
+        cond = (table[self.mag_name] <= self.max_mag) & (table[self.mag_name] > self.min_mag)
+        (q,) = np.where(cond)
+        blend_table = table[self.rng.choice(q, size=number_of_objects)]
+
+        blend_table["ra"] = 0.0
+        blend_table["dec"] = 0.0
+        dx, dy = _get_random_center_shift(number_of_objects, self.max_shift, self.rng)
+        blend_table["ra"] += dx
+        blend_table["dec"] += dy
+        _raise_error_if_out_of_bounds(blend_table["ra"], blend_table["dec"], self.stamp_size)
+
+        return blend_table
+
+
 class BasicSampling(SamplingFunction):
     """Example of basic sampling function features.
 
diff --git a/btk/survey.py b/btk/survey.py
index 26d5c3d60..a659aed64 100644
--- a/btk/survey.py
+++ b/btk/survey.py
@@ -1,4 +1,5 @@
 """Contains information for surveys available in BTK."""
+
 import os
 import random as rd
 from typing import Callable, List, Optional, Tuple, Union
diff --git a/btk/utils.py b/btk/utils.py
index 7b1f08ceb..663f0bc98 100644
--- a/btk/utils.py
+++ b/btk/utils.py
@@ -1,4 +1,5 @@
 """Contains utility functions, including functions for loading saved results."""
+
 from astropy.table import Table
 from astropy.wcs import WCS
 
diff --git a/poetry.lock b/poetry.lock
index dc19f214f..3d9a18e46 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,19 +13,20 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.1.0"
+version = "4.2.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "anyio-4.1.0-py3-none-any.whl", hash = "sha256:56a415fbc462291813a94528a779597226619c8e78af7de0507333f700011e5f"},
-    {file = "anyio-4.1.0.tar.gz", hash = "sha256:5a0bec7085176715be77df87fc66d6c9d70626bd752fcc85f57cdbee5b3760da"},
+    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
+    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
 ]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
@@ -121,13 +122,13 @@ test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock
 
 [[package]]
 name = "astroid"
-version = "3.0.1"
+version = "3.0.2"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "astroid-3.0.1-py3-none-any.whl", hash = "sha256:7d5895c9825e18079c5aeac0572bc2e4c83205c95d416e0b4fee8bc361d2d9ca"},
-    {file = "astroid-3.0.1.tar.gz", hash = "sha256:86b0bb7d7da0be1a7c4aedb7974e391b32d4ed89e33de6ed6902b4b15c97577e"},
+    {file = "astroid-3.0.2-py3-none-any.whl", hash = "sha256:d6e62862355f60e716164082d6b4b041d38e2a8cf1c7cd953ded5108bac8ff5c"},
+    {file = "astroid-3.0.2.tar.gz", hash = "sha256:4a61cf0a59097c7bb52689b0fd63717cd2a8a14dc9f1eee97b82d814881c8c91"},
 ]
 
 [package.dependencies]
@@ -220,21 +221,22 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[tests]", "pre-commit"]
 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
 tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "autograd"
@@ -253,13 +255,13 @@ numpy = ">=1.12"
 
 [[package]]
 name = "babel"
-version = "2.13.1"
+version = "2.14.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Babel-2.13.1-py3-none-any.whl", hash = "sha256:7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed"},
-    {file = "Babel-2.13.1.tar.gz", hash = "sha256:33e0952d7dd6374af8dbf6768cc4ddf3ccfefc244f9986d4074704f2fbd18900"},
+    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
+    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
 ]
 
 [package.dependencies]
@@ -281,47 +283,54 @@ files = [
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.2"
+version = "4.12.3"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.6.0"
 files = [
-    {file = "beautifulsoup4-4.12.2-py3-none-any.whl", hash = "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"},
-    {file = "beautifulsoup4-4.12.2.tar.gz", hash = "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da"},
+    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
+    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
 ]
 
 [package.dependencies]
 soupsieve = ">1.2"
 
