diff --git a/.flake8 b/.flake8
new file mode 100644
index 000000000..857fd4a26
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,5 @@
+[flake8]
+max-line-length=100
+max-complexity=18
+ignore=E203, W503
+exclude=btk/__init__.py,docs/build/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 91fa32f41..55d1da21e 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: v4.2.0
+    rev: v4.3.0
     hooks:
       - id: trailing-whitespace
         exclude: ^.*fits
@@ -14,26 +14,21 @@ repos:
       - id: end-of-file-fixer
         exclude: ^.*fits
   - repo: https://github.com/psf/black
-    rev: 22.3.0
+    rev: 22.6.0
     hooks:
       - id: black
         language_version: python3
         args:
           - "--line-length=100"
-  - repo: https://github.com/asottile/reorder_python_imports
-    rev: v3.1.0
+  - repo: https://github.com/pycqa/isort
+    rev: 5.10.1
     hooks:
-      - id: reorder-python-imports
+      - id: isort
+        name: isort (python)
   - repo: https://github.com/pycqa/flake8
     rev: 4.0.1
     hooks:
       - id: flake8
-        args: # arguments to configure flake8
-          # making isort line length compatible with black
-          - "--max-line-length=100"
-          - "--max-complexity=18"
-          - "--ignore=E203, W503"
-          - "--exclude=btk/__init__.py"
   - repo: https://github.com/pycqa/pydocstyle
     rev: 6.1.1 # pick a git hash / tag to point to
     hooks:
diff --git a/btk/__init__.py b/btk/__init__.py
index 01c674892..20c5caa17 100644
--- a/btk/__init__.py
+++ b/btk/__init__.py
@@ -4,21 +4,21 @@
 providing a framework to test user defined detection/deblending/measurement
 algorithms.
 """
-import importlib.metadata
-
 __author__ = "btk developers"
 __email__ = "imendoza@umich.edu"
 __version__ = "1.0.0a1"
 
 DEFAULT_SEED = 0
 
-from . import catalog
-from . import create_blend_generator
-from . import draw_blends
-from . import measure
-from . import metrics
-from . import multiprocess
-from . import plot_utils
-from . import sampling_functions
-from . import survey
-from . import utils
+from . import (
+    catalog,
+    create_blend_generator,
+    draw_blends,
+    measure,
+    metrics,
+    multiprocess,
+    plot_utils,
+    sampling_functions,
+    survey,
+    utils,
+)
diff --git a/btk/catalog.py b/btk/catalog.py
index fb2fa523b..237fb1500 100644
--- a/btk/catalog.py
+++ b/btk/catalog.py
@@ -1,7 +1,6 @@
 """Contains abstract base class `Catalog` that standarizes catalog usage across BTK."""
 import os
-from abc import ABC
-from abc import abstractmethod
+from abc import ABC, abstractmethod
 from copy import deepcopy
 
 import astropy.table
diff --git a/btk/draw_blends.py b/btk/draw_blends.py
index 5da0cb0fd..80e280f90 100644
--- a/btk/draw_blends.py
+++ b/btk/draw_blends.py
@@ -1,24 +1,20 @@
 """Module for generating batches of drawn blended images."""
 import copy
 import os
-from abc import ABC
-from abc import abstractmethod
+from abc import ABC, abstractmethod
 from collections.abc import Iterable
 from itertools import chain
 
 import galsim
 import numpy as np
 from astropy.table import Column
-from galcheat.utilities import mag2counts
-from galcheat.utilities import mean_sky_level
+from galcheat.utilities import mag2counts, mean_sky_level
 from tqdm.auto import tqdm
 
 from btk import DEFAULT_SEED
 from btk.create_blend_generator import BlendGenerator
-from btk.multiprocess import get_current_process
-from btk.multiprocess import multiprocess
-from btk.survey import make_wcs
-from btk.survey import Survey
+from btk.multiprocess import get_current_process, multiprocess
+from btk.survey import Survey, make_wcs
 
 MAX_SEED_INT = 1_000_000_000
 
diff --git a/btk/multiprocess.py b/btk/multiprocess.py
index 27f3ad845..496b7d594 100644
--- a/btk/multiprocess.py
+++ b/btk/multiprocess.py
@@ -1,7 +1,6 @@
 """Tools for multiprocessing in BTK."""
 import multiprocessing as mp
-from itertools import repeat
-from itertools import starmap
+from itertools import repeat, starmap
 
 
 def _apply_args_and_kwargs(fn, args, kwargs):
diff --git a/btk/plot_utils.py b/btk/plot_utils.py
index 133f55a07..3c2136bce 100644
--- a/btk/plot_utils.py
+++ b/btk/plot_utils.py
@@ -7,8 +7,7 @@
 import numpy as np
 import pandas as pd
 import seaborn as sns
-from IPython.display import clear_output
-from IPython.display import display
+from IPython.display import clear_output, display
 
 
 def get_rgb(image, min_val=None, max_val=None):
diff --git a/btk/sampling_functions.py b/btk/sampling_functions.py
index 93e25f2d2..31a8e2227 100644
--- a/btk/sampling_functions.py
+++ b/btk/sampling_functions.py
@@ -1,13 +1,11 @@
 """Contains classes of function for extracing information from catalog in blend batches."""
 import warnings
-from abc import ABC
-from abc import abstractmethod
+from abc import ABC, abstractmethod
 
