diff --git a/pixi.lock b/pixi.lock
index 6dc0b9c..f67f956 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -335,7 +335,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.12.14-hbcca054_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py312h06ac9bb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
@@ -382,10 +382,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.2.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.7.2-pyh31011fe_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.10.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.11.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.14.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.1-h166bdaf_0.tar.bz2
@@ -444,7 +444,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pixi-kernel-0.5.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pkgutil-resolve-name-1.3.10-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_1.conda
@@ -456,12 +456,12 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-6.1.0-py312h66e93f0_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pydantic-2.10.3-pyh3cfb1c2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pydantic-core-2.27.1-py312h12e396e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.18.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.2.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-8.3.4-pyhd8ed1ab_1.conda
@@ -485,7 +485,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/rich-13.9.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.22.3-py312h12e396e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.8.3-py312h2156523_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh0d859eb_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-75.6.0-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhd8ed1ab_0.conda
@@ -586,7 +586,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ca-certificates-2024.12.14-h8857fd0_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py312hf857d28_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
@@ -633,14 +633,14 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.2.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.7.2-pyh31011fe_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.10.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.11.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.14.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/krb5-1.21.3-h37d8d59_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.5-hf95d169_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.6-hf95d169_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libedit-3.1.20191231-h0678c8f_2.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.6.4-h240833e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.4.2-h0d85af4_5.tar.bz2
@@ -686,7 +686,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pixi-kernel-0.5.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pkgutil-resolve-name-1.3.10-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_1.conda
@@ -698,12 +698,12 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/psutil-6.1.0-py312h3d0f464_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pydantic-2.10.3-pyh3cfb1c2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pydantic-core-2.27.1-py312h0d0de52_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.18.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-core-10.3.2-py312h2365019_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-framework-cocoa-10.3.2-py312h2365019_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.2.0-pyhd8ed1ab_2.conda
@@ -729,7 +729,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/rich-13.9.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/rpds-py-0.22.3-py312h0d0de52_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ruff-0.8.3-py312h07459cc_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh31c8845_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-75.6.0-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhd8ed1ab_0.conda
@@ -830,7 +830,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ca-certificates-2024.12.14-hf0a4a13_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cffi-1.17.1-py312h0fad829_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
@@ -877,14 +877,14 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.2.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.7.2-pyh31011fe_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.10.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.11.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.14.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/krb5-1.21.3-h237132a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.5-ha82da77_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.6-ha82da77_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20191231-hc8eb9b7_2.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.6.4-h286801f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.2-h3422bc3_5.tar.bz2
@@ -930,7 +930,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pixi-kernel-0.5.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pkgutil-resolve-name-1.3.10-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_1.conda
@@ -942,12 +942,12 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/psutil-6.1.0-py312h0bf5046_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pydantic-2.10.3-pyh3cfb1c2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pydantic-core-2.27.1-py312hcd83bfe_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.18.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-core-10.3.2-py312hb9d441b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-framework-cocoa-10.3.2-py312hb9d441b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.2.0-pyhd8ed1ab_2.conda
@@ -973,7 +973,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/rich-13.9.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/rpds-py-0.22.3-py312hcd83bfe_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ruff-0.8.3-py312h5d18b81_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh31c8845_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-75.6.0-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhd8ed1ab_0.conda
@@ -1072,7 +1072,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/ca-certificates-2024.12.14-h56e8100_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/cffi-1.17.1-py312h4389bb4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
@@ -1120,10 +1120,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.2.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.7.2-pyh5737063_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.10.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.11.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.14.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/krb5-1.21.3-hdf4eb48_0.conda
@@ -1169,7 +1169,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pixi-kernel-0.5.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pkgutil-resolve-name-1.3.10-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_1.conda
@@ -1180,12 +1180,12 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/propcache-0.2.1-py312h4389bb4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/psutil-6.1.0-py312h4389bb4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pydantic-2.10.3-pyh3cfb1c2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/pydantic-core-2.27.1-py312h2615798_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.18.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.2.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-8.3.4-pyhd8ed1ab_1.conda
@@ -1210,7 +1210,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/rich-13.9.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/rpds-py-0.22.3-py312h2615798_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ruff-0.8.3-py312h4e4d446_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh5737063_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-75.6.0-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhd8ed1ab_0.conda
