diff --git a/pixi.lock b/pixi.lock
index f67f956..c7b854e 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -3817,6 +3817,8 @@ packages:
   - cffi >=1.0.1
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -3850,6 +3852,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -4065,6 +4069,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - libbrotlicommon 1.1.0 h00291cd_2
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -4101,6 +4107,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - libbrotlicommon 1.1.0 h2466b09_2
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -4125,6 +4133,8 @@ packages:
   md5: 7ed4301d437b59045be7e051a0308211
   depends:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: bzip2-1.0.6
   license_family: BSD
   purls: []
@@ -4149,6 +4159,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: bzip2-1.0.6
   license_family: BSD
   purls: []
@@ -4157,6 +4169,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.12.14-hbcca054_0.conda
   sha256: 1afd7274cbc9a334d6d0bc62fa760acc7afdaceb0b91a8df370ec01fd75dc7dd
   md5: 720523eb0d6a9b0f6120c16b2aa4e7de
+  arch: x86_64
+  platform: linux
   license: ISC
   purls: []
   size: 157088
@@ -4164,6 +4178,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-64/ca-certificates-2024.12.14-h8857fd0_0.conda
   sha256: ddaafdcd1b8ace6ffeea22b6824ca9db8a64cf0a2652a11d7554ece54935fa06
   md5: b7b887091c99ed2e74845e75e9128410
+  arch: x86_64
+  platform: osx
   license: ISC
   purls: []
   size: 156925
@@ -4171,6 +4187,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ca-certificates-2024.12.14-hf0a4a13_0.conda
   sha256: 256be633fd0882ccc1a7a32bc278547e1703f85082c0789a87a603ee3ab8fb82
   md5: 7cb381a6783d91902638e4ed1ebd478e
+  arch: arm64
+  platform: osx
   license: ISC
   purls: []
   size: 157091
@@ -4178,6 +4196,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/win-64/ca-certificates-2024.12.14-h56e8100_0.conda
   sha256: 424d82db36cd26234bc4772426170efd60e888c2aed0099a257a95e131683a5e
   md5: cb2eaeb88549ddb27af533eccf9a45c1
+  arch: x86_64
+  platform: win
   license: ISC
   purls: []
   size: 157422
@@ -4241,6 +4261,8 @@ packages:
   - pycparser
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -4275,6 +4297,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -4723,6 +4747,8 @@ packages:
   - python >=3.10,<3.11.0a0
   - python_abi 3.10.* *_cp310
   - tomli
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4737,6 +4763,8 @@ packages:
   - python >=3.11,<3.12.0a0
   - python_abi 3.11.* *_cp311
   - tomli
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4751,6 +4779,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - tomli
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4818,6 +4848,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4834,6 +4866,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4850,6 +4884,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4939,6 +4975,8 @@ packages:
   - libcxx >=18
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -4971,6 +5009,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -6388,6 +6428,8 @@ packages:
   depends:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -6415,6 +6457,8 @@ packages:
   depends:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -6800,6 +6844,8 @@ packages:
   - libedit >=3.1.20191231,<3.2.0a0
   - libedit >=3.1.20191231,<4.0a0
   - openssl >=3.3.1,<4.0a0
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -6829,6 +6875,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls: []
@@ -6865,6 +6913,8 @@ packages:
   md5: 1bad6c181a0799298aad42fc5a7e98b7
   depends:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
@@ -6900,6 +6950,8 @@ packages:
   md5: 6016a8a1d0e63cac3de2c352cd40208b
   depends:
   - ncurses >=6.2,<7.0.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-2-Clause
   license_family: BSD
   purls: []
@@ -6939,6 +6991,8 @@ packages:
   - __osx >=10.13
   constrains:
   - expat 2.6.4.*
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -6967,6 +7021,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - expat 2.6.4.*
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls: []
@@ -6987,6 +7043,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.4.2-h0d85af4_5.tar.bz2
   sha256: 7a2d27a936ceee6942ea4d397f9c7d136f12549d86f7617e8b6bad51e01a941f
   md5: ccb34fb14960ad8b125962d3d79b31a9
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -7008,6 +7066,8 @@ packages:
   depends:
   - vc >=14.1,<15.0a0
   - vs2015_runtime >=14.16.27012
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls: []
@@ -7099,6 +7159,8 @@ packages:
   md5: f9e9205fed9c664421c1c09f0b90ce6d
   depends:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: 0BSD
   purls: []
   size: 103745
@@ -7121,6 +7183,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: 0BSD
   purls: []
   size: 104332
@@ -7153,6 +7217,8 @@ packages:
   md5: 6af4b059e26492da6013e79cbcb4d069
   depends:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: ISC
   purls: []
   size: 210249
@@ -7175,6 +7241,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: ISC
   purls: []
   size: 202344
@@ -7198,6 +7266,8 @@ packages:
   depends:
   - __osx >=10.13
   - libzlib >=1.3.1,<2.0a0
+  arch: x86_64
+  platform: osx
   license: Unlicense
   purls: []
   size: 923167
@@ -7221,6 +7291,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Unlicense
   purls: []
   size: 891292
@@ -7294,6 +7366,8 @@ packages:
   - __osx >=10.13
   constrains:
   - zlib 1.3.1 *_2
+  arch: x86_64
+  platform: osx
   license: Zlib
   license_family: Other
   purls: []
@@ -7322,6 +7396,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - zlib 1.3.1 *_2
+  arch: x86_64
+  platform: win
   license: Zlib
   license_family: Other
   purls: []
@@ -7409,6 +7485,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - jinja2 >=3.0.0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -7444,6 +7522,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - jinja2 >=3.0.0
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -8065,6 +8145,8 @@ packages:
   - __osx >=10.13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -8096,6 +8178,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -8131,6 +8215,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - typing_extensions >=4.1.0
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -8168,6 +8254,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -8270,6 +8358,8 @@ packages:
   md5: e102bbf8a6ceeaf429deab8032fc8977
   depends:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: X11 AND BSD-3-Clause
   purls: []
   size: 822066
@@ -8435,6 +8525,8 @@ packages:
   depends:
   - __osx >=10.13
   - ca-certificates
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls: []
@@ -8461,6 +8553,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: Apache
   purls: []
@@ -8488,6 +8582,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - typing-extensions >=4.10
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -8517,6 +8613,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - typing-extensions >=4.10
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -10227,6 +10325,8 @@ packages:
   - __osx >=10.13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -10258,6 +10358,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -10287,6 +10389,8 @@ packages:
   - __osx >=10.13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -10318,6 +10422,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -10411,6 +10517,8 @@ packages:
   - typing-extensions >=4.6.0,!=4.7.0
   constrains:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -10446,6 +10554,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -10544,6 +10654,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - setuptools
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -10577,6 +10689,8 @@ packages:
   - pyobjc-core 10.3.2.*
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -10813,6 +10927,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.10.* *_cp310
+  arch: x86_64
+  platform: osx
   license: Python-2.0
   purls: []
   size: 13061363
@@ -10836,6 +10952,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.11.* *_cp311
+  arch: x86_64
+  platform: osx
   license: Python-2.0
   purls: []
   size: 14221518
@@ -10859,6 +10977,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: Python-2.0
   purls: []
   size: 13683139
@@ -10955,6 +11075,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - python_abi 3.10.* *_cp310
+  arch: x86_64
+  platform: win
   license: Python-2.0
   purls: []
   size: 16061214
@@ -10978,6 +11100,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - python_abi 3.11.* *_cp311
+  arch: x86_64
+  platform: win
   license: Python-2.0
   purls: []
   size: 18161635
@@ -11001,6 +11125,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: win
   license: Python-2.0
   purls: []
   size: 15812363
@@ -11128,6 +11254,8 @@ packages:
   md5: 5918a11cbc8e1650b2dde23b6ef7452c
   constrains:
   - python 3.10.* *_cpython
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -11139,6 +11267,8 @@ packages:
   md5: e6d62858c06df0be0e6255c753d74787
   constrains:
   - python 3.11.* *_cpython
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -11150,6 +11280,8 @@ packages:
   md5: c34dd4920e0addf7cfcc725809f25d8e
   constrains:
   - python 3.12.* *_cpython
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -11200,6 +11332,8 @@ packages:
   md5: 3c510f4c4383f5fbdb12fdd971b30d49
   constrains:
   - python 3.10.* *_cpython
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -11211,6 +11345,8 @@ packages:
   md5: 895b873644c11ccc0ab7dba2d8513ae6
   constrains:
   - python 3.11.* *_cpython
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -11222,6 +11358,8 @@ packages:
   md5: e8681f534453af7afab4cd2bc1423eec
   constrains:
   - python 3.12.* *_cpython
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -11347,6 +11485,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: PSF-2.0
   license_family: PSF
   purls:
@@ -11359,6 +11499,8 @@ packages:
   depends:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -11375,6 +11517,8 @@ packages:
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
   - winpty
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -11466,6 +11610,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - yaml >=0.2.5,<0.3.0a0
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -11499,6 +11645,8 @@ packages:
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
   - yaml >=0.2.5,<0.3.0a0
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -11546,6 +11694,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - zeromq >=4.3.5,<4.4.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -11582,6 +11732,8 @@ packages:
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
   - zeromq >=4.3.5,<4.3.6.0a0
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -11590,8 +11742,8 @@ packages:
   timestamp: 1728642895644
 - pypi: .