 [package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "23.11.0"
+version = "24.1.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -335,7 +344,7 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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-d = ["aiohttp (>=3.7.4)"]
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 uvloop = ["uvloop (>=0.15.2)"]
 
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+
+[package.extras]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres", "scipy"]
+interpolatable = ["munkres", "pycairo", "scipy"]
 lxml = ["lxml (>=4.0,<5)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
@@ -1088,13 +1097,13 @@ numpy = ">=1.17.3"
 
 [[package]]
 name = "identify"
-version = "2.5.32"
+version = "2.5.33"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1113,13 +1122,13 @@ files = [
 
 [[package]]
 name = "imageio"
-version = "2.33.0"
+version = "2.33.1"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "imageio-2.33.1.tar.gz", hash = "sha256:78722d40b137bd98f5ec7312119f8aea9ad2049f76f434748eb306b6937cc1ce"},
 ]
 
 [package.dependencies]
@@ -1156,13 +1165,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.9.0"
+version = "7.0.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1204,13 +1213,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.27.1"
+version = "6.29.0"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1224,7 +1233,7 @@ matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
 psutil = "*"
-pyzmq = ">=20"
+pyzmq = ">=24"
 tornado = ">=6.1"
 traitlets = ">=5.4.0"
 
@@ -1233,7 +1242,7 @@ 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", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (==0.23.2)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -1311,20 +1320,17 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "isort"
-version = "5.12.0"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
 files = [
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+    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
 ]
 
 [package.extras]
-colors = ["colorama (>=0.4.3)"]
-pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"]
-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
+colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jedi"
@@ -1347,13 +1353,13 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.2"
+version = "3.1.3"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
+    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
 ]
 
 [package.dependencies]
@@ -1388,13 +1394,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.20.0"
+version = "4.21.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jsonschema-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
+    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
 ]
 
 [package.dependencies]
@@ -1419,13 +1425,13 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.11.2"
+version = "2023.12.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
+    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
 ]
 
 [package.dependencies]
@@ -1501,13 +1507,13 @@ test = ["flaky", "pexpect", "pytest"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.5.0"
+version = "5.7.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "jupyter_core-5.5.0.tar.gz", hash = "sha256:880b86053bf298a8724994f95e99b99130659022a4f7f45f563084b6223861d3"},
+    {file = "jupyter_core-5.7.1-py3-none-any.whl", hash = "sha256:c65c82126453a723a2804aa52409930434598fd9d35091d63dfb919d2b765bb7"},
+    {file = "jupyter_core-5.7.1.tar.gz", hash = "sha256:de61a9d7fc71240f688b2fb5ab659fbb56979458dc66a71decd098e03c79e218"},
 ]
 
 [package.dependencies]
@@ -1546,13 +1552,13 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.1"
+version = "2.2.2"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1561,13 +1567,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.11.1"
+version = "2.12.5"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1597,13 +1603,13 @@ test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-sc
 
 [[package]]
 name = "jupyter-server-terminals"
-version = "0.4.4"
+version = "0.5.2"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1611,36 +1617,41 @@ pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
 terminado = ">=0.8.3"
 
 [package.extras]
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+docs = ["jinja2", "jupyter-server", "mistune (<4.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"]
+test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-sphinx"
-version = "0.4.0"
+version = "0.5.3"
 description = "Jupyter Sphinx Extensions"
 optional = false
-python-versions = ">= 3.6"
+python-versions = ">=3.8"
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 [package.dependencies]
-IPython = "*"
+ipykernel = ">=4.5.1"
+ipython = "*"
 ipywidgets = ">=7.0.0"
 nbconvert = ">=5.5"
 nbformat = "*"
-Sphinx = ">=2"
+sphinx = ">=7"
+
+[package.extras]
+doc = ["matplotlib"]
+test = ["bash-kernel", "pytest"]
 
 [[package]]
 name = "jupyterlab"
-version = "4.0.9"
+version = "4.0.11"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1660,7 +1671,7 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["black[jupyter] (==23.10.1)", "build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.4)"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.6)"]
 docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8,<7.2.0)", "sphinx-copybutton"]
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@@ -1858,61 +1869,71 @@ numpy = "*"
 
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 [[package]]
@@ -2053,13 +2074,13 @@ test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets
 
 [[package]]
 name = "nbconvert"
-version = "7.11.0"
+version = "7.14.2"
 description = "Converting Jupyter Notebooks"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2086,7 +2107,7 @@ 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)", "pytest"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest"]
 webpdf = ["playwright"]
 
 [[package]]
@@ -2144,13 +2165,13 @@ nbformat = "*"
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.8"
+version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
 files = [
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 ]
 
 [[package]]
@@ -2187,13 +2208,13 @@ setuptools = "*"
 
 [[package]]
 name = "notebook"
-version = "7.0.6"
+version = "7.0.7"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2264,13 +2285,13 @@ files = [
 
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-version = "7.4.0"
+version = "7.6.0"
 description = "A decorator to automatically detect mismatch when overriding a method."
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 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
@@ -2286,13 +2307,13 @@ files = [
 
 [[package]]
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+version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 [[package]]
@@ -2312,13 +2333,13 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
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-version = "0.11.2"
+version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 ]
 
 [[package]]
@@ -2358,70 +2379,88 @@ files = [
 
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-version = "10.1.0"
+version = "10.2.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+typing = ["typing-extensions"]
+xmp = ["defusedxml"]
 
 [[package]]
 name = "pkgutil-resolve-name"
@@ -2436,13 +2475,13 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "4.0.0"
+version = "4.1.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2451,13 +2490,13 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-co
 
 [[package]]
 name = "pluggy"
-version = "1.3.0"
+version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2498,13 +2537,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.41"
+version = "3.0.43"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -2527,27 +2566,27 @@ scipy = "*"
 
 [[package]]
 name = "psutil"
-version = "5.9.6"
+version = "5.9.8"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
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 ]
 
 [package.extras]
@@ -2689,13 +2728,13 @@ test = ["pytest", "pytest-doctestplus (>=0.7)"]
 
 [[package]]
 name = "pyflakes"
-version = "3.1.0"
+version = "3.2.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
 ]
 
 [[package]]
@@ -2715,13 +2754,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pylint"
-version = "3.0.2"
+version = "3.0.3"
 description = "python code static checker"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -2731,7 +2770,7 @@ dill = [
     {version = ">=0.2", markers = "python_version < \"3.11\""},
     {version = ">=0.3.6", markers = "python_version >= \"3.11\""},
 ]
-isort = ">=4.2.5,<6"
+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\""}
@@ -2758,13 +2797,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "7.4.3"
+version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"},
+    {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"},
 ]
 
 [package.dependencies]
@@ -2958,104 +2997,104 @@ files = [
 
 [[package]]
 name = "pyzmq"
-version = "25.1.1"
+version = "25.1.2"
 description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.6"
 files = [
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 [package.dependencies]
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+    {file = "rpds_py-0.17.1.tar.gz", hash = "sha256:0210b2668f24c078307260bf88bdac9d6f1093635df5123789bfee4d8d7fc8e7"},
 ]
 
 [[package]]
@@ -3427,13 +3466,13 @@ numpy = "*"
 
 [[package]]
 name = "setuptools"
-version = "69.0.2"
+version = "69.0.3"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-69.0.2-py3-none-any.whl", hash = "sha256:1e8fdff6797d3865f37397be788a4e3cba233608e9b509382a2777d25ebde7f2"},
-    {file = "setuptools-69.0.2.tar.gz", hash = "sha256:735896e78a4742605974de002ac60562d286fa8051a7e2299445e8e8fbb01aa6"},
+    {file = "setuptools-69.0.3-py3-none-any.whl", hash = "sha256:385eb4edd9c9d5c17540511303e39a147ce2fc04bc55289c322b9e5904fe2c05"},
+    {file = "setuptools-69.0.3.tar.gz", hash = "sha256:be1af57fc409f93647f2e8e4573a142ed38724b8cdd389706a867bb4efcf1e78"},
 ]
 
 [package.extras]
@@ -3781,13 +3820,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.14.0"
+version = "5.14.1"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.0-py3-none-any.whl", hash = "sha256:f14949d23829023013c47df20b4a76ccd1a85effb786dc060f34de7948361b33"},
-    {file = "traitlets-5.14.0.tar.gz", hash = "sha256:fcdaa8ac49c04dfa0ed3ee3384ef6dfdb5d6f3741502be247279407679296772"},
+    {file = "traitlets-5.14.1-py3-none-any.whl", hash = "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74"},
+    {file = "traitlets-5.14.1.tar.gz", hash = "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"},
 ]
 
 [package.extras]
@@ -3796,24 +3835,24 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.8.19.14"
+version = "2.8.19.20240106"
 description = "Typing stubs for python-dateutil"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
-    {file = "types-python-dateutil-2.8.19.14.tar.gz", hash = "sha256:1f4f10ac98bb8b16ade9dbee3518d9ace017821d94b057a425b069f834737f4b"},
-    {file = "types_python_dateutil-2.8.19.14-py3-none-any.whl", hash = "sha256:f977b8de27787639986b4e28963263fd0e5158942b3ecef91b9335c130cb1ce9"},
+    {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"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.8.0"
+version = "4.9.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
-    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
+    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
+    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
 ]
 
 [[package]]
@@ -3868,13 +3907,13 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [[package]]
 name = "wcwidth"
-version = "0.2.12"
+version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
 files = [
-    {file = "wcwidth-0.2.12-py2.py3-none-any.whl", hash = "sha256:f26ec43d96c8cbfed76a5075dac87680124fa84e0855195a6184da9c187f133c"},
-    {file = "wcwidth-0.2.12.tar.gz", hash = "sha256:f01c104efdf57971bcb756f054dd58ddec5204dd15fa31d6503ea57947d97c02"},
+    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
+    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
 ]
 
 [[package]]
@@ -3905,13 +3944,13 @@ files = [
 
 [[package]]
 name = "websocket-client"
-version = "1.6.4"
+version = "1.7.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "websocket-client-1.6.4.tar.gz", hash = "sha256:b3324019b3c28572086c4a319f91d1dcd44e6e11cd340232978c684a7650d0df"},
-    {file = "websocket_client-1.6.4-py3-none-any.whl", hash = "sha256:084072e0a7f5f347ef2ac3d8698a5e0b4ffbfcab607628cadabc650fc9a83a24"},
+    {file = "websocket-client-1.7.0.tar.gz", hash = "sha256:10e511ea3a8c744631d3bd77e61eb17ed09304c413ad42cf6ddfa4c7787e8fe6"},
+    {file = "websocket_client-1.7.0-py3-none-any.whl", hash = "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"},
 ]
 
 [package.extras]
diff --git a/tests/conftest.py b/tests/conftest.py
index 9d9ff29f9..e19656947 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,4 +1,5 @@
 """Configuration file for tests."""
+
 from pathlib import Path
 
 import pytest
diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py
index 63810aeca..664af7bf6 100644
--- a/tests/test_pipeline.py
+++ b/tests/test_pipeline.py
@@ -204,3 +204,25 @@ def test_scarlet(data_dir):
     deblend_batch = deblender(blend_batch, reference_catalogs=blend_batch.catalog_list)
     n_failures = np.sum([len(cat) == 0 for cat in deblend_batch.catalog_list], axis=0)
     assert n_failures <= 3
+
+
+def test_density_sampling(data_dir):
+    """Test new density sampling function."""
+    catalog = btk.catalog.CatsimCatalog.from_file(data_dir / "input_catalog.fits")
+
+    sampling_function = btk.sampling_functions.DensitySampling(
+        max_number=50,
+        min_number=1,
+        stamp_size=24,
+        max_shift=10,
+        min_mag=-np.inf,
+        max_mag=27.3,
+        seed=SEED,
+    )
+
+    for _ in range(10):
+        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)