@@ -1313,7 +1313,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h2ec8cdc_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.12.14-hbcca054_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py312h06ac9bb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-unix_pyh707e725_1.conda
@@ -1368,10 +1368,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/propcache-0.2.1-py312h66e93f0_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.18.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.2.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.12.8-h9e4cc4f_1_cpython.conda
@@ -1450,7 +1450,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py312h5861a67_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-hfdf4475_7.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ca-certificates-2024.12.14-h8857fd0_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py312hf857d28_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-unix_pyh707e725_1.conda
@@ -1467,7 +1467,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-resources-6.4.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/importlib_resources-6.4.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.5-hf95d169_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.6-hf95d169_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.6.4-h240833e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.4.2-h0d85af4_5.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-64/liblzma-5.6.3-hd471939_1.conda
@@ -1497,10 +1497,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/propcache-0.2.1-py312h01d7ebd_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.18.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.2.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.12.8-h9ccd52b_1_cpython.conda
@@ -1579,7 +1579,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py312hde4cb15_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-h99b78c6_7.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ca-certificates-2024.12.14-hf0a4a13_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cffi-1.17.1-py312h0fad829_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-unix_pyh707e725_1.conda
@@ -1596,7 +1596,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-resources-6.4.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/importlib_resources-6.4.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.5-ha82da77_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.6-ha82da77_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.6.4-h286801f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.2-h3422bc3_5.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.6.3-h39f12f2_1.conda
@@ -1626,10 +1626,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/propcache-0.2.1-py312hea69d52_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.18.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.2.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.12.8-hc22306f_1_cpython.conda
@@ -1707,7 +1707,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py312h275cf98_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h2466b09_7.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ca-certificates-2024.12.14-h56e8100_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/cffi-1.17.1-py312h4389bb4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-win_pyh7428d3b_1.conda
@@ -1752,10 +1752,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.3.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/propcache-0.2.1-py312h4389bb4_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.18.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.2.0-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.12.8-h3f84c4b_1_cpython.conda
@@ -1849,7 +1849,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h2ec8cdc_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.12.14-hbcca054_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py312h06ac9bb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-unix_pyh707e725_1.conda
@@ -1868,7 +1868,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/graphql-core-3.2.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.14.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.1.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.27.0-pypyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.7-pyh29332c3_1.conda
@@ -1948,7 +1948,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024b-hc8b5060_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/userpath-1.7.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.9-h0f3a69f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.10-h0f3a69f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.28.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.18.3-py312h66e93f0_0.conda
@@ -2007,7 +2007,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py312h5861a67_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-hfdf4475_7.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ca-certificates-2024.12.14-h8857fd0_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py312hf857d28_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-unix_pyh707e725_1.conda
@@ -2023,7 +2023,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/graphql-core-3.2.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.14.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.1.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.27.0-pypyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.7-pyh29332c3_1.conda
@@ -2039,7 +2039,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/jaraco.functools-4.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/keyring-25.5.0-pyh534df25_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.5-hf95d169_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.6-hf95d169_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.6.4-h240833e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.4.2-h0d85af4_5.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-64/liblzma-5.6.3-hd471939_1.conda
@@ -2090,7 +2090,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024b-hc8b5060_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/userpath-1.7.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.9-h8de1528_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.10-h8de1528_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.28.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h0d85af4_2.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-64/yarl-1.18.3-py312h01d7ebd_0.conda
@@ -2149,7 +2149,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py312hde4cb15_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-h99b78c6_7.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ca-certificates-2024.12.14-hf0a4a13_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cffi-1.17.1-py312h0fad829_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-unix_pyh707e725_1.conda
@@ -2165,7 +2165,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/graphql-core-3.2.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.14.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.1.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.27.0-pypyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.7-pyh29332c3_1.conda
@@ -2181,7 +2181,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/jaraco.functools-4.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/keyring-25.5.0-pyh534df25_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.5-ha82da77_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.6-ha82da77_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.6.4-h286801f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.2-h3422bc3_5.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.6.3-h39f12f2_1.conda