 import astropy.table
 import numpy as np
 
 from btk import DEFAULT_SEED
-from btk.catalog import CatsimCatalog
 
 
 def _get_random_center_shift(num_objects, maxshift, rng):
@@ -193,185 +191,3 @@ def __call__(self, table, **kwargs):
         blend_table["ra"] += x_peak
         blend_table["dec"] += y_peak
         return blend_table
-
-
-class GroupSampling(SamplingFunction):
-    """Uses a pre-analyzed WLD catalog to draw blends."""
-
-    def __init__(
-        self,
-        max_number,
-        wld_catalog_name,
-        stamp_size,
-        pixel_scale,
-        shift=None,
-        group_id=None,
-        seed=DEFAULT_SEED,
-    ):
-        """Blends are defined from *groups* of galaxies from a CatSim-like catalog.
-
-        Note: the pre-run WLD images are not used here. We only use the pre-run
-        catalog (in i band) to identify galaxies that belong to a group.
-
-        Args:
-            max_number (int): Same as in SamplingFunction
-            wld_catalog_name: File path to a pre-analyzed WLD Catsim catalog
-            stamp_size (int): Size of the generated stamps
-            pixel_scale (float): pixel scale of the survey, in arcseconds per pixel
-            shift (list): List containing shifts to apply (useful to avoid randomization)
-            group_id (list): List containing which group_ids to analyze (avoid randomization)
-            seed (int): Seed to initialize randomness for reproducibility.
-        """
-        super().__init__(max_number, seed)
-
-        self.wld_catalog = CatsimCatalog.from_file(wld_catalog_name).get_raw_catalog()
-        self.stamp_size = stamp_size
-        self.pixel_scale = pixel_scale
-        self.shift = shift
-        self.group_id = group_id
-
-    @property
-    def compatible_catalogs(self):
-        """Tuple of compatible catalogs for this sampling function."""
-        return ("CatsimCatalog",)
-
-    def __call__(self, table, **kwargs):
-        """Retrun blend info based on self.wld_catalog.
-
-        We use self.wld_catalog created above to sample groups, but ultimately returns
-        rows from the input ``table`` (by matching the corresponding galaxy ids). The group is
-        centered on the middle of the postage stamp. Function only draws galaxies that lie within
-        the postage stamp size.
-        """
-        # randomly sample a group om wld_catalog
-        bool_groups = self.wld_catalog["grp_size"] >= 2
-        group_ids = np.unique(self.wld_catalog["grp_id"][bool_groups])
-        if self.group_id is None:
-            group_id = self.rng.choice(group_ids, replace=False)
-        else:
-            group_id = self.group_id
-
-        # get all galaxies belonging to the group.
-        ids = self.wld_catalog["db_id"][self.wld_catalog["grp_id"] == group_id]
-        blend_table = astropy.table.vstack([table[table["galtileid"] == i] for i in ids])
-
-        # Set mean x and y coordinates of the group galaxies to the center of the
-        # postage stamp.
-        blend_table["ra"] -= np.mean(blend_table["ra"])
-        blend_table["dec"] -= np.mean(blend_table["dec"])
-
-        # Add small random shift so that center does not perfectly align with
-        # the stamp center
-        if self.shift is None:
-            x_peak, y_peak = _get_random_center_shift(
-                1, maxshift=3 * self.pixel_scale, rng=self.rng
-            )
-        else:
-            x_peak, y_peak = self.shift
-        blend_table["ra"] += x_peak
-        blend_table["dec"] += y_peak
-        # make sure galaxy centers don't lie too close to edge
-        cond1 = np.abs(blend_table["ra"]) < self.stamp_size / 2.0 - 3
-        cond2 = np.abs(blend_table["dec"]) < self.stamp_size / 2.0 - 3
-        no_boundary = blend_table[cond1 & cond2]
-        if len(no_boundary) == 0:
-            return no_boundary
-        # make sure number of galaxies in blend is less than self.max_number
-        # randomly select max_number of objects if larger.
-        num = min([len(no_boundary), self.max_number])
-        select = self.rng.choice(range(len(no_boundary)), num, replace=False)
-        return no_boundary[select]
-
-
-class GroupSamplingNumbered(SamplingFunction):
-    """Defines blends based on previously analyzed WLD catalog & exits once all groups are used."""
-
-    def __init__(
-        self,
-        max_number,
-        wld_catalog_name,
-        stamp_size,
-        pixel_scale,
-        shift=None,
-        fmt="fits",
-        seed=DEFAULT_SEED,
-    ):
-        """Blends defined from *groups* of galaxies from a catalog previously analyzed with WLD.
-
-        This function has an extra attribute group_id_count which tracks the
-        group id returned. Each time the generator is called, 1 gets added to the
-        count. If the count is larger than the number of groups input,
-        the generator is forced to exit.
-
-        NOTE: the pre-run WLD images are not used here. We only use the pre-run
-        catalog to identify galaxies that belong to a group.
-
-        Args:
-            max_number: Same as SamplingFunction
-            wld_catalog_name: Same as GroupSamplingFunction
-            stamp_size (int): Size of the generated stamps
-            pixel_scale (float): pixel scale of the survey, in arcseconds per pixel
-            fmt (str): Format of input wld_catalog used to define groups.
-            shift (list): List of shifts to apply (usefult to avoid randomization)
-            seed (int): Seed to initialize randomness for reproducibility.
-        """
-        super().__init__(max_number, seed)
-        self.wld_catalog = astropy.table.Table.read(wld_catalog_name, format=fmt)
-        self.stamp_size = stamp_size
-        self.pixel_scale = pixel_scale
-        self.group_id_count = 0
-        self.shift = shift
-
-    @property
-    def compatible_catalogs(self):
-        """Tuple of compatible catalogs for this sampling function."""
-        return ("CatsimCatalog",)
-
-    def __call__(self, table, **kwargs):
-        """Return info for one blend from a given astropy table based on groups from wld_catalog.
-
-        The group is centered on the middle of the postage stamp. This function only returns
-        galaxies whose centers lie within 1 arcsec the postage stamp edge, which may cause the
-        number of galaxies in the blend to be smaller than the group size.
-        """
-        # randomly sample a group.
-        group_ids = np.unique(
-            self.wld_catalog["grp_id"][
-                (self.wld_catalog["grp_size"] >= 2)
-                & (self.wld_catalog["grp_size"] <= self.max_number)
-            ]
-        )
-        if self.group_id_count >= len(group_ids):
-            message = "group_id_count is larger than number of groups input"
-            raise GeneratorExit(message)
-
-        group_id = group_ids[self.group_id_count]
-        self.group_id_count += 1
-        # get all galaxies belonging to the group.
-        # make sure some group or galaxy was not repeated in wld_catalog
-        ids = np.unique(self.wld_catalog["db_id"][self.wld_catalog["grp_id"] == group_id])
-        blend_table = astropy.table.vstack([table[table["galtileid"] == i] for i in ids])
-        # Set mean x and y coordinates of the group galaxies to the center of the
-        # postage stamp.
-        blend_table["ra"] -= np.mean(blend_table["ra"])
-        blend_table["dec"] -= np.mean(blend_table["dec"])
-        # Add small random shift so that center does not perfectly align with stamp
-        # center
-        if self.shift is None:
-            x_peak, y_peak = _get_random_center_shift(
-                1, maxshift=5 * self.pixel_scale, rng=self.rng
-            )
-        else:
-            x_peak, y_peak = self.shift
-        blend_table["ra"] += x_peak
-        blend_table["dec"] += y_peak
-        # make sure galaxy centers don't lie too close to edge
-        cond1 = np.abs(blend_table["ra"]) < self.stamp_size / 2.0 - 1
-        cond2 = np.abs(blend_table["dec"]) < self.stamp_size / 2.0 - 1
-        no_boundary = blend_table[cond1 & cond2]
-        message = (
-            "Number of galaxies greater than max number of objects per"
-            f"blend. Found {len(no_boundary)}, expected <= {self.max_number}"
-        )
-        assert len(no_boundary) <= self.max_number, message
-        return no_boundary
diff --git a/btk/survey.py b/btk/survey.py
index 557c5eb8e..c96933d43 100644
--- a/btk/survey.py
+++ b/btk/survey.py
@@ -1,9 +1,7 @@
 """Contains information for surveys available in BTK."""
 import os
 import random as rd
-from typing import Callable
-from typing import List
-from typing import Union
+from typing import Callable, List, Union
 
 import astropy.wcs as WCS
 import galcheat
diff --git a/data/sample_dc2_group_catalog.fits b/data/sample_dc2_group_catalog.fits
deleted file mode 100644
index 60d0c64f5..000000000
--- a/data/sample_dc2_group_catalog.fits
+++ /dev/null
@@ -1,54 +0,0 @@
-SIMPLE  =                    T / conforms to FITS standard                      BITPIX  =                    8 / array data type                                NAXIS   =                    0 / number of array dimensions                     EXTEND  =                    T                                                  END                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             XTENSION= 'BINTABLE'           / binary table extension                         BITPIX  =                    8 / array data type                                NAXIS   =                    2 / number of array dimensions                     NAXIS1  =                  110 / length of dimension 1                          NAXIS2  =                   61 / length of dimension 2                          PCOUNT  =                    0 / number of group parameters                     GCOUNT  =                    1 / number of groups                               TFIELDS =                   27 / number of table fields                         TTYPE1  = 'db_id   '                                                            TFORM1  = 'K       '                                                            TNULL1  =               999999                                                  TTYPE2  = 'grp_id  '                                                            TFORM2  = 'K       '                                                            TNULL2  =               999999                                                  TTYPE3  = 'grp_size'                                                            TFORM3  = 'I       '                                                            TNULL3  =                16959                                                  TTYPE4  = 'grp_rank'                                                            TFORM4  = 'I       '                                                            TNULL4  =                16959                                                  TTYPE5  = 'visible '                                                            TFORM5  = 'I       '                                                            TNULL5  =                16959                                                  TTYPE6  = 'xmin    '                                                            TFORM6  = 'J       '                                                            TNULL6  =               999999                                                  TTYPE7  = 'xmax    '                                                            TFORM7  = 'J       '                                                            TNULL7  =               999999                                                  TTYPE8  = 'ymin    '                                                            TFORM8  = 'J       '                                                            TNULL8  =               999999                                                  TTYPE9  = 'ymax    '                                                            TFORM9  = 'J       '                                                            TNULL9  =               999999                                                  TTYPE10 = 'f_disk  '                                                            TFORM10 = 'E       '                                                            TTYPE11 = 'f_bulge '                                                            TFORM11 = 'E       '                                                            TTYPE12 = 'dx      '                                                            TFORM12 = 'E       '                                                            TTYPE13 = 'dy      '                                                            TFORM13 = 'E       '                                                            TTYPE14 = 'z       '                                                            TFORM14 = 'E       '                                                            TTYPE15 = 'ab_mag  '                                                            TFORM15 = 'E       '                                                            TTYPE16 = 'ri_color'                                                            TFORM16 = 'E       '                                                            TTYPE17 = 'flux    '                                                            TFORM17 = 'E       '                                                            TTYPE18 = 'sigma_m '                                                            TFORM18 = 'E       '                                                            TTYPE19 = 'sigma_p '                                                            TFORM19 = 'E       '                                                            TTYPE20 = 'e1      '                                                            TFORM20 = 'E       '                                                            TTYPE21 = 'e2      '                                                            TFORM21 = 'E       '                                                            TTYPE22 = 'a       '                                                            TFORM22 = 'E       '                                                            TTYPE23 = 'b       '                                                            TFORM23 = 'E       '                                                            TTYPE24 = 'beta    '                                                            TFORM24 = 'E       '                                                            TTYPE25 = 'psf_sigm'                                                            TFORM25 = 'E       '                                                            TTYPE26 = 'purity  '                                                            TFORM26 = 'E       '                                                            TTYPE27 = 'snr_sky '                                                            TFORM27 = 'E       '                                                            END                                                                             o�:�o�:�
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diff --git a/data/sample_dc2_group_input_catalog.fits b/data/sample_dc2_group_input_catalog.fits
deleted file mode 100644
index ce76b06bd..000000000
--- a/data/sample_dc2_group_input_catalog.fits
+++ /dev/null
@@ -1,29 +0,0 @@
-SIMPLE  =                    T / conforms to FITS standard                      BITPIX  =                    8 / array data type                                NAXIS   =                    0 / number of array dimensions                     EXTEND  =                    T                                                  END                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             XTENSION= 'BINTABLE'           / binary table extension                         BITPIX  =                    8 / array data type                                NAXIS   =                    2 / number of array dimensions                     NAXIS1  =                  128 / length of dimension 1                          NAXIS2  =                   61 / length of dimension 2                          PCOUNT  =                    0 / number of group parameters                     GCOUNT  =                    1 / number of groups                               TFIELDS =                   19 / number of table fields                         TTYPE1  = 'galtileid'                                                           TFORM1  = 'K       '                                                            TNULL1  =               999999                                                  TTYPE2  = 'ra      '                                                            TFORM2  = 'D       '                                                            TTYPE3  = 'dec     '                                                            TFORM3  = 'D       '                                                            TTYPE4  = 'u_ab    '                                                            TFORM4  = 'D       '                                                            TTYPE5  = 'g_ab    '                                                            TFORM5  = 'D       '                                                            TTYPE6  = 'r_ab    '                                                            TFORM6  = 'D       '                                                            TTYPE7  = 'i_ab    '                                                            TFORM7  = 'D       '                                                            TTYPE8  = 'z_ab    '                                                            TFORM8  = 'D       '                                                            TTYPE9  = 'y_ab    '                                                            TFORM9  = 'D       '                                                            TTYPE10 = 'a_b     '                                                            TFORM10 = 'E       '                                                            TTYPE11 = 'b_b     '                                                            TFORM11 = 'E       '                                                            TTYPE12 = 'a_d     '                                                            TFORM12 = 'E       '                                                            TTYPE13 = 'b_d     '                                                            TFORM13 = 'E       '                                                            TTYPE14 = 'pa_bulge'                                                            TFORM14 = 'D       '                                                            TTYPE15 = 'pa_disk '                                                            TFORM15 = 'D       '                                                            TTYPE16 = 'fluxnorm_agn'                                                        TFORM16 = 'D       '                                                            TTYPE17 = 'redshift'                                                            TFORM17 = 'D       '                                                            TTYPE18 = 'fluxnorm_bulge'                                                      TFORM18 = 'E       '                                                            TTYPE19 = 'fluxnorm_disk'                                                       TFORM19 = 'E       '                                                            END                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               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diff --git a/data/sample_group_catalog.fits b/data/sample_group_catalog.fits
deleted file mode 100644
index ae1d971d3..000000000
--- a/data/sample_group_catalog.fits
+++ /dev/null
@@ -1,23 +0,0 @@
