diff --git a/poetry.lock b/poetry.lock
index 374914a..3a9f6f7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -232,7 +232,7 @@ description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version == \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
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@@ -600,7 +600,7 @@ files = [
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 ]
-markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\"", test = "sys_platform == \"win32\""}
+markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\"", test = "sys_platform == \"win32\""}
 
 [[package]]
 name = "colorlog"
@@ -929,7 +929,7 @@ description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["test"]
-markers = "python_version == \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
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@@ -2494,7 +2494,7 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version == \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
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     {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
@@ -2515,7 +2515,7 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.11"
 groups = ["main"]
-markers = "python_version == \"3.11\""
+markers = "python_version >= \"3.11\""
 files = [
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 ]
 
 [package.extras]
@@ -4372,10 +4277,11 @@ jax = ["flax (>=0.6.3)", "jax (>=0.3.25)", "jaxlib (>=0.3.25)", "safetensors[num
 mlx = ["mlx (>=0.0.9)"]
 numpy = ["numpy (>=1.21.6)"]
 paddlepaddle = ["paddlepaddle (>=2.4.1)", "safetensors[numpy]"]
-pinned-tf = ["safetensors[numpy]", "tensorflow (==2.11.0)"]
-quality = ["black (==22.3)", "click (==8.0.4)", "flake8 (>=3.8.3)", "isort (>=5.5.4)"]
+pinned-tf = ["safetensors[numpy]", "tensorflow (==2.18.0)"]
+quality = ["ruff"]
 tensorflow = ["safetensors[numpy]", "tensorflow (>=2.11.0)"]
 testing = ["h5py (>=3.7.0)", "huggingface-hub (>=0.12.1)", "hypothesis (>=6.70.2)", "pytest (>=7.2.0)", "pytest-benchmark (>=4.0.0)", "safetensors[numpy]", "setuptools-rust (>=1.5.2)"]
+testingfree = ["huggingface-hub (>=0.12.1)", "hypothesis (>=6.70.2)", "pytest (>=7.2.0)", "pytest-benchmark (>=4.0.0)", "safetensors[numpy]", "setuptools-rust (>=1.5.2)"]
 torch = ["safetensors[numpy]", "torch (>=1.10)"]
 
 [[package]]
@@ -4829,6 +4735,10 @@ files = [
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     {file = "tables-3.10.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f233e78cc9fa4157ec4c3ef2abf01a731fe7969bc6ed73539e5f4cd3b94c98b2"},
     {file = "tables-3.10.1-cp312-cp312-win_amd64.whl", hash = "sha256:34357d2f2f75843a44e6fe54d1f11fc2e35a8fd3cb134df3d3362cff78010adb"},
+    {file = "tables-3.10.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:6fc5b46a4f359249c3ab9a0a0a2448d7e680e68cffd63fdf3fb7171781edd46e"},
+    {file = "tables-3.10.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:2ecabd7f459d40b7f9f5256850dd5f43773fda7b789f827de92c3d26df1e320f"},
+    {file = "tables-3.10.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:40a4ee18f3c9339d9dd8fd3777c75cda5768f2ff347064a2796f59161a190af8"},
+    {file = "tables-3.10.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:757c6ea257c174af8036cf8f273ede756bbcd6db5ac7e2a4d64e788b0f371152"},
     {file = "tables-3.10.1.tar.gz", hash = "sha256:4aa07ac734b9c037baeaf44aec64ec902ad247f57811b59f30c4e31d31f126cf"},
 ]
 
@@ -4914,7 +4824,7 @@ description = "Read and write TIFF files"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version == \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
     {file = "tifffile-2025.5.10-py3-none-any.whl", hash = "sha256:e37147123c0542d67bc37ba5cdd67e12ea6fbe6e86c52bee037a9eb6a064e5ad"},
     {file = "tifffile-2025.5.10.tar.gz", hash = "sha256:018335d34283aa3fd8c263bae5c3c2b661ebc45548fde31504016fcae7bf1103"},
@@ -4938,7 +4848,7 @@ description = "Read and write TIFF files"
 optional = false
 python-versions = ">=3.11"
 groups = ["main"]
-markers = "python_version == \"3.11\""
+markers = "python_version >= \"3.11\""
 files = [
     {file = "tifffile-2025.6.11-py3-none-any.whl", hash = "sha256:32effb78b10b3a283eb92d4ebf844ae7e93e151458b0412f38518b4e6d2d7542"},
     {file = "tifffile-2025.6.11.tar.gz", hash = "sha256:0ece4c2e7a10656957d568a093b07513c0728d30c1bd8cc12725901fffdb7143"},
@@ -4974,7 +4884,7 @@ description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "test"]
-markers = "python_version == \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
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@@ -5274,7 +5184,7 @@ files = [
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     {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
 ]
-markers = {test = "python_version == \"3.10\""}
+markers = {test = "python_version < \"3.11\""}
 
 [[package]]
 name = "tzdata"
@@ -5377,7 +5287,7 @@ description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version == \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
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     {file = "xarray-2025.6.1.tar.gz", hash = "sha256:a84f3f07544634a130d7dc615ae44175419f4c77957a7255161ed99c69c7c8b0"},
@@ -5404,7 +5314,7 @@ description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.11"
 groups = ["main"]
-markers = "python_version == \"3.11\""
+markers = "python_version >= \"3.11\""
 files = [
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     {file = "xarray-2025.7.1.tar.gz", hash = "sha256:2884bf5672b540fcc6ff8c20a3196bda0d78fbfb4d67398d60526e97c2faceef"},
@@ -5431,7 +5341,7 @@ description = "Stats, linear algebra and einops for xarray"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version == \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
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     {file = "xarray_einstats-0.8.0.tar.gz", hash = "sha256:7f1573f9bd4d60d6e7ed9fd27c4db39da51ec49bf8ba654d4602a139a6309d7f"},
@@ -5455,7 +5365,7 @@ description = "Stats, linear algebra and einops for xarray"
 optional = false
 python-versions = ">=3.11"
 groups = ["main"]
-markers = "python_version == \"3.11\""
+markers = "python_version >= \"3.11\""
 files = [
     {file = "xarray_einstats-0.9.1-py3-none-any.whl", hash = "sha256:777339524e85d066f2ef9ed1e3a3fb63aead4c1065fd1406f30dfa4de58ce063"},
     {file = "xarray_einstats-0.9.1.tar.gz", hash = "sha256:39b373deed43592c41d3fbf8863af62e19e01c1ae553ae5ff059a8df78d995c6"},
@@ -5744,4 +5654,4 @@ propcache = ">=0.2.1"
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10,<3.12"
-content-hash = "0d317b31ba7f503d8d65f8c03eb50abea9a9b9201bee6ada6e61cdb665d3a388"
+content-hash = "9f44a7c138cf7e0d15b639570ccafd5127a3610a5a7655716fbc7e36109c048b"
diff --git a/pyproject.toml b/pyproject.toml
index 5811836..b782d70 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -31,7 +31,7 @@ pillow = "11.0.0" # image processing library
 torchvision ="0.22.1" # computer vision library
 tables = "3.10.1" # HDF5 file format library
 datasets = "3.2.0" # dataset library from huggingface
-safetensors = "0.4.5" # safe tensor operations
+safetensors = "0.6.2" # safe tensor operations
 seaborn = "0.13.2" # data visualization library
 statsmodels = "0.14.4" # statistical models library
 umap-learn = "0.5.7" # dimensionality reduction library