@@ -2232,7 +2232,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024b-hc8b5060_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/userpath-1.7.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.9-h668ec48_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.10-h668ec48_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.28.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h3422bc3_2.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.18.3-py312hea69d52_0.conda
@@ -2290,7 +2290,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py312h275cf98_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h2466b09_7.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ca-certificates-2024.12.14-h56e8100_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/cffi-1.17.1-py312h4389bb4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-win_pyh7428d3b_1.conda
@@ -2307,7 +2307,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/graphql-core-3.2.5-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.14.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.1.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.27.0-pypyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.7-pyh29332c3_1.conda
@@ -2373,7 +2373,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.22621.0-h57928b3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/userpath-1.7.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.9-ha08ef0e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.10-ha08ef0e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-ha32ba9b_23.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.42.34433-he29a5d6_23.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.28.0-pyhd8ed1ab_0.conda
@@ -3498,6 +3498,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
   sha256: fe51de6107f9edc7aa4f786a70f4a883943bc9d39b3bb7307c04c41410990726
   md5: d7c89558ba9fa0495403155b64376d81
+  arch: x86_64
+  platform: linux
   license: None
   purls: []
   size: 2562
@@ -3511,6 +3513,8 @@ packages:
   - libgomp >=7.5.0
   constrains:
   - openmp_impl 9999
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -3797,6 +3801,8 @@ packages:
   - libgcc >=13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -3826,6 +3832,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -4039,6 +4047,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - libbrotlicommon 1.1.0 hb9d3cd8_2
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -4072,6 +4082,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - libbrotlicommon 1.1.0 hd74edd7_2
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -4101,6 +4113,8 @@ packages:
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: bzip2-1.0.6
   license_family: BSD
   purls: []
@@ -4121,6 +4135,8 @@ packages:
   md5: fc6948412dbbbe9a4c9ddbbcfe0a79ab
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: bzip2-1.0.6
   license_family: BSD
   purls: []
@@ -4188,16 +4204,16 @@ packages:
   - pkg:pypi/cached-property?source=hash-mapping
   size: 11065
   timestamp: 1615209567874
-- conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.8.30-pyhd8ed1ab_0.conda
-  sha256: 7020770df338c45ac6b560185956c32f0a5abf4b76179c037f115fc7d687819f
-  md5: 12f7d00853807b0531775e9be891cb11
+- conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
+  sha256: 048c16a9cbcb1fbad02083414d3bc7c1d0eea4b39aee6aa6bf8d1d5089ca8bad
+  md5: 6feb87357ecd66733be3279f16a8c400
   depends:
-  - python >=3.7
+  - python >=3.9
   license: ISC
   purls:
   - pkg:pypi/certifi?source=hash-mapping
-  size: 163752
-  timestamp: 1725278204397
+  size: 161642
+  timestamp: 1734380604767
 - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py312h06ac9bb_0.conda
   sha256: cba6ea83c4b0b4f5b5dc59cb19830519b28f95d7ebef7c9c5cf1c14843621457
   md5: a861504bbea4161a9170b85d4d2be840
@@ -4208,6 +4224,8 @@ packages:
   - pycparser
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -4239,6 +4257,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -4653,6 +4673,8 @@ packages:
   - python >=3.10,<3.11.0a0
   - python_abi 3.10.* *_cp310
   - tomli
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4668,6 +4690,8 @@ packages:
   - python >=3.11,<3.12.0a0
   - python_abi 3.11.* *_cp311
   - tomli
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4683,6 +4707,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - tomli
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4740,6 +4766,8 @@ packages:
   - python >=3.10,<3.11.0a0 *_cpython
   - python_abi 3.10.* *_cp310
   - tomli
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4755,6 +4783,8 @@ packages:
   - python >=3.11,<3.12.0a0 *_cpython
   - python_abi 3.11.* *_cp311
   - tomli
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4770,6 +4800,8 @@ packages:
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
   - tomli
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -4847,6 +4879,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - __glibc >=2.17
+  arch: x86_64
+  platform: linux
   license: Apache-2.0 AND BSD-3-Clause AND PSF-2.0 AND MIT
   license_family: BSD
   purls:
@@ -4873,6 +4907,8 @@ packages:
   - expat >=2.4.2,<3.0a0
   - libgcc-ng >=9.4.0
   - libglib >=2.70.2,<3.0a0
+  arch: x86_64
+  platform: linux
   license: GPL-2.0-or-later
   license_family: GPL
   purls: []
@@ -4887,6 +4923,8 @@ packages:
   - libstdcxx >=13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -4916,6 +4954,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -5054,6 +5094,8 @@ packages:
   - __glibc >=2.17,<3.0.a0
   - libexpat 2.6.4 h5888daf_0
   - libgcc >=13
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls: []
@@ -5854,16 +5896,16 @@ packages:
   requires_dist:
   - numpy>=1.19.3
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_0.conda
-  sha256: 8f07e3cde1dabf76ce5141bdc4036774e30e53390f504b685f3d974cb604de98
-  md5: 80dc9fa62b315216b1d940804fcc5cd4
+- conda: https://conda.anaconda.org/conda-forge/noarch/hatch-1.14.0-pyhd8ed1ab_1.conda
+  sha256: 908fc6e847da57da39011be839db0f56f16428d3d950f49a8c7ac1c9c1ed0505
+  md5: b34bdd91d7298c76d9891cea6c8ab27f
   depends:
   - click >=8.0.6
   - hatchling >=1.24.2
   - httpx >=0.22.0
   - hyperlink >=21.0.0
   - keyring >=23.5.0
-  - packaging >=23.2
+  - packaging >=24.2
   - pexpect >=4.8,<5
   - platformdirs >=2.5.0
   - python >=3.9
@@ -5873,13 +5915,14 @@ packages:
   - tomlkit >=0.11.1
   - userpath >=1.7,<2
   - uv >=0.1.35
-  - virtualenv >=20.26.1
+  - virtualenv >=20.26.6
   - zstandard <1.0
   license: MIT
+  license_family: MIT
   purls:
   - pkg:pypi/hatch?source=hash-mapping
-  size: 177561
-  timestamp: 1734371077543
+  size: 177914
+  timestamp: 1734476985835
 - conda: https://conda.anaconda.org/conda-forge/noarch/hatchling-1.27.0-pypyhd8ed1ab_0.conda
   sha256: e83420f81390535774ac33b83d05249b8993e5376b76b4d461f83a77549e493d
   md5: b85c18ba6e927ae0da3fde426c893cc8
@@ -6331,6 +6374,8 @@ packages:
   depends:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -6356,6 +6401,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -6481,11 +6528,12 @@ packages:
   - pkg:pypi/jupyter-core?source=hash-mapping
   size: 58269
   timestamp: 1727164026641
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.10.0-pyhd8ed1ab_1.conda
-  sha256: d7fa4c627d56ce8dc02f09f358757f8fd49eb6137216dc99340a6b4efc7e0491
-  md5: 62186e6383f38cc6a3466f0fadde3f2e
+- conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.11.0-pyhd8ed1ab_0.conda
+  sha256: eeb32aa58d37b130387628d5c151092f6d3fcf0a6964294bef06d6bac117f3c4
+  md5: 2d8876ca6bda213622dfbc3d1da56ecb
   depends:
   - jsonschema-with-format-nongpl >=4.18.0
+  - packaging
   - python >=3.9
   - python-json-logger >=2.0.4
   - pyyaml >=5.3
@@ -6497,8 +6545,8 @@ packages:
   license_family: BSD
   purls:
   - pkg:pypi/jupyter-events?source=hash-mapping
-  size: 21434
-  timestamp: 1733441420606