-SIMPLE  =                    T / conforms to FITS standard                      BITPIX  =                    8 / array data type                                NAXIS   =                    0 / number of array dimensions                     EXTEND  =                    T                                                  END                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             XTENSION= 'BINTABLE'           / binary table extension                         BITPIX  =                    8 / array data type                                NAXIS   =                    2 / number of array dimensions                     NAXIS1  =                  170 / length of dimension 1                          NAXIS2  =                   35 / length of dimension 2                          PCOUNT  =                    0 / number of group parameters                     GCOUNT  =                    1 / number of groups                               TFIELDS =                   42 / number of table fields                         TTYPE1  = 'db_id   '                                                            TFORM1  = 'K       '                                                            TNULL1  =               999999                                                  TTYPE2  = 'grp_id  '                                                            TFORM2  = 'K       '                                                            TNULL2  =               999999                                                  TTYPE3  = 'grp_size'                                                            TFORM3  = 'I       '                                                            TNULL3  =                16959                                                  TTYPE4  = 'grp_rank'                                                            TFORM4  = 'I       '                                                            TNULL4  =                16959                                                  TTYPE5  = 'visible '                                                            TFORM5  = 'I       '                                                            TNULL5  =                16959                                                  TTYPE6  = 'xmin    '                                                            TFORM6  = 'J       '                                                            TNULL6  =               999999                                                  TTYPE7  = 'xmax    '                                                            TFORM7  = 'J       '                                                            TNULL7  =               999999                                                  TTYPE8  = 'ymin    '                                                            TFORM8  = 'J       '                                                            TNULL8  =               999999                                                  TTYPE9  = 'ymax    '                                                            TFORM9  = 'J       '                                                            TNULL9  =               999999                                                  TTYPE10 = 'f_disk  '                                                            TFORM10 = 'E       '                                                            TTYPE11 = 'f_bulge '                                                            TFORM11 = 'E       '                                                            TTYPE12 = 'dx      '                                                            TFORM12 = 'E       '                                                            TTYPE13 = 'dy      '                                                            TFORM13 = 'E       '                                                            TTYPE14 = 'z       '                                                            TFORM14 = 'E       '                                                            TTYPE15 = 'ab_mag  '                                                            TFORM15 = 'E       '                                                            TTYPE16 = 'ri_color'                                                            TFORM16 = 'E       '                                                            TTYPE17 = 'flux    '                                                            TFORM17 = 'E       '                                                            TTYPE18 = 'sigma_m '                                                            TFORM18 = 'E       '                                                            TTYPE19 = 'sigma_p '                                                            TFORM19 = 'E       '                                                            TTYPE20 = 'e1      '                                                            TFORM20 = 'E       '                                                            TTYPE21 = 'e2      '                                                            TFORM21 = 'E       '                                                            TTYPE22 = 'a       '                                                            TFORM22 = 'E       '                                                            TTYPE23 = 'b       '                                                            TFORM23 = 'E       '                                                            TTYPE24 = 'beta    '                                                            TFORM24 = 'E       '                                                            TTYPE25 = 'psf_sigm'                                                            TFORM25 = 'E       '                                                            TTYPE26 = 'purity  '                                                            TFORM26 = 'E       '                                                            TTYPE27 = 'snr_sky '                                                            TFORM27 = 'E       '                                                            TTYPE28 = 'snr_iso '                                                            TFORM28 = 'E       '                                                            TTYPE29 = 'snr_grp '                                                            TFORM29 = 'E       '                                                            TTYPE30 = 'snr_isof'                                                            TFORM30 = 'E       '                                                            TTYPE31 = 'snr_grpf'                                                            TFORM31 = 'E       '                                                            TTYPE32 = 'ds      '                                                            TFORM32 = 'E       '                                                            TTYPE33 = 'dg1     '                                                            TFORM33 = 'E       '                                                            TTYPE34 = 'dg2     '                                                            TFORM34 = 'E       '                                                            TTYPE35 = 'ds_grp  '                                                            TFORM35 = 'E       '                                                            TTYPE36 = 'dg1_grp '                                                            TFORM36 = 'E       '                                                            TTYPE37 = 'dg2_grp '                                                            TFORM37 = 'E       '                                                            TTYPE38 = 'hsm_sigm'                                                            TFORM38 = 'E       '                                                            TTYPE39 = 'hsm_e1  '                                                            TFORM39 = 'E       '                                                            TTYPE40 = 'hsm_e2  '                                                            TFORM40 = 'E       '                                                            TTYPE41 = 'g1_fit  '                                                            TFORM41 = 'E       '                                                            TTYPE42 = 'g2_fit  '                                                            TFORM42 = 'E       '                                                            END                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             ]À?y]����
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diff --git a/data/sample_group_input_catalog.fits b/data/sample_group_input_catalog.fits
deleted file mode 100644
index 5dfc5da3c..000000000
--- a/data/sample_group_input_catalog.fits
+++ /dev/null
@@ -1,13 +0,0 @@
-SIMPLE  =                    T / conforms to FITS standard                      BITPIX  =                    8 / array data type                                NAXIS   =                    0 / number of array dimensions                     EXTEND  =                    T                                                  END                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             XTENSION= 'BINTABLE'           / binary table extension                         BITPIX  =                    8 / array data type                                NAXIS   =                    2 / number of array dimensions                     NAXIS1  =                  152 / length of dimension 1                          NAXIS2  =                   35 / length of dimension 2                          PCOUNT  =                    0 / number of group parameters                     GCOUNT  =                    1 / number of groups                               TFIELDS =                   19 / number of table fields                         TTYPE1  = 'galtileid'                                                           TFORM1  = 'K       '                                                            TNULL1  =               999999                                                  TTYPE2  = 'ra      '                                                            TFORM2  = 'D       '                                                            TTYPE3  = 'dec     '                                                            TFORM3  = 'D       '                                                            TTYPE4  = 'redshift'                                                            TFORM4  = 'D       '                                                            TTYPE5  = 'fluxnorm_bulge'                                                      TFORM5  = 'D       '                                                            TTYPE6  = 'fluxnorm_disk'                                                       TFORM6  = 'D       '                                                            TTYPE7  = 'fluxnorm_agn'                                                        TFORM7  = 'D       '                                                            TTYPE8  = 'a_b     '                                                            TFORM8  = 'D       '                                                            TTYPE9  = 'a_d     '                                                            TFORM9  = 'D       '                                                            TTYPE10 = 'b_b     '                                                            TFORM10 = 'D       '                                                            TTYPE11 = 'b_d     '                                                            TFORM11 = 'D       '                                                            TTYPE12 = 'pa_bulge'                                                            TFORM12 = 'D       '                                                            TTYPE13 = 'pa_disk '                                                            TFORM13 = 'D       '                                                            TTYPE14 = 'u_ab    '                                                            TFORM14 = 'D       '                                                            TTYPE15 = 'g_ab    '                                                            TFORM15 = 'D       '                                                            TTYPE16 = 'r_ab    '                                                            TFORM16 = 'D       '                                                            TTYPE17 = 'i_ab    '                                                            TFORM17 = 'D       '                                                            TTYPE18 = 'z_ab    '                                                            TFORM18 = 'D       '                                                            TTYPE19 = 'y_ab    '                                                            TFORM19 = 'D       '                                                            END                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               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-!<����?�1 �?��&?����	?���<<@i�B3�@i�B3�@6���)�@6:�����@5��`2�@5{��@5^�@-�@5@���
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\ No newline at end of file
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 3614f0f7f..0b88e926f 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -20,7 +20,6 @@
 
 import sphinx_rtd_theme  # noqa: F401
 
-
 # import mock.Mock as MagicMock
 
 # from unittest.mock import MagicMock
diff --git a/poetry.lock b/poetry.lock
index 0342d95e4..70b09c258 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -45,14 +45,6 @@ cffi = ">=1.0.1"
 dev = ["pytest", "cogapp", "pre-commit", "wheel"]
 tests = ["pytest"]
 
-[[package]]
-name = "aspy.refactor-imports"
-version = "3.0.1"
-description = "Utilities for refactoring imports in python-like syntax."
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
 [[package]]
 name = "astropy"
 version = "5.1"
@@ -112,7 +104,7 @@ tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>
 
 [[package]]
 name = "babel"
-version = "2.10.1"
+version = "2.10.3"
 description = "Internationalization utilities"
 category = "dev"
 optional = false
@@ -146,7 +138,7 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "22.3.0"
+version = "22.6.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
@@ -157,7 +149,7 @@ click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
 typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
@@ -168,7 +160,7 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "bleach"
-version = "5.0.0"
+version = "5.0.1"
 description = "An easy safelist-based HTML-sanitizing tool."
 category = "main"
 optional = false
@@ -179,12 +171,12 @@ six = ">=1.9.0"
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0)"]
-dev = ["pip-tools (==6.5.1)", "pytest (==7.1.1)", "flake8 (==4.0.1)", "tox (==3.24.5)", "sphinx (==4.3.2)", "twine (==4.0.0)", "wheel (==0.37.1)", "hashin (==0.17.0)", "black (==22.3.0)", "mypy (==0.942)"]
+css = ["tinycss2 (>=1.1.0,<1.2)"]
+dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
 
 [[package]]
 name = "certifi"
-version = "2022.5.18.1"
+version = "2022.6.15"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "dev"
 optional = false
@@ -233,7 +225,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "colorama"
-version = "0.4.4"
+version = "0.4.5"
 description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
@@ -241,14 +233,14 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "coverage"
-version = "6.4"
+version = "6.4.1"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-tomli = {version = "*", optional = true, markers = "python_version < \"3.11\" and extra == \"toml\""}
+tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
 
 [package.extras]
 toml = ["tomli"]
@@ -482,7 +474,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.11.4"
+version = "4.12.0"
 description = "Read metadata from Python packages"
 category = "dev"
 optional = false
@@ -494,11 +486,11 @@ zipp = ">=0.5"
 [package.extras]
 docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
 
 [[package]]
 name = "importlib-resources"
-version = "5.7.1"
+version = "5.8.0"
 description = "Read resources from Python packages"
 category = "main"
 optional = false
@@ -521,7 +513,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipykernel"
-version = "6.13.0"
+version = "6.15.0"
 description = "IPython Kernel for Jupyter"
 category = "main"
 optional = false
@@ -536,11 +528,12 @@ matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
 psutil = "*"
+pyzmq = ">=17"
 tornado = ">=6.1"
 traitlets = ">=5.1.0"
 
 [package.extras]
-test = ["pytest (>=6.0)", "pytest-cov", "flaky", "ipyparallel", "pre-commit", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest-cov", "pytest-timeout", "pytest (>=6.0)"]
 
 [[package]]
 name = "ipython"
@@ -587,7 +580,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipywidgets"
-version = "7.7.0"
+version = "7.7.1"
 description = "IPython HTML widgets for Jupyter"
 category = "main"
 optional = false
@@ -598,13 +591,26 @@ ipykernel = ">=4.5.1"
 ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
 ipython-genutils = ">=0.2.0,<0.3.0"
 jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""}
-nbformat = ">=4.2.0"
 traitlets = ">=4.3.1"
 widgetsnbextension = ">=3.6.0,<3.7.0"
 
 [package.extras]
 test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
 
+[[package]]
+name = "isort"
+version = "5.10.1"
+description = "A Python utility / library to sort Python imports."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1,<4.0"
+
+[package.extras]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
+requirements_deprecated_finder = ["pipreqs", "pip-api"]
+colors = ["colorama (>=0.4.3,<0.5.0)"]
+plugins = ["setuptools"]
+
 [[package]]
 name = "jedi"
 version = "0.18.1"
@@ -636,7 +642,7 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jsonschema"
-version = "4.5.1"
+version = "4.6.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "main"
 optional = false
@@ -649,11 +655,11 @@ pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format_nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
 [[package]]
 name = "jupyter-client"
-version = "7.3.1"
+version = "7.3.4"
 description = "Jupyter protocol implementation and client libraries"
 category = "main"
 optional = false
@@ -664,12 +670,12 @@ entrypoints = "*"
 jupyter-core = ">=4.9.2"
 nest-asyncio = ">=1.5.4"
 python-dateutil = ">=2.8.2"
-pyzmq = ">=22.3"
+pyzmq = ">=23.0"
 tornado = ">=6.0"
 traitlets = "*"
 
 [package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
 test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
@@ -689,7 +695,7 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-sphinx"
-version = "0.3.2"
+version = "0.4.0"
 description = "Jupyter Sphinx Extensions"
 category = "dev"
 optional = false
@@ -712,7 +718,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "1.1.0"
+version = "1.1.1"
 description = "A JupyterLab extension."
 category = "main"
 optional = false
@@ -720,7 +726,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.2"
+version = "1.4.3"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
@@ -906,7 +912,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "networkx"
-version = "2.8.2"
+version = "2.8.4"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
@@ -914,22 +920,22 @@ python-versions = ">=3.8"
 
 [package.extras]
 default = ["numpy (>=1.19)", "scipy (>=1.8)", "matplotlib (>=3.4)", "pandas (>=1.3)"]
-developer = ["pre-commit (>=2.18)", "mypy (>=0.942)"]
-doc = ["sphinx (>=4.5)", "pydata-sphinx-theme (>=0.8.1)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.3)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
+developer = ["pre-commit (>=2.19)", "mypy (>=0.960)"]
+doc = ["sphinx (>=5)", "pydata-sphinx-theme (>=0.9)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.4)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
 extra = ["lxml (>=4.6)", "pygraphviz (>=1.9)", "pydot (>=1.4.2)", "sympy (>=1.10)"]
 test = ["pytest (>=7.1)", "pytest-cov (>=3.0)", "codecov (>=2.1)"]
 
 [[package]]
 name = "nodeenv"
-version = "1.6.0"
+version = "1.7.0"
 description = "Node.js virtual environment builder"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 
 [[package]]
 name = "notebook"
-version = "6.4.11"
+version = "6.4.12"
 description = "A web-based notebook environment for interactive computing"
 category = "main"
 optional = false
@@ -959,7 +965,7 @@ test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pyte
 
 [[package]]
 name = "numpy"
-version = "1.22.4"
+version = "1.23.0"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -978,7 +984,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.4.2"
+version = "1.4.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
@@ -1108,7 +1114,7 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.29"
+version = "3.0.30"
 description = "Library for building powerful interactive command lines in Python"
 category = "main"
 optional = false
@@ -1338,7 +1344,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyzmq"
-version = "23.0.0"
+version = "23.2.0"
 description = "Python bindings for 0MQ"
 category = "main"
 optional = false
@@ -1348,38 +1354,27 @@ python-versions = ">=3.6"
 cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 py = {version = "*", markers = "implementation_name == \"pypy\""}
 
-[[package]]
-name = "reorder-python-imports"
-version = "3.1.0"
-description = "Tool for reordering python imports"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-"aspy.refactor-imports" = ">=2.3.0"
-
 [[package]]
 name = "requests"
-version = "2.27.1"
+version = "2.28.0"
 description = "Python HTTP for Humans."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.7, <4"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
-idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
+charset-normalizer = ">=2.0.0,<2.1.0"
+idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
 name = "scikit-image"
-version = "0.19.2"
+version = "0.19.3"
 description = "Image processing in Python"
 category = "main"
 optional = false
@@ -1441,7 +1436,7 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "sep"
-version = "1.2.0"
+version = "1.2.1"
 description = "Astronomical source extraction and photometry library"
 category = "main"
 optional = false
@@ -1452,15 +1447,16 @@ numpy = "*"
 
 [[package]]
 name = "setuptools-scm"
-version = "6.4.2"
+version = "7.0.2"
 description = "the blessed package to manage your versions by scm tags"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 packaging = ">=20.0"
 tomli = ">=1.0.0"
+typing-extensions = "*"
 
 [package.extras]
 test = ["pytest (>=6.2)", "virtualenv (>20)"]
@@ -1492,7 +1488,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "sphinx"
-version = "5.0.0"
+version = "5.0.2"
 description = "Python documentation generator"
 category = "dev"
 optional = false
@@ -1610,7 +1606,7 @@ test = ["pytest"]
 
 [[package]]
 name = "stack-data"
-version = "0.2.0"
+version = "0.3.0"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "main"
 optional = false
@@ -1712,7 +1708,7 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.2.2.post1"
+version = "5.3.0"
 description = ""
 category = "main"
 optional = false
@@ -1725,7 +1721,7 @@ test = ["pre-commit", "pytest"]
 name = "typing-extensions"
 version = "4.2.0"
 description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -1744,7 +1740,7 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.14.1"
+version = "20.15.0"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
@@ -1778,7 +1774,7 @@ python-versions = "*"
 
 [[package]]
 name = "widgetsnbextension"
-version = "3.6.0"
+version = "3.6.1"
 description = "IPython HTML widgets for Jupyter"
 category = "main"
 optional = false
@@ -1802,7 +1798,7 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-
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+content-hash = "f91cc4714b408de7483cfcc199b2bdd2e82010b4eb223e3771155d4c57bcfa2a"
 
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@@ -2976,8 +2953,8 @@ soupsieve = [
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@@ -3008,8 +2985,8 @@ sphinxcontrib-serializinghtml = [
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@@ -3079,8 +3056,8 @@ tqdm = [
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@@ -3091,8 +3068,8 @@ urllib3 = [
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@@ -3103,8 +3080,8 @@ webencodings = [
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diff --git a/pyproject.toml b/pyproject.toml
index 34a13f511..445fdba61 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,6 +45,7 @@ tqdm = ">=4.64.0"
 black = ">=22.3.0"
 flake8 = ">=4.0.1"
 flake8-absolute-import = ">=1.0"
+isort = ">=5.10.1"
 jupyter-sphinx = ">=0.3.2"
 nbstripout = ">=0.5.0"
 nbval = ">=0.9.6"
@@ -52,7 +53,6 @@ pre-commit = ">=2.18.1"
 pydocstyle = ">=5.1.1"
 pytest = ">=7.1.1"
 pytest-cov = ">=3.0.0"
-reorder-python-imports = ">=2.6.0"
 sphinx = ">=3.5.4"
 sphinx-rtd-theme = ">=0.4.3"
 
@@ -63,6 +63,9 @@ sphinx-rtd-theme = ">=0.4.3"
 line-length = 100
 target-version = ['py38', 'py39']
 
+[tool.isort]
+profile = "black"
+
 [tool.pytest.ini_options]
 addopts = "-ra"
 filterwarnings = [
diff --git a/tests/test_catalog.py b/tests/test_catalog.py
index f3d50cda6..65e6c1f25 100644
--- a/tests/test_catalog.py
+++ b/tests/test_catalog.py
@@ -1,7 +1,6 @@
 from conftest import data_dir
 
-from btk.catalog import CatsimCatalog
-from btk.catalog import CosmosCatalog
+from btk.catalog import CatsimCatalog, CosmosCatalog
 
 CATALOG_PATH = str(data_dir / "sample_input_catalog.fits")
 COSMOS_CATALOG_PATHS = [
diff --git a/tests/test_error_cases.py b/tests/test_error_cases.py
index 4bd2fec97..af4a4a3a1 100644
--- a/tests/test_error_cases.py
+++ b/tests/test_error_cases.py
@@ -1,19 +1,21 @@
 import pytest
 from conftest import data_dir
 
-from btk.catalog import CatsimCatalog
-from btk.catalog import CosmosCatalog
-from btk.draw_blends import CatsimGenerator
-from btk.draw_blends import CosmosGenerator
-from btk.draw_blends import get_catsim_galaxy
-from btk.draw_blends import SourceNotVisible
-from btk.sampling_functions import DefaultSampling
-from btk.sampling_functions import SamplingFunction
-from btk.survey import Filter
-from btk.survey import get_default_psf
-from btk.survey import get_default_psf_with_galcheat_info
-from btk.survey import get_psf_from_file
-from btk.survey import get_surveys
+from btk.catalog import CatsimCatalog, CosmosCatalog
+from btk.draw_blends import (
+    CatsimGenerator,
+    CosmosGenerator,
+    SourceNotVisible,
+    get_catsim_galaxy,
+)
+from btk.sampling_functions import DefaultSampling, SamplingFunction
+from btk.survey import (
+    Filter,
+    get_default_psf,
+    get_default_psf_with_galcheat_info,
+    get_psf_from_file,
+    get_surveys,
+)
 
 CATALOG_PATH = data_dir / "sample_input_catalog.fits"
 
diff --git a/tests/test_group_sampling.py b/tests/test_group_sampling.py
deleted file mode 100644
index 9676c5203..000000000
--- a/tests/test_group_sampling.py
+++ /dev/null
@@ -1,49 +0,0 @@
-import numpy as np
-from conftest import data_dir
-
-from btk.catalog import CatsimCatalog
-from btk.draw_blends import CatsimGenerator
-from btk.sampling_functions import GroupSamplingNumbered
-from btk.survey import get_surveys
-
-TEST_SEED = 0
-
-
-def get_group_sampling_draw_generator(batch_size=3):
-    """Returns draw generator with group sampling function."""
-    wld_catalog_name = data_dir / "sample_group_catalog.fits"
-    catalog_name = data_dir / "sample_group_input_catalog.fits"
-
-    max_number = 10
-    stamp_size = 24
-    survey = get_surveys("LSST")
-    pixel_scale = 0.2
-    shift = [0.8, -0.7]
-    catalog = CatsimCatalog.from_file(catalog_name)
-    sampling_function = GroupSamplingNumbered(
-        max_number, wld_catalog_name, stamp_size, pixel_scale, shift=shift, seed=TEST_SEED
-    )
-    draw_blend_generator = CatsimGenerator(
-        catalog, sampling_function, [survey], batch_size=batch_size, seed=TEST_SEED
-    )
-    return draw_blend_generator
-
-
-def test_group_sampling():
-    """Test blends drawn with group sampling function."""
-    draw_blend_generator = get_group_sampling_draw_generator()
-    output = next(draw_blend_generator)
-    blend_images = output["blend_images"]
-    batch_max = blend_images.max(axis=(0, 2, 3))
-    batch_mean = blend_images.mean()
-    batch_std = blend_images.std()
-    test_batch_max = np.array([13e2, 13e3, 43e3, 45e3, 30e3, 17e3])
-    test_batch_mean = 82.1
-    test_batch_std = 1027.6
-
-    rel_diff1 = (test_batch_max - batch_max) / test_batch_max
-    rel_diff2 = (batch_mean - test_batch_mean) / test_batch_mean
-    rel_diff3 = (batch_std - test_batch_std) / test_batch_std
-    assert np.all(rel_diff1 <= 0.15)
-    assert np.all(rel_diff2 <= 0.15)
-    assert np.all(rel_diff3 <= 0.15)
diff --git a/tests/test_measure.py b/tests/test_measure.py
index 88bbce8f3..fabe415f7 100644
--- a/tests/test_measure.py
+++ b/tests/test_measure.py
@@ -3,9 +3,7 @@
 
 from btk.catalog import CatsimCatalog
 from btk.draw_blends import CatsimGenerator
-from btk.measure import basic_measure
-from btk.measure import MeasureGenerator
-from btk.measure import sep_measure
+from btk.measure import MeasureGenerator, basic_measure, sep_measure
 from btk.sampling_functions import DefaultSampling
 from btk.survey import get_surveys
 
diff --git a/tests/test_metrics.py b/tests/test_metrics.py
index b9d2ef4ca..f34270f53 100644
--- a/tests/test_metrics.py
+++ b/tests/test_metrics.py
@@ -6,16 +6,16 @@
 import btk.plot_utils as plot_utils
 from btk.catalog import CatsimCatalog
 from btk.draw_blends import CatsimGenerator
-from btk.measure import MeasureGenerator
-from btk.measure import sep_measure
-from btk.metrics import auc
-from btk.metrics import get_detection_eff_matrix
-from btk.metrics import meas_ksb_ellipticity
-from btk.metrics import MetricsGenerator
+from btk.measure import MeasureGenerator, sep_measure
+from btk.metrics import (
+    MetricsGenerator,
+    auc,
+    get_detection_eff_matrix,
+    meas_ksb_ellipticity,
+)
 from btk.sampling_functions import DefaultSampling
 from btk.survey import get_surveys
 
-
 TEST_SEED = 0
 
 
diff --git a/tests/test_mr.py b/tests/test_mr.py
index 316e1d548..0a185b436 100644
--- a/tests/test_mr.py
+++ b/tests/test_mr.py
@@ -4,10 +4,8 @@
 
 from btk.catalog import CatsimCatalog
 from btk.draw_blends import CatsimGenerator
-from btk.measure import MeasureGenerator
-from btk.measure import sep_measure
-from btk.metrics import meas_ksb_ellipticity
-from btk.metrics import MetricsGenerator
+from btk.measure import MeasureGenerator, sep_measure
+from btk.metrics import MetricsGenerator, meas_ksb_ellipticity
 from btk.plot_utils import plot_metrics_summary
 from btk.sampling_functions import DefaultSampling
 from btk.survey import get_surveys
diff --git a/tests/test_save.py b/tests/test_save.py
index cfc342ae3..104204de6 100644
--- a/tests/test_save.py
+++ b/tests/test_save.py
@@ -4,10 +4,8 @@
 
 from btk.catalog import CatsimCatalog
 from btk.draw_blends import CatsimGenerator
-from btk.measure import MeasureGenerator
-from btk.measure import sep_measure
-from btk.metrics import meas_ksb_ellipticity
-from btk.metrics import MetricsGenerator
+from btk.measure import MeasureGenerator, sep_measure
+from btk.metrics import MetricsGenerator, meas_ksb_ellipticity
 from btk.sampling_functions import DefaultSampling
 from btk.survey import get_surveys
 from btk.utils import load_all_results