diff --git a/pyproject.toml b/pyproject.toml
index d308afa..1a57bb7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,46 +13,44 @@ requires-python = ">=3.10"
 license = { file = "LICENSE" }
 authors = [{ name = "CZ Biohub SF", email = "compmicro@czbiohub.org" }]
 maintainers = [
-    { name = "Talon Chandler", email = "talon.chandler@czbiohub.org" },
-    { name = "Shalin Mehta", email = "shalin.mehta@czbiohub.org" },
+  { name = "Talon Chandler", email = "talon.chandler@czbiohub.org" },
+  { name = "Shalin Mehta", email = "shalin.mehta@czbiohub.org" },
 ]
 keywords = [
-    "simulation",
-    'optics',
-    'phase',
-    'scattering',
-    'polarization',
-    'label-free',
-    'permittivity',
-    "reconstruction-algorithm",
-    'qlipp',
-    'mipolscope',
-    'permittivity-tensor-imaging',
+  "simulation",
+  'optics',
+  'phase',
+  'scattering',
+  'polarization',
+  'label-free',
+  'permittivity',
+  "reconstruction-algorithm",
+  'qlipp',
+  'mipolscope',
+  'permittivity-tensor-imaging',
 ]
 classifiers = [
-    "Development Status :: 4 - Beta",
-    "Intended Audience :: Science/Research",
-    "License :: OSI Approved :: BSD License",
-    "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.10",
-    "Programming Language :: Python :: 3.11",
-    "Programming Language :: Python :: 3.12",
-    "Topic :: Scientific/Engineering",
-    "Topic :: Scientific/Engineering :: Image Processing",
-    "Topic :: Scientific/Engineering :: Visualization",
-    "Topic :: Scientific/Engineering :: Information Analysis",
-    "Topic :: Scientific/Engineering :: Bio-Informatics",
-    "Operating System :: POSIX :: Linux",
-    "Operating System :: Microsoft :: Windows",
-    "Operating System :: MacOS",
+  "Development Status :: 4 - Beta",
+  "Intended Audience :: Science/Research",
+  "License :: OSI Approved :: BSD License",
+  "Programming Language :: Python :: 3",
+  "Programming Language :: Python :: 3.10",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+  "Topic :: Scientific/Engineering",
+  "Topic :: Scientific/Engineering :: Image Processing",
+  "Topic :: Scientific/Engineering :: Bio-Informatics",
+  "Operating System :: POSIX :: Linux",
+  "Operating System :: Microsoft :: Windows",
+  "Operating System :: MacOS",
 ]
 dependencies = [
-    "numpy>=1.21",
-    "matplotlib>=3.1.1",
-    "scipy>=1.3.0",
-    "pywavelets>=1.1.1",
-    "ipywidgets>=7.5.1",
-    "torch>=2.2.1",
+  "numpy>=1.21",
+  "matplotlib>=3.1.1",
+  "scipy>=1.3.0",
+  "pywavelets>=1.1.1",
+  "ipywidgets>=7.5.1",
+  "torch>=2.2.1",
 ]
 dynamic = ["version"]