+  size: 22160
+  timestamp: 1734531779868
 - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.14.2-pyhd8ed1ab_1.conda
   sha256: 082d3517455339c8baea245a257af249758ccec26b8832d969ac928901c234cc
   md5: 81ea84b3212287f926e35b9036192963
@@ -6540,9 +6588,9 @@ packages:
   - pkg:pypi/jupyter-server-terminals?source=hash-mapping
   size: 19711
   timestamp: 1733428049134
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.3-pyhd8ed1ab_0.conda
-  sha256: 63aa00427abd4a3e7c1738257b8e296f5e0ba04a4a1ab9ff3bc186440c8b9fdc
-  md5: 0707e62d944a89c365ba11da4898f8af
+- conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.4-pyhd8ed1ab_0.conda
+  sha256: bcf9fc0ea4bd6cf06a7a23b7f8b7bb7d8520eea8d0cdd6d3b975ede7793ed69b
+  md5: edc13687180382b4444d9f143a2e1ef7
   depends:
   - async-lru >=1.0.0
   - httpx >=0.25.0
@@ -6564,8 +6612,8 @@ packages:
   license_family: BSD
   purls:
   - pkg:pypi/jupyterlab?source=hash-mapping
-  size: 7972675
-  timestamp: 1733836496011
+  size: 7257751
+  timestamp: 1734539283837
 - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
   sha256: dc24b900742fdaf1e077d9a3458fd865711de80bca95fe3c6d46610c532c6ef0
   md5: fd312693df06da3578383232528c468d
@@ -6660,6 +6708,8 @@ packages:
   md5: 30186d27e2c9fa62b45fb1476b7200e3
   depends:
   - libgcc-ng >=10.3.0
+  arch: x86_64
+  platform: linux
   license: LGPL-2.1-or-later
   purls: []
   size: 117831
@@ -6734,6 +6784,8 @@ packages:
   - libgcc-ng >=12
   - libstdcxx-ng >=12
   - openssl >=3.3.1,<4.0a0
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls: []
@@ -6762,6 +6814,8 @@ packages:
   - libedit >=3.1.20191231,<3.2.0a0
   - libedit >=3.1.20191231,<4.0a0
   - openssl >=3.3.1,<4.0a0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -6799,37 +6853,43 @@ packages:
   - __glibc >=2.17,<3.0.a0
   constrains:
   - binutils_impl_linux-64 2.43
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only
   license_family: GPL
   purls: []
   size: 669211
   timestamp: 1729655358674
-- conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.5-hf95d169_0.conda
-  sha256: 57e80908add715a2198559001087de014156c4b44a722add46253465ae9daa0c
-  md5: a20d4ea6839510372d1eeb8532b09acf
+- conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.6-hf95d169_1.conda
+  sha256: c40661648c34c08e21b69e0eec021ccaf090ffff070d2a9cbcb1519e1b310568
+  md5: 1bad6c181a0799298aad42fc5a7e98b7
   depends:
   - __osx >=10.13
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
-  size: 529401
-  timestamp: 1733291621685
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.5-ha82da77_0.conda
-  sha256: 7918cc0bb7a6554cdd3eee634c3dc414a1ab8ec49faeca1567367bb92118f9d7
-  md5: 3c7be0df28ccda1d193ea6de56dcb5ff
+  size: 527370
+  timestamp: 1734494305140
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.6-ha82da77_1.conda
+  sha256: 2b2443404503cd862385fd2f2a2c73f9624686fd1e5a45050b4034cfc06904ec
+  md5: ce5252d8db110cdb4ae4173d0a63c7c5
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
-  size: 519819
-  timestamp: 1733291654212
+  size: 520992
+  timestamp: 1734494699681
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20191231-he28a2e2_2.tar.bz2
   sha256: a57d37c236d8f7c886e01656f4949d9dcca131d2a0728609c6f7fa338b65f1cf
   md5: 4d331e44109e3f0e19b4cb8f9b82f3e1
   depends:
   - libgcc-ng >=7.5.0
   - ncurses >=6.2,<7.0.0a0
+  arch: x86_64
+  platform: linux
   license: BSD-2-Clause
   license_family: BSD
   purls: []
@@ -6850,6 +6910,8 @@ packages:
   md5: 30e4362988a2623e9eb34337b83e01f9
   depends:
   - ncurses >=6.2,<7.0.0a0
+  arch: arm64
+  platform: osx
   license: BSD-2-Clause
   license_family: BSD
   purls: []
@@ -6863,6 +6925,8 @@ packages:
   - libgcc >=13
   constrains:
   - expat 2.6.4.*
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls: []
@@ -6887,6 +6951,8 @@ packages:
   - __osx >=11.0
   constrains:
   - expat 2.6.4.*
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -6911,6 +6977,8 @@ packages:
   md5: d645c6d2ac96843a2bfaccd2d62b3ac3
   depends:
   - libgcc-ng >=9.4.0
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls: []
@@ -6927,6 +6995,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.2-h3422bc3_5.tar.bz2
   sha256: 41b3d13efb775e340e4dba549ab5c029611ea6918703096b2eaa9c015c0750ca
   md5: 086914b672be056eb70fd4285b6783b6
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -6952,6 +7022,8 @@ packages:
   constrains:
   - libgomp 14.2.0 h77fa898_1
   - libgcc-ng ==14.2.0=*_1
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -6962,6 +7034,8 @@ packages:
   md5: e39480b9ca41323497b05492a63bc35b
   depends:
   - libgcc 14.2.0 h77fa898_1
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -6979,6 +7053,8 @@ packages:
   - pcre2 >=10.44,<10.45.0a0
   constrains:
   - glib 2.82.2 *_0
+  arch: x86_64
+  platform: linux
   license: LGPL-2.1-or-later
   purls: []
   size: 3931898
@@ -6988,6 +7064,8 @@ packages:
   md5: cc3573974587f12dda90d96e3e55a702
   depends:
   - _libgcc_mutex 0.1 conda_forge
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -6998,6 +7076,8 @@ packages:
   md5: d66573916ffcf376178462f1b61c941e
   depends:
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: LGPL-2.1-only
   purls: []
   size: 705775
@@ -7008,6 +7088,8 @@ packages:
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
+  arch: x86_64
+  platform: linux
   license: 0BSD
   purls: []
   size: 111132
@@ -7026,6 +7108,8 @@ packages:
   md5: b2553114a7f5e20ccd02378a77d836aa
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: 0BSD
   purls: []
   size: 99129
@@ -7046,6 +7130,8 @@ packages:
   md5: 30fd6e37fe21f86f4bd26d6ee73eeec7
   depends:
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: LGPL-2.1-only
   license_family: GPL
   purls: []
@@ -7056,6 +7142,8 @@ packages:
   md5: a587892d3c13b6621a6091be690dbca2
   depends:
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: ISC
   purls: []
   size: 205978
@@ -7074,6 +7162,8 @@ packages:
   md5: a7ce36e284c5faaf93c220dfc39e3abd
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: ISC
   purls: []
   size: 164972
@@ -7096,6 +7186,8 @@ packages:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libzlib >=1.3.1,<2.0a0
+  arch: x86_64
+  platform: linux
   license: Unlicense
   purls: []
   size: 873551
@@ -7116,6 +7208,8 @@ packages:
   depends:
   - __osx >=11.0
   - libzlib >=1.3.1,<2.0a0
+  arch: arm64
+  platform: osx
   license: Unlicense
   purls: []
   size: 850553
@@ -7136,6 +7230,8 @@ packages:
   md5: 234a5554c53625688d51062645337328
   depends:
   - libgcc 14.2.0 h77fa898_1
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -7146,6 +7242,8 @@ packages:
   md5: 8371ac6457591af2cf6159439c1fd051
   depends:
   - libstdcxx 14.2.0 hc0a3c3a_1
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -7156,6 +7254,8 @@ packages:
   md5: 40b61aab5c7ba9ff276c41cfffe6b80b
   depends:
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -7166,6 +7266,8 @@ packages:
   md5: 5aa797f8787fe7a17d1b0821485b5adc
   depends:
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: LGPL-2.1-or-later
   purls: []
   size: 100393
@@ -7178,6 +7280,8 @@ packages:
   - libgcc >=13
   constrains:
   - zlib 1.3.1 *_2
+  arch: x86_64
+  platform: linux
   license: Zlib
   license_family: Other
   purls: []
@@ -7202,6 +7306,8 @@ packages:
   - __osx >=11.0
   constrains:
   - zlib 1.3.1 *_2
+  arch: arm64
+  platform: osx
   license: Zlib
   license_family: Other
   purls: []
@@ -7286,6 +7392,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - jinja2 >=3.0.0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -7317,6 +7425,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - jinja2 >=3.0.0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -7724,6 +7834,7 @@ packages:
   - python >=3.9
   - pyyaml >=5.1
   license: MIT
+  license_family: MIT
   purls:
   - pkg:pypi/mkdocs-get-deps?source=hash-mapping
   size: 14757
@@ -7939,6 +8050,8 @@ packages:
   - libgcc >=13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -7966,6 +8079,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -7998,6 +8113,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - typing_extensions >=4.1.0
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -8031,6 +8148,8 @@ packages:
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
   - typing_extensions >=4.1.0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -8140,6 +8259,8 @@ packages:
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: X11 AND BSD-3-Clause
   purls: []
   size: 889086
@@ -8158,6 +8279,8 @@ packages:
   md5: cb2b0ea909b97b3d70cd3921d1445e1a
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: X11 AND BSD-3-Clause
   purls: []
   size: 802321
@@ -8299,6 +8422,8 @@ packages:
   - __glibc >=2.17,<3.0.a0
   - ca-certificates
   - libgcc >=13
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: Apache
   purls: []
@@ -8321,6 +8446,8 @@ packages:
   depends:
   - __osx >=11.0
   - ca-certificates
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls: []
@@ -8346,6 +8473,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - typing-extensions >=4.10
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -8373,6 +8502,8 @@ packages:
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
   - typing-extensions >=4.10
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -9573,6 +9704,8 @@ packages:
   - bzip2 >=1.0.8,<2.0a0
   - libgcc-ng >=12
   - libzlib >=1.3.1,<2.0a0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -9912,19 +10045,19 @@ packages:
   - typing-extensions ; python_full_version < '3.10' and extra == 'typing'
   - defusedxml ; extra == 'xmp'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_0.conda
-  sha256: 499313e72e20225f84c2e9690bbaf5b952c8d7e0bf34b728278538f766b81628
-  md5: 5dd546fe99b44fda83963d15f84263b7
+- conda: https://conda.anaconda.org/conda-forge/noarch/pip-24.3.1-pyh8b19718_2.conda
+  sha256: da8c8888de10c1e4234ebcaa1550ac2b4b5408ac20f093fe641e4bc8c9c9f3eb
+  md5: 04e691b9fadd93a8a9fad87a81d4fd8f
   depends:
-  - python >=3.8,<3.13.0a0
+  - python >=3.9,<3.13.0a0
   - setuptools
   - wheel
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/pip?source=hash-mapping
-  size: 1243168
-  timestamp: 1730203795600
+  size: 1245116
+  timestamp: 1734466348103
 - conda: https://conda.anaconda.org/conda-forge/noarch/pixi-kernel-0.5.2-pyhd8ed1ab_0.conda
   sha256: a8888f2023725a887da5ae2f0c17c7260d719486710d30e276df6a5c4904a363
   md5: 41256cd3428671354dd39af67f7c8dd1
@@ -10079,6 +10212,8 @@ packages:
   - libgcc >=13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -10106,6 +10241,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -10135,6 +10272,8 @@ packages:
   - libgcc >=13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -10162,6 +10301,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -10204,17 +10345,17 @@ packages:
   - pkg:pypi/pure-eval?source=hash-mapping
   size: 16668
   timestamp: 1733569518868
-- conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_0.conda
-  sha256: 8c810e51bff3bdd42c05931fff68bb8d399b9394df22b56093bfeea5d0a10169
-  md5: ed07ddeedf3870f76029954e93391318
+- conda: https://conda.anaconda.org/conda-forge/noarch/pyaml-24.12.1-pyhd8ed1ab_1.conda
+  sha256: 064087e4ee67df58fd6ca307baec59200406ec52ab0448f701324fb138db1cf2
+  md5: df35eb458bcdd4f67d09e0e02c397dd1
   depends:
   - python >=3.9
   - pyyaml
   license: WTFPL
   purls:
   - pkg:pypi/pyaml?source=hash-mapping
-  size: 29090
-  timestamp: 1734021155090
+  size: 29029
+  timestamp: 1734444913512
 - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
   sha256: 79db7928d13fab2d892592223d7570f5061c192f27b9febd1a418427b719acc6
   md5: 12c566707c80111f9799308d9e265aef
@@ -10252,6 +10393,8 @@ packages:
   - typing-extensions >=4.6.0,!=4.7.0
   constrains:
   - __glibc >=2.17
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -10285,6 +10428,8 @@ packages:
   - typing-extensions >=4.6.0,!=4.7.0
   constrains:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -10366,19 +10511,19 @@ packages:
   - docopt>=0.6.2
   - python-dateutil>=2.8.0
   - ruamel-yaml>=0.16.0
-- conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_0.conda
-  sha256: a56ba3e7070c0dbfe8c435a43d75ea0faa4ec61aa158f364f5826a283925cd25
-  md5: e352dc92203f360748da72357da78ed8
+- conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-10.12-pyhd8ed1ab_1.conda
+  sha256: 62bacd823fa241020f00555b60f63cb5f8916e5f7eefc70886bbcc5c19504c87
+  md5: 30b4fe95b9335fb02f3dc315de7292fa
   depends:
   - markdown >=3.6
-  - python >=3.8
+  - python >=3.9
   - pyyaml
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/pymdown-extensions?source=hash-mapping
-  size: 167047
-  timestamp: 1730190145267
+  size: 167512
+  timestamp: 1734431261248
 - pypi: https://files.pythonhosted.org/packages/7b/fe/532e4899c5a19d51e4aae7fe2e8689380a27b8fb3b53560541f84c283445/pynrrd-1.1.1-py3-none-any.whl
   name: pynrrd
   version: 1.1.1
@@ -10415,6 +10560,8 @@ packages:
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
   - setuptools
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -10446,6 +10593,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -10580,6 +10729,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.10.* *_cp310
+  arch: x86_64
+  platform: linux
   license: Python-2.0
   purls: []
   size: 25199631
@@ -10608,6 +10759,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.11.* *_cp311
+  arch: x86_64
+  platform: linux
   license: Python-2.0
   purls: []
   size: 30624804
@@ -10636,6 +10789,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: Python-2.0
   purls: []
   size: 31565686
@@ -10726,6 +10881,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.10.* *_cp310
+  arch: arm64
+  platform: osx
   license: Python-2.0
   purls: []
   size: 12372048
@@ -10749,6 +10906,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.11.* *_cp311
+  arch: arm64
+  platform: osx
   license: Python-2.0
   purls: []
   size: 14647146
@@ -10772,6 +10931,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: Python-2.0
   purls: []
   size: 12998673
@@ -10928,6 +11089,8 @@ packages:
   md5: 2921c34715e74b3587b4cff4d36844f9
   constrains:
   - python 3.10.* *_cpython
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -10939,6 +11102,8 @@ packages:
   md5: 139a8d40c8a2f430df31048949e450de
   constrains:
   - python 3.11.* *_cpython
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -10950,6 +11115,8 @@ packages:
   md5: 0424ae29b104430108f5218a66db7260
   constrains:
   - python 3.12.* *_cpython
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -10994,6 +11161,8 @@ packages:
   md5: e33836c9096802b29d28981765becbee
   constrains:
   - python 3.10.* *_cpython
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -11005,6 +11174,8 @@ packages:
   md5: 3b855e3734344134cb56c410f729c340
   constrains:
   - python 3.11.* *_cpython
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -11016,6 +11187,8 @@ packages:
   md5: b76f9b1c862128e56ac7aa8cd2333de9
   constrains:
   - python 3.12.* *_cpython
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -11277,6 +11450,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - yaml >=0.2.5,<0.3.0a0
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -11306,6 +11481,8 @@ packages:
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
   - yaml >=0.2.5,<0.3.0a0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -11351,6 +11528,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - zeromq >=4.3.5,<4.4.0a0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -11384,6 +11563,8 @@ packages:
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
   - zeromq >=4.3.5,<4.4.0a0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -11409,8 +11590,8 @@ packages:
   timestamp: 1728642895644
 - pypi: .
   name: readii
-  version: 1.27.0
-  sha256: e29b2c9c47f5afff0bb8fcbcd3f53b579ece2545bdac05f9738045e7584b2761
+  version: 1.28.0
+  sha256: 58aca4e0adfd0056675a096c102ba6dde8f8f2eecd52805c4ad9a1377f99af21
   requires_dist:
   - simpleitk>=2.3.1
   - matplotlib>=3.9.2,<4
@@ -11429,6 +11610,8 @@ packages:
   depends:
   - libgcc-ng >=12
   - ncurses >=6.3,<7.0a0
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only
   license_family: GPL
   purls: []
@@ -11449,6 +11632,8 @@ packages:
   md5: 8cbb776a2f641b943d413b3e19df71f4
   depends:
   - ncurses >=6.3,<7.0a0
+  arch: arm64
+  platform: osx
   license: GPL-3.0-only
   license_family: GPL
   purls: []
@@ -11475,6 +11660,8 @@ packages:
   - libgcc >=13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: Python-2.0
   license_family: PSF
   purls:
@@ -11502,6 +11689,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: Python-2.0
   license_family: PSF
   purls:
@@ -11609,6 +11798,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - __glibc >=2.17
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -11640,6 +11831,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -11727,6 +11920,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - __glibc >=2.17
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -11760,6 +11955,8 @@ packages:
   - python_abi 3.12.* *_cp312
   constrains:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -13785,20 +13982,19 @@ packages:
   - doit>=0.36.0 ; extra == 'dev'
   - pydevtool ; extra == 'dev'
   requires_python: '>=3.10'
-- conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_0.conda
-  sha256: d023323e8df8408a6b0f88445773c4e76ed6c0a8df1c87bb14d08a6925a49e40
-  md5: 2fc0fc6888e30721a9697cc42d11993f
+- conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.14.1.6-pyhd8ed1ab_1.conda
+  sha256: bb644b771e570274df67495a85b94f66fa9bcd4a46b314fae84d517844382c54
+  md5: 8119a9eed6447e89423fd8846c98badc
   depends:
   - optype >=0.7.3
   - python >=3.10,<4.0.0
   constrains:
   - scipy >=1.10
   license: BSD-3-Clause
-  license_family: BSD
   purls:
   - pkg:pypi/scipy-stubs?source=hash-mapping
-  size: 239150
-  timestamp: 1734305149735
+  size: 239800
+  timestamp: 1734527845005
 - pypi: https://files.pythonhosted.org/packages/83/11/00d3c3dfc25ad54e731d91449895a79e4bf2384dc3ac01809010ba88f6d5/seaborn-0.13.2-py3-none-any.whl
   name: seaborn
   version: 0.13.2
@@ -13836,6 +14032,8 @@ packages:
   - jeepney >=0.6
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -14586,6 +14784,8 @@ packages:
   depends:
   - libgcc-ng >=12
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: linux
   license: TCL
   license_family: BSD
   purls: []
@@ -14606,6 +14806,8 @@ packages:
   md5: b50a57ba89c32b62428b71a875291c9b
   depends:
   - libzlib >=1.2.13,<2.0.0a0
+  arch: arm64
+  platform: osx
   license: TCL
   license_family: BSD
   purls: []
@@ -14675,6 +14877,8 @@ packages:
   - libgcc >=13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: Apache
   purls:
@@ -14702,6 +14906,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls:
@@ -14840,6 +15046,8 @@ packages:
   - libstdcxx >=13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls:
@@ -14871,6 +15079,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls:
@@ -14931,22 +15141,24 @@ packages:
   - pkg:pypi/userpath?source=hash-mapping
   size: 17423
   timestamp: 1632758637093
-- conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.9-h0f3a69f_0.conda
-  sha256: e3fbc6b4fb0a09599fdeb6f6101f8ef5d67870b08feb4d533517cf9cf0e3c674
-  md5: 0b7cf121375f413a011f39e04fc2f10f
+- conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.10-h0f3a69f_0.conda
+  sha256: 7c3caf54a016adde74f112087672d26511cdb67f2d6fe15b86da4ab6da432527
+  md5: 4ae185c7bfbbd547e607e5da7d54fcbd
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libstdcxx >=13
   constrains:
   - __glibc >=2.17
+  arch: x86_64
+  platform: linux
   license: Apache-2.0 OR MIT
   purls: []
-  size: 10533310
-  timestamp: 1734173830839
-- conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.9-h8de1528_0.conda
-  sha256: f10c97c95098f0567886927c3d481f9ddbd44f8407a68faa77d40e78ab011836
-  md5: 8b16a50fb3e59f0c2972a90f8fdc16b9
+  size: 10499821
+  timestamp: 1734537153777
+- conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.10-h8de1528_0.conda
+  sha256: 00941f058033a871364e1b665fac586e631c6b24d20c06c31d8324a4005d62e5
+  md5: 4ad3b4259075e04bd9d5453e506f1a74
   depends:
   - __osx >=10.13
   - libcxx >=18
@@ -14954,31 +15166,33 @@ packages:
   - __osx >=10.13
   license: Apache-2.0 OR MIT
   purls: []
-  size: 10035662
-  timestamp: 1734174020548
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.9-h668ec48_0.conda
-  sha256: bfab9b18fdfde34eaf578b723d4bd32facba254707461e63c25986e774f3ad7d
-  md5: 7040351064239f6c3dcca2eca8dee0cf
+  size: 10207409
+  timestamp: 1734538178073
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.10-h668ec48_0.conda
+  sha256: 40f3cb33f804e5c2ed09fa1937a90c100b43d1a0dcadc9c07a1c434bcdc8138b
+  md5: 7698ba47600cbd85c196ea2edb271f3f
   depends:
   - __osx >=11.0
   - libcxx >=18
   constrains:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: Apache-2.0 OR MIT
   purls: []
-  size: 10189645
-  timestamp: 1734174252694
-- conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.9-ha08ef0e_0.conda
-  sha256: 528ba29bf49444553199b3563d08ac16cf9ae653a54b114a9404ec0eb75c7c99
-  md5: 926934d2ab5249a6007201b71f35190c
+  size: 10167353
+  timestamp: 1734537952525
+- conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.10-ha08ef0e_0.conda
+  sha256: 213ac214b56f2a2422bc751274b944237337b0b6b5faa07ea7dc6ee733cc1d87
+  md5: 44d01272188eb35fc9def8037036123f
   depends:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
   license: Apache-2.0 OR MIT
   purls: []
-  size: 11430840
-  timestamp: 1734174322551
+  size: 11481404
+  timestamp: 1734537661786
 - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-ha32ba9b_23.conda
   sha256: 986ddaf8feec2904eac9535a7ddb7acda1a1dfb9482088fdb8129f1595181663
   md5: 7c10ec3158d1eb4ddff7007c9101adb0
@@ -15045,6 +15259,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - pyyaml >=3.10
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -15074,6 +15290,8 @@ packages:
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
   - pyyaml >=3.10
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   purls:
@@ -15183,6 +15401,8 @@ packages:
   md5: 4cb3ad778ec2d5a7acbdf254eb1c42ae
   depends:
   - libgcc-ng >=9.4.0
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls: []
@@ -15199,6 +15419,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h3422bc3_2.tar.bz2
   sha256: 93181a04ba8cfecfdfb162fc958436d868cc37db504c58078eab4c1a3e57fbb7
   md5: 4bb3f014845110883a3c5ee811fd84b4
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -15334,6 +15556,8 @@ packages:
   - propcache >=0.2.1
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: Apache
   purls:
@@ -15367,6 +15591,8 @@ packages:
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls:
@@ -15400,6 +15626,8 @@ packages:
   - libgcc >=13
   - libsodium >=1.0.20,<1.0.21.0a0
   - libstdcxx >=13
+  arch: x86_64
+  platform: linux
   license: MPL-2.0
   license_family: MOZILLA
   purls: []
@@ -15426,6 +15654,8 @@ packages:
   - krb5 >=1.21.3,<1.22.0a0
   - libcxx >=18
   - libsodium >=1.0.20,<1.0.21.0a0
+  arch: arm64
+  platform: osx
   license: MPL-2.0
   license_family: MOZILLA
   purls: []
@@ -15467,6 +15697,8 @@ 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: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -15500,6 +15732,8 @@ packages:
   - python_abi 3.12.* *_cp312
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -15531,6 +15765,8 @@ packages:
   - libgcc-ng >=12
   - libstdcxx-ng >=12
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -15553,6 +15789,8 @@ packages:
   depends:
   - __osx >=11.0
   - libzlib >=1.2.13,<2.0.0a0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
diff --git a/src/readii/io/writers/correlation_writer.py b/src/readii/io/writers/correlation_writer.py
new file mode 100644
index 0000000..42e7efa
--- /dev/null
+++ b/src/readii/io/writers/correlation_writer.py
@@ -0,0 +1,131 @@
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import ClassVar
+
+from pandas import DataFrame
+
+from readii.io.writers.base_writer import BaseWriter
+from readii.utils import logger
+
+
+class CorrelationWriterError(Exception):
+    """Base exception for CorrelationWriter errors."""
+
+    pass
+
+
+class CorrelationWriterIOError(CorrelationWriterError):
+    """Raised when I/O operations fail."""
+
+    pass
+
+
+class CorrelationWriterValidationError(CorrelationWriterError):
+    """Raised when validation of writer configuration fails."""
+
+    pass
+
+@dataclass
+class CorrelationWriter(BaseWriter):
+    """Class for managing file writing with customizable paths and filenames for plot figure files."""
+
+    overwrite: bool = field(
+        default=False,
+        metadata={
+            "help": "If True, allows overwriting existing files. If False, raises CorrelationWriterIOError."
+        },
+    )
+
+    # Make extensions immutable
+    VALID_EXTENSIONS: ClassVar[list[str]] = (
+		".csv",
+        ".xlsx"
+    )
+
+    def __post_init__(self) -> None:
+        """Validate writer configuration."""
+        super().__post_init__()
+
+        if not any(self.filename_format.endswith(ext) for ext in self.VALID_EXTENSIONS):
+            msg = f"Invalid filename format {self.filename_format}. Must end with one of {self.VALID_EXTENSIONS}."
+            raise CorrelationWriterValidationError(msg)
+        
+    def save(self, correlation_df:DataFrame, **kwargs: str) -> Path:
+        """Save the correlation dataframe to a .csv file.
+        
+        Parameters
+        ----------
+        correlation_df : DataFrame
+            The correlation dataframe to save.
+        **kwargs : str
+            Additional keyword arguments to pass to the filename format.
+
+        Returns
+        -------
+        Path
+            The path to the saved file.
+        
+        Raises
+        ------
+        CorrelationWriterIOError
+            If an error occurs during file writing.
+        CorrelationWriterValidationError
+            If the filename format is invalid.
+        """
+        logger.debug("Saving.", kwargs=kwargs)
+
+        # Generate the output path
+        out_path = self.resolve_path(**kwargs)
+
+        # Check if the output path already exists
+        if out_path.exists():
+            if not self.overwrite:
+                msg = f"File {out_path} already exists. \nSet {self.__class__.__name__}.overwrite to True to overwrite."
+                raise CorrelationWriterIOError(msg)
+            else:
+                logger.warning(f"File {out_path} already exists. Overwriting.")
+        
+        # Check if the correlation dataframe is a DataFrame
+        if not isinstance(correlation_df, DataFrame):
+            msg = f"Correlation dataframe must be a pandas DataFrame, got {type(correlation_df)}"
+            raise CorrelationWriterValidationError(msg)
+        
+        # Check if the correlation dataframe is empty
+        if correlation_df.empty:
+            msg = "Correlation dataframe is empty"
+            raise CorrelationWriterValidationError(msg)
+        
+        # Check that the columns and index of the correlation dataframe are the same
+        if not correlation_df.columns.equals(correlation_df.index):
+            msg = "Correlation dataframe columns and index are not the same"
+            raise CorrelationWriterValidationError(msg)
+
+        logger.debug("Saving correlation dataframe to file", out_path=out_path)
+        try:
+            match out_path.suffix:
+                case ".csv":
+                    correlation_df.to_csv(out_path, index=True, index_label="")
+                case ".xlsx":
+                    correlation_df.to_excel(out_path, index=True, index_label="")
+                case _:
+                    msg = f"Invalid file extension {out_path.suffix}. Must be one of {self.VALID_EXTENSIONS}."
+                    raise CorrelationWriterValidationError(msg)
+        except Exception as e:
+            msg = f"Error saving correlation dataframe to file {out_path}: {e}"
+            raise CorrelationWriterIOError(msg) from e
+        else:
+            logger.info("Correlation dataframe saved successfully.", out_path=out_path)
+            return out_path
+        
+
+if __name__ == "__main__": # pragma: no cover
+    from rich import print  # noqa
+
+    plot_writer = CorrelationWriter(
+        root_directory=Path("TRASH", "correlation_writer_examples"),
+        filename_format="{DatasetName}_{VerticalFeatureType}_{HorizontalFeatureType}_{CorrelationType}_correlations.csv",
+        overwrite=True,
+        create_dirs=True
+    )
+
+    print(plot_writer)
\ No newline at end of file
diff --git a/tests/io/test_pattern_resolver.py b/tests/io/utils/test_pattern_resolver.py
similarity index 100%
rename from tests/io/test_pattern_resolver.py
rename to tests/io/utils/test_pattern_resolver.py
diff --git a/tests/io/test_base_writer.py b/tests/io/writers/test_base_writer.py
similarity index 100%
rename from tests/io/test_base_writer.py
rename to tests/io/writers/test_base_writer.py
diff --git a/tests/io/writers/test_correlation_writer.py b/tests/io/writers/test_correlation_writer.py
new file mode 100644
index 0000000..dba15b1
--- /dev/null
+++ b/tests/io/writers/test_correlation_writer.py
@@ -0,0 +1,59 @@
+import pytest
+
+import pandas as pd
+import numpy as np
+from pathlib import Path
+from readii.analyze.correlation import getFeatureCorrelations
+from readii.io.writers.correlation_writer import CorrelationWriter, CorrelationWriterValidationError, CorrelationWriterError, CorrelationWriterIOError # type: ignore
+
+@pytest.fixture
+def random_feature_correlations():
+    # Create a 10x10 matrix with random float values between 0 and 1
+    random_matrix = np.random.default_rng(seed=10).random((10,10))
+    # Convert to dataframe and name the columns feature1, feature2, etc.
+    random_df = pd.DataFrame(random_matrix, columns=[f"feature_{i+1}" for i in range(10)])
+    # Calculate correlation
+    return getFeatureCorrelations(random_df, random_df)
+    
+
+@pytest.fixture
+def corr_writer(tmp_path):
+    """Fixture for creating a CorrelationWriter instance."""
+    return CorrelationWriter(
+        root_directory=tmp_path,
+        filename_format="{CorrelationType}_correlation_matrix.csv",
+        overwrite=False,
+        create_dirs=True,
+    )
+
+@pytest.mark.parametrize("correlation_df", ["not_a_correlation_df", 12345, pd.DataFrame()])
+def test_save_invalid_correlation(corr_writer, correlation_df):
+    """Test saving an invalid image."""
+    with pytest.raises(CorrelationWriterValidationError):
+        corr_writer.save(correlation_df, CorrelationType="Pearson")
+
+@pytest.mark.parametrize("correlation_df", ["random_feature_correlations"])
+def test_save_valid_correlation(corr_writer, request, correlation_df):
+    """Test saving a valid correlation dataframe."""
+    correlation_df = request.getfixturevalue(correlation_df)
+    out_path = corr_writer.save(correlation_df, CorrelationType="Pearson")
+    assert out_path.exists()
+
+def test_save_existing_file_without_overwrite(corr_writer, random_feature_correlations):
+    """Test saving when file already exists and overwrite is False."""
+    corr_writer.save(random_feature_correlations, CorrelationType="Pearson")
+    with pytest.raises(CorrelationWriterIOError):
+        corr_writer.save(random_feature_correlations, CorrelationType="Pearson")
+
+def test_save_existing_file_with_overwrite(corr_writer, random_feature_correlations):
+    """Test saving when file already exists and overwrite is True."""
+    corr_writer.overwrite = True
+    corr_writer.save(random_feature_correlations, CorrelationType="Pearson")
+    assert corr_writer.save(random_feature_correlations, CorrelationType="Pearson").exists()
+
+@pytest.mark.parametrize("filename_format", ["{CorrelationType}_correlation_matrix.csv", "{CorrelationType}_correlation_matrix.xlsx"])
+def test_save_with_different_filename_formats(corr_writer, random_feature_correlations, filename_format):
+    """Test saving with different filename formats."""
+    corr_writer.filename_format = filename_format
+    out_path = corr_writer.save(random_feature_correlations, CorrelationType="Pearson")
+    assert out_path.exists()
diff --git a/tests/io/test_nifti_writer.py b/tests/io/writers/test_nifti_writer.py
similarity index 100%
rename from tests/io/test_nifti_writer.py
rename to tests/io/writers/test_nifti_writer.py