   name: readii
-  version: 1.28.0
-  sha256: 58aca4e0adfd0056675a096c102ba6dde8f8f2eecd52805c4ad9a1377f99af21
+  version: 1.29.0
+  sha256: abc3680060af41d49e9b45569053c6c1b6ecacf00f1abd4d73ec09d1ea137a4b
   requires_dist:
   - simpleitk>=2.3.1
   - matplotlib>=3.9.2,<4
@@ -11622,6 +11774,8 @@ packages:
   md5: f17f77f2acf4d344734bda76829ce14e
   depends:
   - ncurses >=6.3,<7.0a0
+  arch: x86_64
+  platform: osx
   license: GPL-3.0-only
   license_family: GPL
   purls: []
@@ -11675,6 +11829,8 @@ packages:
   - __osx >=10.13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: Python-2.0
   license_family: PSF
   purls:
@@ -11706,6 +11862,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Python-2.0
   license_family: PSF
   purls:
@@ -11815,6 +11973,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -11848,6 +12008,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -11938,6 +12100,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -11972,6 +12136,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -14796,6 +14962,8 @@ packages:
   md5: bf830ba5afc507c6232d4ef0fb1a882d
   depends:
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: osx
   license: TCL
   license_family: BSD
   purls: []
@@ -14820,6 +14988,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: TCL
   license_family: BSD
   purls: []
@@ -14892,6 +15062,8 @@ packages:
   - __osx >=10.13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls:
@@ -14923,6 +15095,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: Apache
   purls:
@@ -15032,6 +15206,8 @@ packages:
   md5: 6797b005cd0f439c4c5c9ac565783700
   constrains:
   - vs2015_runtime >=14.29.30037
+  arch: x86_64
+  platform: win
   license: LicenseRef-MicrosoftWindowsSDK10
   purls: []
   size: 559710
@@ -15063,6 +15239,8 @@ packages:
   - libcxx >=17
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -15097,6 +15275,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls:
@@ -15164,6 +15344,8 @@ packages:
   - libcxx >=18
   constrains:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: Apache-2.0 OR MIT
   purls: []
   size: 10207409
@@ -15189,6 +15371,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0 OR MIT
   purls: []
   size: 11481404
@@ -15198,6 +15382,8 @@ packages:
   md5: 7c10ec3158d1eb4ddff7007c9101adb0
   depends:
   - vc14_runtime >=14.38.33135
+  arch: x86_64
+  platform: win
   track_features:
   - vc14
   license: BSD-3-Clause
@@ -15212,6 +15398,8 @@ packages:
   - ucrt >=10.0.20348.0
   constrains:
   - vs2015_runtime 14.42.34433.* *_23
+  arch: x86_64
+  platform: win
   license: LicenseRef-MicrosoftVisualCpp2015-2022Runtime
   license_family: Proprietary
   purls: []
@@ -15247,6 +15435,8 @@ packages:
   md5: 5c176975ca2b8366abad3c97b3cd1e83
   depends:
   - vc14_runtime >=14.42.34433
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -15275,6 +15465,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - pyyaml >=3.10
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -15305,6 +15497,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - pyyaml >=3.10
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -15411,6 +15605,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h0d85af4_2.tar.bz2
   sha256: 5301417e2c8dea45b401ffee8df3957d2447d4ce80c83c5ff151fc6bfe1c4148
   md5: d7e08fcf8259d742156188e8762b4d20
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -15432,6 +15628,8 @@ packages:
   depends:
   - vc >=14.1,<15.0a0
   - vs2015_runtime >=14.16.27012
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls: []
@@ -15574,6 +15772,8 @@ packages:
   - propcache >=0.2.1
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls:
@@ -15611,6 +15811,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: Apache
   purls:
@@ -15641,6 +15843,8 @@ packages:
   - krb5 >=1.21.3,<1.22.0a0
   - libcxx >=18
   - libsodium >=1.0.20,<1.0.21.0a0
+  arch: x86_64
+  platform: osx
   license: MPL-2.0
   license_family: MOZILLA
   purls: []
@@ -15670,6 +15874,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MPL-2.0
   license_family: MOZILLA
   purls: []
@@ -15715,6 +15921,8 @@ packages:
   - python_abi 3.12.* *_cp312
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -15752,6 +15960,8 @@ packages:
   - vc14_runtime >=14.29.30139
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -15778,6 +15988,8 @@ packages:
   depends:
   - __osx >=10.9
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -15804,6 +16016,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
diff --git a/src/readii/io/loaders/features.py b/src/readii/io/loaders/features.py
index d51247d..6e33ac9 100644
--- a/src/readii/io/loaders/features.py
+++ b/src/readii/io/loaders/features.py
@@ -53,7 +53,7 @@ def loadFeatureFilesFromImageTypes(extracted_feature_dir:Union[Path|str], # noqa
     for image_type in image_types:
         try:
             # Extract the image type feature csv file from the feature directory  
-            matching_files = [file for file in feature_file_list if (image_type in file)]  
+            matching_files = [file for file in feature_file_list if (image_type in file.stem)]  
 
             match len(matching_files):
                 case 1: