diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 7c5419bd..ca5b755e 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -19,7 +19,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: "3.10.14"
+          python-version: "3.11"
       - name: Set up Poetry
         uses: snok/install-poetry@v1
         with:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 285125c0..d63dda01 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -3,7 +3,7 @@ repos:
     rev: 24.8.0
     hooks:
       - id: black
-        language_version: python3.10
+        language_version: python3.11
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.6.0
     hooks:
diff --git a/Dockerfile b/Dockerfile
index d63ddf87..34654c15 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.10-slim
+FROM python:3.11-slim
 
 WORKDIR /app
 RUN useradd -l -m -s /bin/bash appuser
diff --git a/data_access_service/core/api.py b/data_access_service/core/api.py
index f0674849..94588a5f 100644
--- a/data_access_service/core/api.py
+++ b/data_access_service/core/api.py
@@ -26,6 +26,7 @@
     STR_LATITUDE_LOWER_CASE,
     STR_LONGITUDE_UPPER_CASE,
     STR_LONGITUDE_LOWER_CASE,
+    STR_TIME_UPPER_CASE,
 )
 from data_access_service.core.descriptor import Depth, Descriptor, Coordinate
 from urllib.parse import unquote_plus
@@ -753,9 +754,14 @@ def get_dataset(
                     lon_mapped = self.map_column_names(
                         uuid, key, [STR_LONGITUDE_UPPER_CASE]
                     )
+                    # we need the actual time field name to create temporal filter for DataQuery from cloud_optimised lib
+                    time_mapped = self.map_column_names(
+                        uuid, key, [STR_TIME_UPPER_CASE]
+                    )
 
                     lat_varname = lat_mapped[0] if lat_mapped else None
                     lon_varname = lon_mapped[0] if lon_mapped else None
+                    time_varname = time_mapped[0] if time_mapped else None
 
                     # Accuracy to nanoseconds
                     result = ds.get_data(
@@ -769,6 +775,7 @@ def get_dataset(
                         self.map_column_names(uuid, key, columns),
                         lat_varname=lat_varname,
                         lon_varname=lon_varname,
+                        time_varname=time_varname,
                     )
 
                     return ddf.from_pandas(
diff --git a/environment.yml b/environment.yml
index ad0d5b2d..fdfddea5 100644
--- a/environment.yml
+++ b/environment.yml
@@ -3,7 +3,7 @@ channels:
   - conda-forge
   - defaults
 dependencies:
-  - python=3.10.14
+  - python=3.11
   - pip<24.1
   - virtualenv==20.28.1 # https://github.com/python-poetry/poetry/issues/10056#issuecomment-2594269592
   - pip:
diff --git a/poetry.lock b/poetry.lock
index fc1ac41f..19116b22 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "aiobotocore"
@@ -6,6 +6,7 @@ version = "2.25.2"
 description = "Async client for aws services using botocore and aiohttp"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiobotocore-2.25.2-py3-none-any.whl", hash = "sha256:0cec45c6ba7627dd5e5460337291c86ac38c3b512ec4054ce76407d0f7f2a48f"},
     {file = "aiobotocore-2.25.2.tar.gz", hash = "sha256:ae0a512b34127097910b7af60752956254099ae54402a84c2021830768f92cda"},
@@ -31,6 +32,7 @@ version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
     {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
@@ -42,6 +44,7 @@ version = "3.13.2"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiohttp-3.13.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:2372b15a5f62ed37789a6b383ff7344fc5b9f243999b0cd9b629d8bc5f5b4155"},
     {file = "aiohttp-3.13.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e7f8659a48995edee7229522984bd1009c1213929c769c2daa80b40fe49a180c"},
@@ -168,7 +171,6 @@ files = [
 [package.dependencies]
 aiohappyeyeballs = ">=2.5.0"
 aiosignal = ">=1.4.0"
-async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
@@ -176,7 +178,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.3.0)", "backports.zstd", "brotlicffi"]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "backports.zstd ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aioitertools"
@@ -184,6 +186,7 @@ version = "0.13.0"
 description = "itertools and builtins for AsyncIO and mixed iterables"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aioitertools-0.13.0-py3-none-any.whl", hash = "sha256:0be0292b856f08dfac90e31f4739432f4cb6d7520ab9eb73e143f4f2fa5259be"},
     {file = "aioitertools-0.13.0.tar.gz", hash = "sha256:620bd241acc0bbb9ec819f1ab215866871b4bbd1f73836a55f799200ee86950c"},
@@ -195,6 +198,7 @@ version = "1.4.0"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e"},
     {file = "aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"},
@@ -210,6 +214,7 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -221,28 +226,29 @@ version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
     {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
 doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "aodn-cloud-optimised"
-version = "0.1.53"
+version = "0.1.64"
 description = "Cloud optimised data formats for IMOS NetCDF files and CSVs."
 optional = false
-python-versions = ">=3.10, <4.0"
+python-versions = ">=3.11,<4.0"
+groups = ["main"]
 files = []
 develop = false
 
@@ -252,33 +258,35 @@ cftime = ">=1.6.3"
 cfunits = ">=3.3.0"
 coiled = ">=1.90.4"
 colorama = ">=0.4.6"
-dask = ">=2025.3.0"
-dask-cloudprovider = ">=2024.9.1"
+dask = ">=2025.12.0"
+dask-cloudprovider = ">=2025.9.0"
 dask-expr = ">=2.0.0"
-fsspec = "==2025.3.2"
+fsspec = "2025.12.0"
 geopandas = ">=0.14.4"
 h5netcdf = ">=1.3.0"
-h5py = "==3.11.0"
+h5py = "3.11.0"
 jsonschema = ">=4.22.0"
-netCDF4 = "==1.6.5"
+netCDF4 = "1.6.5"
+numcodecs = "<0.16"
 numpy = "<2.0.0"
 pandas = ">=2.2.3"
-pyarrow = "==17.0.0"
+polars = ">=1.35.1"
+pyarrow = "22.0.0"
 python-dateutil = ">=2.9.0"
-python-levenshtein = "^0.25.1"
+python-levenshtein = ">=0.25.1"
 rechunker = ">=0.5.2"
-s3fs = ">=2025.3.2"
+s3fs = ">=2025.12.0"
 s3path = ">=0.5.7"
-scipy = ">=1.15.2"
+scipy = ">=1.16.3"
 shapely = ">=2.0.4"
-xarray = {version = "==2025.6.1", extras = ["complete"]}
-zarr = "==2.18.3"
+xarray = {git = "https://github.com/lbesnard/xarray.git", rev = "2025.06.01.dev2"}
+zarr = "2.18.7"
 
 [package.source]
 type = "git"
 url = "https://github.com/aodn/aodn_cloud_optimised.git"
-reference = "v0.1.53"
-resolved_reference = "69b4474fb93d2585ffd49258e513e2e9ad9e0c06"
+reference = "v0.1.64"
+resolved_reference = "00330c0c26488bcaa0684fff18e676796c4bc980"
 
 [[package]]
 name = "apscheduler"
@@ -286,6 +294,7 @@ version = "3.11.1"
 description = "In-process task scheduler with Cron-like capabilities"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "apscheduler-3.11.1-py3-none-any.whl", hash = "sha256:6162cb5683cb09923654fa9bdd3130c4be4bfda6ad8990971c9597ecd52965d2"},
     {file = "apscheduler-3.11.1.tar.gz", hash = "sha256:0db77af6400c84d1747fe98a04b8b58f0080c77d11d338c4f507a9752880f221"},
@@ -302,7 +311,7 @@ mongodb = ["pymongo (>=3.0)"]
 redis = ["redis (>=3.0)"]
 rethinkdb = ["rethinkdb (>=2.4.0)"]
 sqlalchemy = ["sqlalchemy (>=1.4)"]
-test = ["APScheduler[etcd,mongodb,redis,rethinkdb,sqlalchemy,tornado,zookeeper]", "PySide6", "anyio (>=4.5.2)", "gevent", "pytest", "pytz", "twisted"]
+test = ["APScheduler[etcd,mongodb,redis,rethinkdb,sqlalchemy,tornado,zookeeper]", "PySide6 ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "anyio (>=4.5.2)", "gevent ; python_version < \"3.14\"", "pytest", "pytz", "twisted ; python_version < \"3.14\""]
 tornado = ["tornado (>=4.3)"]
 twisted = ["twisted"]
 zookeeper = ["kazoo"]
@@ -313,6 +322,7 @@ version = "0.3.3"
 description = "Draws ASCII trees."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "asciitree-0.3.3.tar.gz", hash = "sha256:4aa4b9b649f85e3fcb343363d97564aa1fb62e249677f2e18a96765145cc0f6e"},
 ]
@@ -323,6 +333,7 @@ version = "3.0.1"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a"},
     {file = "asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7"},
@@ -332,23 +343,13 @@ files = [
 astroid = ["astroid (>=2,<5)"]
 test = ["astroid (>=2,<5)", "pytest (<9.0)", "pytest-cov", "pytest-xdist"]
 
-[[package]]
-name = "async-timeout"
-version = "5.0.1"
-description = "Timeout context manager for asyncio programs"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
-    {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
-]
-
 [[package]]
 name = "attrs"
 version = "25.4.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"},
     {file = "attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11"},
@@ -360,28 +361,19 @@ version = "2.2.1"
 description = "Function decoration for backoff and retry"
 optional = false
 python-versions = ">=3.7,<4.0"
+groups = ["main"]
 files = [
     {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
 ]
 
-[[package]]
-name = "backports-asyncio-runner"
-version = "1.2.0"
-description = "Backport of asyncio.Runner, a context manager that controls event loop life cycle."
-optional = false
-python-versions = "<3.11,>=3.8"
-files = [
-    {file = "backports_asyncio_runner-1.2.0-py3-none-any.whl", hash = "sha256:0da0a936a8aeb554eccb426dc55af3ba63bcdc69fa1a600b5bb305413a4477b5"},
-    {file = "backports_asyncio_runner-1.2.0.tar.gz", hash = "sha256:a5aa7b2b7d8f8bfcaa2b57313f70792df84e32a2a746f585213373f900b42162"},
-]
-
 [[package]]
 name = "bcrypt"
 version = "5.0.0"
 description = "Modern password hashing for your software and your servers"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "bcrypt-5.0.0-cp313-cp313t-macosx_10_12_universal2.whl", hash = "sha256:f3c08197f3039bec79cee59a606d62b96b16669cff3949f21e74796b6e3cd2be"},
     {file = "bcrypt-5.0.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:200af71bc25f22006f4069060c88ed36f8aa4ff7f53e67ff04d2ab3f1e79a5b2"},
@@ -458,6 +450,7 @@ version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812"},
     {file = "black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea"},
@@ -489,8 +482,6 @@ mypy-extensions = ">=0.4.3"
 packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -504,6 +495,7 @@ version = "1.11.3"
 description = "Blosc data compressor"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "blosc-1.11.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b96333a29cbd7c23811f84afb406eeefde668d1b30b52d8cf97619f1a6e2218"},
     {file = "blosc-1.11.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f993509c04335426d140e44d33011604a35aeff48873a86158393cfb4cadba41"},
@@ -553,6 +545,7 @@ version = "3.8.1"
 description = "Interactive plots and applications in the browser from Python"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "bokeh-3.8.1-py3-none-any.whl", hash = "sha256:89a66cb8bfe85e91bce144e3ccf3c4a6f0f1347e7006282972568ea0ecacbb00"},
     {file = "bokeh-3.8.1.tar.gz", hash = "sha256:40df8e632de367399d06979cbd76c9e68a133a3138e1adde37c4a4715ecb4d6e"},
@@ -576,6 +569,7 @@ version = "1.40.70"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "boto3-1.40.70-py3-none-any.whl", hash = "sha256:e8c2f4f4cb36297270f1023ebe5b100333e0e88ab6457a9687d80143d2e15bf9"},
     {file = "boto3-1.40.70.tar.gz", hash = "sha256:191443707b391232ed15676bf6bba7e53caec1e71aafa12ccad2e825c5ee15cc"},
@@ -595,6 +589,7 @@ version = "1.40.70"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "botocore-1.40.70-py3-none-any.whl", hash = "sha256:4a394ad25f5d9f1ef0bed610365744523eeb5c22de6862ab25d8c93f9f6d295c"},
     {file = "botocore-1.40.70.tar.gz", hash = "sha256:61b1f2cecd54d1b28a081116fa113b97bf4e17da57c62ae2c2751fe4c528af1f"},
@@ -608,77 +603,13 @@ urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >
 [package.extras]
 crt = ["awscrt (==0.27.6)"]
 
-[[package]]
-name = "bottleneck"
-version = "1.6.0"
-description = "Fast NumPy array functions written in C"
-optional = false
-python-versions = ">=3.10"
-files = [
-    {file = "bottleneck-1.6.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:40de6be68218ba32cd15addbf4ad7bbbf0075b5c5c4347c579aeae110a5c9a96"},
-    {file = "bottleneck-1.6.0-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:1ad1882ba8c8da1f404de2610b45b05291e39eec56150270b03b5b25cf2bbb7f"},
-    {file = "bottleneck-1.6.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f29b14b0ba5a816df6ab559add415c88ea8cf2146364e55f5f4c24ff7c85e494"},
-    {file = "bottleneck-1.6.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:17c227ed361cf9a2ab3751a727620298faca9a1e33dd76711ae80834cf34b254"},
-    {file = "bottleneck-1.6.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:d278b5633cea38bdae6eaf7df23d54ecb5e4db52f2ebc13fe40c0e738842f2a1"},
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-
-[package.dependencies]
-numpy = "*"
-
-[package.extras]
-doc = ["gitpython", "numpydoc", "sphinx"]
-
 [[package]]
 name = "cartopy"
 version = "0.24.1"
 description = "A Python library for cartographic visualizations with Matplotlib"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
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 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "test"]
 files = [
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 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "platform_python_implementation != \"PyPy\""
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 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.10"
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 description = "Time-handling functionality from netcdf4-python"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
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@@ -882,6 +828,7 @@ version = "3.3.7"
 description = "A python interface to UNIDATA's UDUNITS-2 package with CF extensions"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
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 ]
@@ -902,6 +849,7 @@ version = "3.4.4"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "test"]
 files = [
     {file = "charset_normalizer-3.4.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e824f1492727fa856dd6eda4f7cee25f8518a12f3c4a56a74e8095695089cf6d"},
     {file = "charset_normalizer-3.4.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4bd5d4137d500351a30687c2d3971758aac9a19208fc110ccb9d7188fbe709e8"},
@@ -1024,6 +972,7 @@ version = "8.3.1"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"},
     {file = "click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a"},
@@ -1038,6 +987,7 @@ version = "3.1.2"
 description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "cloudpickle-3.1.2-py3-none-any.whl", hash = "sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a"},
     {file = "cloudpickle-3.1.2.tar.gz", hash = "sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414"},
@@ -1049,6 +999,7 @@ version = "1.129.2"
 description = "Python client for coiled.io dask clusters"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "coiled-1.129.2-py3-none-any.whl", hash = "sha256:a037b12dd1bc3494205975c6c6bf2f44b13531a0e191c167eb47c01637fd061f"},
     {file = "coiled-1.129.2.tar.gz", hash = "sha256:9738c97c841b1198eb8dfe060a5920696fabe32977e2ebc2b9d82dec32b863cc"},
@@ -1090,10 +1041,12 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main", "test"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {test = "sys_platform == \"win32\""}
 
 [[package]]
 name = "comm"
@@ -1101,6 +1054,7 @@ version = "0.2.3"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "comm-0.2.3-py3-none-any.whl", hash = "sha256:c615d91d75f7f04f095b30d1c1711babd43bdc6419c1be9886a85f2f4e489417"},
     {file = "comm-0.2.3.tar.gz", hash = "sha256:2dc8048c10962d55d7ad693be1e7045d891b7ce8d999c97963a5e3e99c055971"},
@@ -1115,6 +1069,7 @@ version = "1.3.2"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "contourpy-1.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934"},
     {file = "contourpy-1.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989"},
@@ -1191,6 +1146,7 @@ version = "7.12.0"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "coverage-7.12.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:32b75c2ba3f324ee37af3ccee5b30458038c50b349ad9b88cee85096132a575b"},
     {file = "coverage-7.12.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cb2a1b6ab9fe833714a483a915de350abc624a37149649297624c8d57add089c"},
@@ -1287,7 +1243,7 @@ files = [
 ]
 
 [package.extras]
-toml = ["tomli"]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
 [[package]]
 name = "cryptography"
@@ -1295,6 +1251,7 @@ version = "44.0.1"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.7"
+groups = ["main"]
 files = [
     {file = "cryptography-44.0.1-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:bf688f615c29bfe9dfc44312ca470989279f0e94bb9f631f85e3459af8efc009"},
     {file = "cryptography-44.0.1-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dd7c7e2d71d908dc0f8d2027e1604102140d84b155e658c20e8ad1304317691f"},
@@ -1333,10 +1290,10 @@ files = [
 cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0)"]
+docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""]
 docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
-nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2)"]
-pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
+nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""]
+pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
 sdist = ["build (>=1.0.0)"]
 ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi (>=2024)", "cryptography-vectors (==44.0.1)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
@@ -1348,6 +1305,7 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -1359,38 +1317,37 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dask"
-version = "2025.11.0"
+version = "2025.12.0"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
-    {file = "dask-2025.11.0-py3-none-any.whl", hash = "sha256:08c35a8146c05c93b34f83cf651009129c42ee71762da7ca452fb7308641c2b8"},
-    {file = "dask-2025.11.0.tar.gz", hash = "sha256:23d59e624b80ee05b7cc8df858682cca58262c4c3b197ccf61da0f6543c8f7c3"},
+    {file = "dask-2025.12.0-py3-none-any.whl", hash = "sha256:4213ce9c5d51d6d89337cff69de35d902aa0bf6abdb8a25c942a4d0281f3a598"},
+    {file = "dask-2025.12.0.tar.gz", hash = "sha256:8d478f2aabd025e2453cf733ad64559de90cf328c20209e4574e9543707c3e1b"},
 ]
 
 [package.dependencies]
 bokeh = {version = ">=3.1.0", optional = true, markers = "extra == \"diagnostics\""}
 click = ">=8.1"
 cloudpickle = ">=3.0.0"
-distributed = {version = "2025.11.0", optional = true, markers = "extra == \"distributed\""}
 fsspec = ">=2021.09.0"
 importlib_metadata = {version = ">=4.13.0", markers = "python_version < \"3.12\""}
 jinja2 = {version = ">=2.10.3", optional = true, markers = "extra == \"diagnostics\""}
-lz4 = {version = ">=4.3.2", optional = true, markers = "extra == \"complete\""}
 numpy = {version = ">=1.24", optional = true, markers = "extra == \"array\""}
 packaging = ">=20.0"
 pandas = {version = ">=2.0", optional = true, markers = "extra == \"dataframe\""}
 partd = ">=1.4.0"
 pyarrow = {version = ">=14.0.1", optional = true, markers = "extra == \"dataframe\""}
 pyyaml = ">=5.3.1"
-toolz = ">=0.10.0"
+toolz = ">=0.12.0"
 
 [package.extras]
 array = ["numpy (>=1.24)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=14.0.1)"]
 dataframe = ["dask[array]", "pandas (>=2.0)", "pyarrow (>=14.0.1)"]
 diagnostics = ["bokeh (>=3.1.0)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2025.11.0)"]
+distributed = ["distributed (>=2025.12.0,<2025.12.1)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
@@ -1399,6 +1356,7 @@ version = "2025.9.0"
 description = "Native Cloud Provider integration for Dask"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "dask_cloudprovider-2025.9.0-py3-none-any.whl", hash = "sha256:2cb31e13707487592387a347e66eaf2dc89b93837925f80613c3ad07ef1294fe"},
     {file = "dask_cloudprovider-2025.9.0.tar.gz", hash = "sha256:0026c5ab15ff37411b852804ed5c5bc651bed78b34fb517a9f056bdcf5bc5253"},
@@ -1428,6 +1386,7 @@ version = "2.0.0"
 description = "High Level Expressions for Dask"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "dask_expr-2.0.0-py3-none-any.whl", hash = "sha256:8840da136aadd2c4d672990744c4b82179b69ecaba991db767c62a855a31852f"},
     {file = "dask_expr-2.0.0.tar.gz", hash = "sha256:e6d5a7bdff927aa4a1754a76cad79c5925254c525f568038df7832fcd558fc11"},
@@ -1442,6 +1401,7 @@ version = "5.2.1"
 description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a"},
     {file = "decorator-5.2.1.tar.gz", hash = "sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360"},
@@ -1453,6 +1413,7 @@ version = "1.3.1"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "deprecated-1.3.1-py2.py3-none-any.whl", hash = "sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f"},
     {file = "deprecated-1.3.1.tar.gz", hash = "sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223"},
@@ -1462,7 +1423,7 @@ files = [
 wrapt = ">=1.10,<3"
 
 [package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools", "tox"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
 
 [[package]]
 name = "distlib"
@@ -1470,6 +1431,7 @@ version = "0.4.0"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16"},
     {file = "distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d"},
@@ -1477,19 +1439,20 @@ files = [
 
 [[package]]
 name = "distributed"
-version = "2025.11.0"
+version = "2025.12.0"
 description = "Distributed scheduler for Dask"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
-    {file = "distributed-2025.11.0-py3-none-any.whl", hash = "sha256:1794ff25b19ba347ccce563fb1dd5898c3bb30f500b15f8c20ad373f6281b30f"},
-    {file = "distributed-2025.11.0.tar.gz", hash = "sha256:372c2f0c2faa890fc42188349969ba468161a9b356df49c4ca7d9a8d551a7ace"},
+    {file = "distributed-2025.12.0-py3-none-any.whl", hash = "sha256:35d18449002ea191e97f7e04a33e16f90c2243486be52d4d0f991072ea06b48a"},
+    {file = "distributed-2025.12.0.tar.gz", hash = "sha256:b1e58f1b3d733885335817562ee1723379f23733e4ef3546f141080d9cb01a74"},
 ]
 
 [package.dependencies]
 click = ">=8.0"
 cloudpickle = ">=3.0.0"
-dask = "2025.11.0"
+dask = ">=2025.12.0,<2025.12.1"
 jinja2 = ">=2.10.3"
 locket = ">=1.0.0"
 msgpack = ">=1.0.2"
@@ -1497,8 +1460,8 @@ packaging = ">=20.0"
 psutil = ">=5.8.0"
 pyyaml = ">=5.4.1"
 sortedcontainers = ">=2.0.5"
-tblib = ">=1.6.0"
-toolz = ">=0.11.2"
+tblib = ">=1.6.0,<3.2.0 || >3.2.0,<3.2.1 || >3.2.1"
+toolz = ">=0.12.0"
 tornado = ">=6.2.0"
 urllib3 = ">=1.26.5"
 zict = ">=3.0.0"
@@ -1509,6 +1472,7 @@ version = "7.1.0"
 description = "A Python library for the Docker Engine API."
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
 files = [
     {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
     {file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
@@ -1531,6 +1495,7 @@ version = "1.4.2"
 description = "DuckDB in-process database"
 optional = false
 python-versions = ">=3.9.0"
+groups = ["main"]
 files = [
     {file = "duckdb-1.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:85f0c36c1b5f378d96dd7d8c6d312317f4f547a567e8b76cacb2590a31d931f3"},
     {file = "duckdb-1.4.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:125cd89dbfd40846f216032b11e5eeaf2be13ee4d6745b82413ddd213ddc4d99"},
@@ -1574,29 +1539,13 @@ files = [
 [package.extras]
 all = ["adbc-driver-manager", "fsspec", "ipython", "numpy", "pandas", "pyarrow"]
 
-[[package]]
-name = "exceptiongroup"
-version = "1.3.0"
-description = "Backport of PEP 654 (exception groups)"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
-    {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
-]
-
-[package.dependencies]
-typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
-
-[package.extras]
-test = ["pytest (>=6)"]
-
 [[package]]
 name = "execnet"
 version = "2.1.2"
 description = "execnet: rapid multi-Python deployment"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
 files = [
     {file = "execnet-2.1.2-py3-none-any.whl", hash = "sha256:67fba928dd5a544b783f6056f449e5e3931a5c378b128bc18501f7ea79e296ec"},
     {file = "execnet-2.1.2.tar.gz", hash = "sha256:63d83bfdd9a23e35b9c6a3261412324f964c2ec8dcd8d3c6916ee9373e0befcd"},
@@ -1611,13 +1560,14 @@ version = "2.2.1"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017"},
     {file = "executing-2.2.1.tar.gz", hash = "sha256:3632cc370565f6648cc328b32435bd120a1e4ebb20c77e3fdde9a13cd1e533c4"},
 ]
 
 [package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
 
 [[package]]
 name = "fabric"
@@ -1625,6 +1575,7 @@ version = "3.2.2"
 description = "High level SSH command execution"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "fabric-3.2.2-py3-none-any.whl", hash = "sha256:91c47c0be68b14936c88b34da8a1f55e5710fd28397dac5d4ff2e21558113a6f"},
     {file = "fabric-3.2.2.tar.gz", hash = "sha256:8783ca42e3b0076f08b26901aac6b9d9b1f19c410074e7accfab902c184ff4a3"},
@@ -1645,6 +1596,7 @@ version = "0.119.0"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "fastapi-0.119.0-py3-none-any.whl", hash = "sha256:90a2e49ed19515320abb864df570dd766be0662c5d577688f1600170f7f73cf2"},
     {file = "fastapi-0.119.0.tar.gz", hash = "sha256:451082403a2c1f0b99c6bd57c09110ed5463856804c8078d38e5a1f1035dbbb7"},
@@ -1666,6 +1618,8 @@ version = "0.20"
 description = "A python package that provides useful locks"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "fasteners-0.20-py3-none-any.whl", hash = "sha256:9422c40d1e350e4259f509fb2e608d6bc43c0136f79a00db1b49046029d0b3b7"},
     {file = "fasteners-0.20.tar.gz", hash = "sha256:55dce8792a41b56f727ba6e123fcaee77fd87e638a6863cec00007bfea84c8d8"},
@@ -1677,40 +1631,19 @@ version = "3.20.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "filelock-3.20.0-py3-none-any.whl", hash = "sha256:339b4732ffda5cd79b13f4e2711a31b0365ce445d95d243bb996273d072546a2"},
     {file = "filelock-3.20.0.tar.gz", hash = "sha256:711e943b4ec6be42e1d4e6690b48dc175c822967466bb31c0c293f34334c13f4"},
 ]
 
-[[package]]
-name = "flox"
-version = "0.10.4"
-description = "GroupBy operations for dask.array"
-optional = false
-python-versions = ">=3.10"
-files = [
-    {file = "flox-0.10.4-py3-none-any.whl", hash = "sha256:bc07f74706c86d3bf4eae99002cf23e2223fa415224c5dd90e4f7b7f05a7e21a"},
-    {file = "flox-0.10.4.tar.gz", hash = "sha256:2ccb6b497607857cfa68917584c5850005b27bf4748abdc24c106b10d5ce9056"},
-]
-
-[package.dependencies]
-numpy = ">=1.22"
-numpy_groupies = ">=0.9.19"
-packaging = ">=21.3"
-pandas = ">=1.5"
-scipy = ">=1.9"
-toolz = "*"
-
-[package.extras]
-all = ["cachey", "dask", "numba", "numbagg", "xarray"]
-test = ["netCDF4"]
-
 [[package]]
 name = "fonttools"
 version = "4.60.1"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "fonttools-4.60.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:9a52f254ce051e196b8fe2af4634c2d2f02c981756c6464dc192f1b6050b4e28"},
     {file = "fonttools-4.60.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c7420a2696a44650120cdd269a5d2e56a477e2bfa9d95e86229059beb1c19e15"},
@@ -1773,17 +1706,17 @@ files = [
 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\"", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0) ; python_version <= \"3.12\"", "xattr ; sys_platform == \"darwin\"", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres", "pycairo", "scipy"]
+interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
 lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
-type1 = ["xattr"]
-unicode = ["unicodedata2 (>=15.1.0)"]
-woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+type1 = ["xattr ; sys_platform == \"darwin\""]
+unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
+woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "frozenlist"
@@ -1791,6 +1724,7 @@ version = "1.8.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "frozenlist-1.8.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b37f6d31b3dcea7deb5e9696e529a6aa4a898adc33db82da12e4c60a7c4d2011"},
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@@ -1926,13 +1860,14 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2025.3.2"
+version = "2025.12.0"
 description = "File-system specification"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
+groups = ["main"]
 files = [
-    {file = "fsspec-2025.3.2-py3-none-any.whl", hash = "sha256:2daf8dc3d1dfa65b6aa37748d112773a7a08416f6c70d96b264c96476ecaf711"},
-    {file = "fsspec-2025.3.2.tar.gz", hash = "sha256:e52c77ef398680bbd6a98c0e628fbc469491282981209907bbc8aea76a04fdc6"},
+    {file = "fsspec-2025.12.0-py3-none-any.whl", hash = "sha256:8bf1fe301b7d8acfa6e8571e3b1c3d158f909666642431cc78a1b7b4dbc5ec5b"},
+    {file = "fsspec-2025.12.0.tar.gz", hash = "sha256:c505de011584597b1060ff778bb664c1bc022e87921b0e4f10cc9c44f9635973"},
 ]
 
 [package.extras]
@@ -1940,7 +1875,7 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-dev = ["pre-commit", "ruff"]
+dev = ["pre-commit", "ruff (>=0.5)"]
 doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
@@ -1960,7 +1895,7 @@ smb = ["smbprotocol"]
 ssh = ["paramiko"]
 test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
 test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
-test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard ; python_version < \"3.14\""]
 tqdm = ["tqdm"]
 
 [[package]]
@@ -1969,6 +1904,7 @@ version = "0.18.0"
 description = "Fuzzy string matching in python"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "fuzzywuzzy-0.18.0-py2.py3-none-any.whl", hash = "sha256:928244b28db720d1e0ee7587acf660ea49d7e4c632569cad4f1cd7e68a5f0993"},
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@@ -1983,6 +1919,7 @@ version = "3.2.0"
 description = "Python bindings and utilities for GeoJSON"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "geojson-3.2.0-py3-none-any.whl", hash = "sha256:69d14156469e13c79479672eafae7b37e2dcd19bdfd77b53f74fa8fe29910b52"},
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@@ -1994,6 +1931,7 @@ version = "1.1.1"
 description = "Geographic pandas extensions"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "geopandas-1.1.1-py3-none-any.whl", hash = "sha256:589e61aaf39b19828843df16cb90234e72897e2579be236f10eee0d052ad98e8"},
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@@ -2017,6 +1955,7 @@ version = "24.2.1"
 description = "Coroutine-based network library"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "gevent-24.2.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:6f947a9abc1a129858391b3d9334c45041c08a0f23d14333d5b844b6e5c17a07"},
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@@ -2063,19 +2002,16 @@ files = [
 
 [package.dependencies]
 cffi = {version = ">=1.12.2", markers = "platform_python_implementation == \"CPython\" and sys_platform == \"win32\""}
-greenlet = [
-    {version = ">=2.0.0", markers = "platform_python_implementation == \"CPython\" and python_version < \"3.11\""},
-    {version = ">=3.0rc3", markers = "platform_python_implementation == \"CPython\" and python_version >= \"3.11\""},
-]
+greenlet = {version = ">=3.0rc3", markers = "platform_python_implementation == \"CPython\" and python_version >= \"3.11\""}
 "zope.event" = "*"
 "zope.interface" = "*"
 
 [package.extras]
-dnspython = ["dnspython (>=1.16.0,<2.0)", "idna"]
+dnspython = ["dnspython (>=1.16.0,<2.0) ; python_version < \"3.10\"", "idna ; python_version < \"3.10\""]
 docs = ["furo", "repoze.sphinx.autointerface", "sphinx", "sphinxcontrib-programoutput", "zope.schema"]
-monitor = ["psutil (>=5.7.0)"]
-recommended = ["cffi (>=1.12.2)", "dnspython (>=1.16.0,<2.0)", "idna", "psutil (>=5.7.0)"]
-test = ["cffi (>=1.12.2)", "coverage (>=5.0)", "dnspython (>=1.16.0,<2.0)", "idna", "objgraph", "psutil (>=5.7.0)", "requests"]
+monitor = ["psutil (>=5.7.0) ; sys_platform != \"win32\" or platform_python_implementation == \"CPython\""]
+recommended = ["cffi (>=1.12.2) ; platform_python_implementation == \"CPython\"", "dnspython (>=1.16.0,<2.0) ; python_version < \"3.10\"", "idna ; python_version < \"3.10\"", "psutil (>=5.7.0) ; sys_platform != \"win32\" or platform_python_implementation == \"CPython\""]
+test = ["cffi (>=1.12.2) ; platform_python_implementation == \"CPython\"", "coverage (>=5.0) ; sys_platform != \"win32\"", "dnspython (>=1.16.0,<2.0) ; python_version < \"3.10\"", "idna ; python_version < \"3.10\"", "objgraph", "psutil (>=5.7.0) ; sys_platform != \"win32\" or platform_python_implementation == \"CPython\"", "requests"]
 
 [[package]]
 name = "gilknocker"
@@ -2083,6 +2019,7 @@ version = "0.4.2"
 description = ""
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "gilknocker-0.4.2-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:1e555bb6efe983b7ebb28786fd4433d3a9e4b5fb30350100b311eff9051d72fc"},
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@@ -2138,6 +2075,8 @@ version = "3.2.4"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "platform_python_implementation == \"CPython\""
 files = [
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@@ -2147,6 +2086,8 @@ files = [
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+    {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:f47617f698838ba98f4ff4189aef02e7343952df3a615f847bb575c3feb177a7"},
+    {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:af41be48a4f60429d5cad9d22175217805098a9ef7c40bfef44f7669fb9d74d8"},
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@@ -2156,6 +2097,8 @@ files = [
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+    {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c9c6de1940a7d828635fbd254d69db79e54619f165ee7ce32fda763a9cb6a58c"},
+    {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:03c5136e7be905045160b1b9fdca93dd6727b180feeafda6818e6496434ed8c5"},
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@@ -2165,6 +2108,8 @@ files = [
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+    {file = "greenlet-3.2.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:326d234cbf337c9c3def0676412eb7040a35a768efc92504b947b3e9cfc7543d"},
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@@ -2174,6 +2119,8 @@ files = [
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+    {file = "greenlet-3.2.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6e343822feb58ac4d0a1211bd9399de2b3a04963ddeec21530fc426cc121f19b"},
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@@ -2181,6 +2128,8 @@ files = [
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     {file = "greenlet-3.2.4-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:27890167f55d2387576d1f41d9487ef171849ea0359ce1510ca6e06c8bece11d"},
@@ -2190,6 +2139,8 @@ files = [
     {file = "greenlet-3.2.4-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c9913f1a30e4526f432991f89ae263459b1c64d1608c0d22a5c79c287b3c70df"},
     {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:b90654e092f928f110e0007f572007c9727b5265f7632c2fa7415b4689351594"},
     {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:81701fd84f26330f0d5f4944d4e92e61afe6319dcd9775e39396e39d7c3e5f98"},
+    {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:28a3c6b7cd72a96f61b0e4b2a36f681025b60ae4779cc73c1535eb5f29560b10"},
+    {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:52206cd642670b0b320a1fd1cbfd95bca0e043179c1d8a045f2c6109dfe973be"},
     {file = "greenlet-3.2.4-cp39-cp39-win32.whl", hash = "sha256:65458b409c1ed459ea899e939f0e1cdb14f58dbc803f2f93c5eab5694d32671b"},
     {file = "greenlet-3.2.4-cp39-cp39-win_amd64.whl", hash = "sha256:d2e685ade4dafd447ede19c31277a224a239a0a1a4eca4e6390efedf20260cfb"},
     {file = "greenlet-3.2.4.tar.gz", hash = "sha256:0dca0d95ff849f9a364385f36ab49f50065d76964944638be9691e1832e9f86d"},
@@ -2205,6 +2156,7 @@ version = "3.6.20"
 description = "Gibbs Seawater Oceanographic Package of TEOS-10"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "gsw-3.6.20-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4ef77957249feac27c3a16075d5391452fcbab84453c8f90530f176fe9cc7d57"},
     {file = "gsw-3.6.20-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:41aa99a9d0793619eccc48f66fc99f8b9eebbd174f77a0ca43b16fa12929cd6d"},
@@ -2253,6 +2205,7 @@ version = "23.0.0"
 description = "WSGI HTTP Server for UNIX"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "gunicorn-23.0.0-py3-none-any.whl", hash = "sha256:ec400d38950de4dfd418cff8328b2c8faed0edb0d517d3394e457c317908ca4d"},
     {file = "gunicorn-23.0.0.tar.gz", hash = "sha256:f014447a0101dc57e294f6c18ca6b40227a4c90e9bdb586042628030cba004ec"},
@@ -2274,6 +2227,7 @@ version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
@@ -2285,6 +2239,7 @@ version = "4.3.0"
 description = "Pure-Python HTTP/2 protocol implementation"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "h2-4.3.0-py3-none-any.whl", hash = "sha256:c438f029a25f7945c69e0ccf0fb951dc3f73a5f6412981daee861431b70e2bdd"},
     {file = "h2-4.3.0.tar.gz", hash = "sha256:6c59efe4323fa18b47a632221a1888bd7fde6249819beda254aeca909f221bf1"},
@@ -2300,6 +2255,7 @@ version = "1.7.3"
 description = "netCDF4 via h5py"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "h5netcdf-1.7.3-py3-none-any.whl", hash = "sha256:b1967678127d55009edd4c7e36cb322a7b66bdade37a2e229d857f5ecf375c01"},
     {file = "h5netcdf-1.7.3.tar.gz", hash = "sha256:f62a0e77d1e2a6cd8b9d8120d5b62b6a015dc7c6185768a01e983c77c0b794e3"},
@@ -2318,6 +2274,7 @@ version = "3.11.0"
 description = "Read and write HDF5 files from Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "h5py-3.11.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1625fd24ad6cfc9c1ccd44a66dac2396e7ee74940776792772819fc69f3a3731"},
     {file = "h5py-3.11.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c072655ad1d5fe9ef462445d3e77a8166cbfa5e599045f8aa3c19b75315f10e5"},
@@ -2351,6 +2308,7 @@ version = "4.1.0"
 description = "Pure-Python HPACK header encoding"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "hpack-4.1.0-py3-none-any.whl", hash = "sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496"},
     {file = "hpack-4.1.0.tar.gz", hash = "sha256:ec5eca154f7056aa06f196a557655c5b009b382873ac8d1e66e79e87535f1dca"},
@@ -2362,6 +2320,7 @@ version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
     {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
@@ -2383,6 +2342,7 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -2396,7 +2356,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -2408,6 +2368,7 @@ version = "6.1.0"
 description = "Pure-Python HTTP/2 framing"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "hyperframe-6.1.0-py3-none-any.whl", hash = "sha256:b03380493a519fce58ea5af42e4a42317bf9bd425596f7a0835ffce80f1a42e5"},
     {file = "hyperframe-6.1.0.tar.gz", hash = "sha256:f630908a00854a7adeabd6382b43923a4c4cd4b821fcb527e6ab9e15382a3b08"},
@@ -2419,6 +2380,7 @@ version = "2.6.15"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757"},
     {file = "identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf"},
@@ -2433,6 +2395,7 @@ version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "test"]
 files = [
     {file = "idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea"},
     {file = "idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902"},
@@ -2447,6 +2410,8 @@ version = "8.7.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version == \"3.11\""
 files = [
     {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
     {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
@@ -2456,12 +2421,12 @@ files = [
 zipp = ">=3.20"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -2470,6 +2435,7 @@ version = "2.3.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.10"
+groups = ["test"]
 files = [
     {file = "iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12"},
     {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
@@ -2481,6 +2447,7 @@ version = "2.2.1"
 description = "Pythonic task execution"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "invoke-2.2.1-py3-none-any.whl", hash = "sha256:2413bc441b376e5cd3f55bb5d364f973ad8bdd7bf87e53c79de3c11bf3feecc8"},
     {file = "invoke-2.2.1.tar.gz", hash = "sha256:515bf49b4a48932b79b024590348da22f39c4942dff991ad1fb8b8baea1be707"},
@@ -2492,6 +2459,7 @@ version = "8.37.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "ipython-8.37.0-py3-none-any.whl", hash = "sha256:ed87326596b878932dbcb171e3e698845434d8c61b8d8cd474bf663041a9dcf2"},
     {file = "ipython-8.37.0.tar.gz", hash = "sha256:ca815841e1a41a1e6b73a0b08f3038af9b2252564d01fc405356d34033012216"},
@@ -2500,7 +2468,6 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
@@ -2513,7 +2480,7 @@ typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 [package.extras]
 all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing_extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing_extensions"]
 kernel = ["ipykernel"]
 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -2530,6 +2497,7 @@ version = "8.1.8"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "ipywidgets-8.1.8-py3-none-any.whl", hash = "sha256:ecaca67aed704a338f88f67b1181b58f821ab5dc89c1f0f5ef99db43c1c2921e"},
     {file = "ipywidgets-8.1.8.tar.gz", hash = "sha256:61f969306b95f85fba6b6986b7fe45d73124d1d9e3023a8068710d47a22ea668"},
@@ -2551,6 +2519,7 @@ version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
     {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
@@ -2570,6 +2539,7 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -2587,6 +2557,7 @@ version = "1.0.1"
 description = "JSON Matching Expressions"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
@@ -2598,6 +2569,7 @@ version = "2.2.1"
 description = "Diff JSON and JSON-like structures in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "jsondiff-2.2.1-py3-none-any.whl", hash = "sha256:b1f0f7e2421881848b1d556d541ac01a91680cfcc14f51a9b62cdf4da0e56722"},
     {file = "jsondiff-2.2.1.tar.gz", hash = "sha256:658d162c8a86ba86de26303cd86a7b37e1b2c1ec98b569a60e2ca6180545f7fe"},
@@ -2615,6 +2587,7 @@ version = "0.5"
 description = "A csv to json converter"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "jsonify-0.5.tar.gz", hash = "sha256:f340032753577575e9777835809b283fdc9b251867d5d5600389131647f8bfe1"},
 ]
@@ -2625,6 +2598,7 @@ version = "4.25.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "jsonschema-4.25.1-py3-none-any.whl", hash = "sha256:3fba0169e345c7175110351d456342c364814cfcf3b964ba4587f22915230a63"},
     {file = "jsonschema-4.25.1.tar.gz", hash = "sha256:e4a9655ce0da0c0b67a085847e00a3a51449e1157f4f75e9fb5aa545e122eb85"},
@@ -2646,6 +2620,7 @@ version = "2025.9.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe"},
     {file = "jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d"},
@@ -2660,6 +2635,7 @@ version = "3.0.16"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "jupyterlab_widgets-3.0.16-py3-none-any.whl", hash = "sha256:45fa36d9c6422cf2559198e4db481aa243c7a32d9926b500781c830c80f7ecf8"},
     {file = "jupyterlab_widgets-3.0.16.tar.gz", hash = "sha256:423da05071d55cf27a9e602216d35a3a65a3e41cdf9c5d3b643b814ce38c19e0"},
@@ -2671,6 +2647,7 @@ version = "1.4.9"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "kiwisolver-1.4.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b4b4d74bda2b8ebf4da5bd42af11d02d04428b2c32846e4c2c93219df8a7987b"},
     {file = "kiwisolver-1.4.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:fb3b8132019ea572f4611d770991000d7f58127560c4889729248eb5852a102f"},
@@ -2781,6 +2758,7 @@ version = "0.25.1"
 description = "Python extension for computing string edit distances and similarities."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "Levenshtein-0.25.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:eb4d1ec9f2dcbde1757c4b7fb65b8682bc2de45b9552e201988f287548b7abdf"},
     {file = "Levenshtein-0.25.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b4d9fa3affef48a7e727cdbd0d9502cd060da86f34d8b3627edd769d347570e2"},
@@ -2877,42 +2855,13 @@ files = [
 [package.dependencies]
 rapidfuzz = ">=3.8.0,<4.0.0"
 
-[[package]]
-name = "llvmlite"
-version = "0.45.1"
-description = "lightweight wrapper around basic LLVM functionality"
-optional = false
-python-versions = ">=3.10"
-files = [
-    {file = "llvmlite-0.45.1-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:1b1af0c910af0978aa55fa4f60bbb3e9f39b41e97c2a6d94d199897be62ba07a"},
-    {file = "llvmlite-0.45.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:02a164db2d79088bbd6e0d9633b4fe4021d6379d7e4ac7cc85ed5f44b06a30c5"},
-    {file = "llvmlite-0.45.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f2d47f34e4029e6df3395de34cc1c66440a8d72712993a6e6168db228686711b"},
-    {file = "llvmlite-0.45.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f7319e5f9f90720578a7f56fbc805bdfb4bc071b507c7611f170d631c3c0f1e0"},
-    {file = "llvmlite-0.45.1-cp310-cp310-win_amd64.whl", hash = "sha256:4edb62e685867799e336723cb9787ec6598d51d0b1ed9af0f38e692aa757e898"},
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 optional = false
 python-versions = ">=3.10"
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 optional = false
 python-versions = ">=3.9"
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 python-versions = ">=3.9"
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 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
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 description = "MessagePack serializer"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "msgpack-1.1.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0051fffef5a37ca2cd16978ae4f0aef92f164df86823871b5162812bebecd8e2"},
     {file = "msgpack-1.1.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a605409040f2da88676e9c9e5853b3449ba8011973616189ea5ee55ddbc5bc87"},
@@ -3282,6 +3167,7 @@ version = "6.7.0"
 description = "multidict implementation"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "multidict-6.7.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:9f474ad5acda359c8758c8accc22032c6abe6dc87a8be2440d097785e27a9349"},
     {file = "multidict-6.7.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4b7a9db5a870f780220e931d0002bbfd88fb53aceb6293251e2c839415c1b20e"},
@@ -3431,15 +3317,13 @@ files = [
     {file = "multidict-6.7.0.tar.gz", hash = "sha256:c6e99d9a65ca282e578dfea819cfa9c0a62b2499d8677392e09feaf305e9e6f5"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "mypy-extensions"
 version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
@@ -3451,6 +3335,7 @@ version = "2.12.0"
 description = "Extremely lightweight compatibility layer between dataframe libraries"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "narwhals-2.12.0-py3-none-any.whl", hash = "sha256:baeba5d448a30b04c299a696bd9ee5ff73e4742143e06c49ca316b46539a7cbb"},
     {file = "narwhals-2.12.0.tar.gz", hash = "sha256:075b6d56f3a222613793e025744b129439ecdff9292ea6615dd983af7ba6ea44"},
@@ -3469,33 +3354,13 @@ pyspark = ["pyspark (>=3.5.0)"]
 pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
 sqlframe = ["sqlframe (>=3.22.0,!=3.39.3)"]
 
-[[package]]
-name = "nc-time-axis"
-version = "1.4.1"
-description = "Provides support for a cftime axis in matplotlib"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "nc-time-axis-1.4.1.tar.gz", hash = "sha256:72d80f492f34bbf59490838d8cb3d92f14e88900b0ee35498b2b33c82795eb81"},
-    {file = "nc_time_axis-1.4.1-py3-none-any.whl", hash = "sha256:96a6fb28cede0d07998fcd666599f76e51a086e1929fbcbfb758c1d0f3e7b0d1"},
-]
-
-[package.dependencies]
-cftime = ">=1.5"
-matplotlib = "*"
-numpy = "*"
-
-[package.extras]
-all = ["codecov", "ipython", "numpydoc", "pre-commit", "pytest (>=6.0)", "pytest-cov", "sphinx", "sphinx-rtd-theme"]
-docs = ["ipython", "numpydoc", "sphinx", "sphinx-rtd-theme"]
-test = ["codecov", "pytest (>=6.0)", "pytest-cov"]
-
 [[package]]
 name = "netcdf4"
 version = "1.6.5"
 description = "Provides an object-oriented python interface to the netCDF version 4 library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "netCDF4-1.6.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d23b97cbde2bf413fadc4697c5c255a0436511c02f811e127e0fb12f5b882a4c"},
     {file = "netCDF4-1.6.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e5edfed673005f47f8d2fbea9c72c382b085dd358ac3c20ca743a563ed7b90e"},
@@ -3540,66 +3405,19 @@ version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
     {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
 ]
 
-[[package]]
-name = "numba"
-version = "0.62.1"
-description = "compiling Python code using LLVM"
-optional = false
-python-versions = ">=3.10"
-files = [
-    {file = "numba-0.62.1-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:a323df9d36a0da1ca9c592a6baaddd0176d9f417ef49a65bb81951dce69d941a"},
-    {file = "numba-0.62.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e1e1f4781d3f9f7c23f16eb04e76ca10b5a3516e959634bd226fc48d5d8e7a0a"},
-    {file = "numba-0.62.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:14432af305ea68627a084cd702124fd5d0c1f5b8a413b05f4e14757202d1cf6c"},
-    {file = "numba-0.62.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f180922adf159ae36c2fe79fb94ffaa74cf5cb3688cb72dba0a904b91e978507"},
-    {file = "numba-0.62.1-cp310-cp310-win_amd64.whl", hash = "sha256:f41834909d411b4b8d1c68f745144136f21416547009c1e860cc2098754b4ca7"},
-    {file = "numba-0.62.1-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:f43e24b057714e480fe44bc6031de499e7cf8150c63eb461192caa6cc8530bc8"},
-    {file = "numba-0.62.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:57cbddc53b9ee02830b828a8428757f5c218831ccc96490a314ef569d8342b7b"},
-    {file = "numba-0.62.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:604059730c637c7885386521bb1b0ddcbc91fd56131a6dcc54163d6f1804c872"},
-    {file = "numba-0.62.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d6c540880170bee817011757dc9049dba5a29db0c09b4d2349295991fe3ee55f"},
-    {file = "numba-0.62.1-cp311-cp311-win_amd64.whl", hash = "sha256:03de6d691d6b6e2b76660ba0f38f37b81ece8b2cc524a62f2a0cfae2bfb6f9da"},
-    {file = "numba-0.62.1-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:1b743b32f8fa5fff22e19c2e906db2f0a340782caf024477b97801b918cf0494"},
-    {file = "numba-0.62.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:90fa21b0142bcf08ad8e32a97d25d0b84b1e921bc9423f8dda07d3652860eef6"},
-    {file = "numba-0.62.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6ef84d0ac19f1bf80431347b6f4ce3c39b7ec13f48f233a48c01e2ec06ecbc59"},
-    {file = "numba-0.62.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9315cc5e441300e0ca07c828a627d92a6802bcbf27c5487f31ae73783c58da53"},
-    {file = "numba-0.62.1-cp312-cp312-win_amd64.whl", hash = "sha256:44e3aa6228039992f058f5ebfcfd372c83798e9464297bdad8cc79febcf7891e"},
-    {file = "numba-0.62.1-cp313-cp313-macosx_10_15_x86_64.whl", hash = "sha256:b72489ba8411cc9fdcaa2458d8f7677751e94f0109eeb53e5becfdc818c64afb"},
-    {file = "numba-0.62.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:44a1412095534a26fb5da2717bc755b57da5f3053965128fe3dc286652cc6a92"},
-    {file = "numba-0.62.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8c9460b9e936c5bd2f0570e20a0a5909ee6e8b694fd958b210e3bde3a6dba2d7"},
-    {file = "numba-0.62.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:728f91a874192df22d74e3fd42c12900b7ce7190b1aad3574c6c61b08313e4c5"},
-    {file = "numba-0.62.1-cp313-cp313-win_amd64.whl", hash = "sha256:bbf3f88b461514287df66bc8d0307e949b09f2b6f67da92265094e8fa1282dd8"},
-    {file = "numba-0.62.1.tar.gz", hash = "sha256:7b774242aa890e34c21200a1fc62e5b5757d5286267e71103257f4e2af0d5161"},
-]
-
-[package.dependencies]
-llvmlite = "==0.45.*"
-numpy = ">=1.22,<2.4"
-
-[[package]]
-name = "numbagg"
-version = "0.9.3"
-description = "Fast N-dimensional aggregation functions with Numba"
-optional = false
-python-versions = ">=3.10"
-files = [
-    {file = "numbagg-0.9.3-py3-none-any.whl", hash = "sha256:19f3fbcc9ff0644110a861ae755155aace4705fcf31b5c2c4648f4441f33d980"},
-    {file = "numbagg-0.9.3.tar.gz", hash = "sha256:8d96a7c627f0a1692e2a2304e6de2d89d53c3fa2e1adef7dcb5f1541e95c1752"},
-]
-
-[package.dependencies]
-numba = "*"
-numpy = "*"
-
 [[package]]
 name = "numcodecs"
 version = "0.13.1"
 description = "A Python package providing buffer compression and transformation codecs for use in data storage and communication applications."
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "numcodecs-0.13.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:96add4f783c5ce57cc7e650b6cac79dd101daf887c479a00a29bc1487ced180b"},
     {file = "numcodecs-0.13.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:237b7171609e868a20fd313748494444458ccd696062f67e198f7f8f52000c15"},
@@ -3637,6 +3455,7 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -3676,41 +3495,13 @@ files = [
     {file = "numpy-1.26.4.tar.gz", hash = "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010"},
 ]
 
-[[package]]
-name = "numpy-groupies"
-version = "0.11.3"
-description = "Optimised tools for group-indexing operations: aggregated sum and more."
-optional = false
-python-versions = ">=3.9"
-files = [
-    {file = "numpy_groupies-0.11.3-py3-none-any.whl", hash = "sha256:d4065dd5d56fda941ad5a7c80a7f80b49f671ed148aaa3e243a0e4caa71adcb3"},
-    {file = "numpy_groupies-0.11.3.tar.gz", hash = "sha256:aed4afdad55e856b9e737fe4b4673c77e47c2f887c3663a18baaa200407c23e0"},
-]
-
-[package.dependencies]
-numpy = "*"
-
-[package.extras]
-dev = ["numba", "pandas", "pytest"]
-fast = ["numba"]
-
-[[package]]
-name = "opt-einsum"
-version = "3.4.0"
-description = "Path optimization of einsum functions."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "opt_einsum-3.4.0-py3-none-any.whl", hash = "sha256:69bb92469f86a1565195ece4ac0323943e83477171b91d24c35afe028a90d7cd"},
-    {file = "opt_einsum-3.4.0.tar.gz", hash = "sha256:96ca72f1b886d148241348783498194c577fa30a8faac108586b14f1ba4473ac"},
-]
-
 [[package]]
 name = "packaging"
 version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "test"]
 files = [
     {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"},
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
@@ -3722,6 +3513,7 @@ version = "2.3.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pandas-2.3.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:376c6446ae31770764215a6c937f72d917f214b43560603cd60da6408f183b6c"},
     {file = "pandas-2.3.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e19d192383eab2f4ceb30b412b22ea30690c9e618f78870357ae1d682912015a"},
@@ -3782,7 +3574,6 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
@@ -3821,6 +3612,7 @@ version = "4.0.0"
 description = "SSH2 protocol library"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "paramiko-4.0.0-py3-none-any.whl", hash = "sha256:0e20e00ac666503bf0b4eda3b6d833465a2b7aff2e2b3d79a8bba5ef144ee3b9"},
     {file = "paramiko-4.0.0.tar.gz", hash = "sha256:6a25f07b380cc9c9a88d2b920ad37167ac4667f8d9886ccebd8f90f654b5d69f"},
@@ -3833,7 +3625,7 @@ invoke = ">=2.0"
 pynacl = ">=1.5"
 
 [package.extras]
-gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
+gssapi = ["gssapi (>=1.4.1) ; platform_system != \"Windows\"", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8) ; platform_system == \"Windows\""]
 
 [[package]]
 name = "parso"
@@ -3841,6 +3633,7 @@ version = "0.8.5"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "parso-0.8.5-py2.py3-none-any.whl", hash = "sha256:646204b5ee239c396d040b90f9e272e9a8017c630092bf59980beb62fd033887"},
     {file = "parso-0.8.5.tar.gz", hash = "sha256:034d7354a9a018bdce352f48b2a8a450f05e9d6ee85db84764e9b6bd96dafe5a"},
@@ -3856,6 +3649,7 @@ version = "1.4.2"
 description = "Appendable key-value storage"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "partd-1.4.2-py3-none-any.whl", hash = "sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f"},
     {file = "partd-1.4.2.tar.gz", hash = "sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c"},
@@ -3874,6 +3668,7 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -3885,6 +3680,8 @@ version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -3899,6 +3696,7 @@ version = "12.0.0"
 description = "Python Imaging Library (fork)"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "pillow-12.0.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:3adfb466bbc544b926d50fe8f4a4e6abd8c6bffd28a26177594e6e9b2b76572b"},
     {file = "pillow-12.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1ac11e8ea4f611c3c0147424eae514028b5e9077dd99ab91e1bd7bc33ff145e1"},
@@ -4007,6 +3805,7 @@ version = "25.3"
 description = "The PyPA recommended tool for installing Python packages."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pip-25.3-py3-none-any.whl", hash = "sha256:9655943313a94722b7774661c21049070f6bbb0a1516bf02f7c8d5d9201514cd"},
     {file = "pip-25.3.tar.gz", hash = "sha256:8d0538dbbd7babbd207f261ed969c65de439f6bc9e5dbd3b3b9a77f25d95f343"},
@@ -4018,6 +3817,7 @@ version = "32.0.1"
 description = "pip requirements parser - a mostly correct pip requirements parsing library because it uses pip's own code."
 optional = false
 python-versions = ">=3.6.0"
+groups = ["main"]
 files = [
     {file = "pip-requirements-parser-32.0.1.tar.gz", hash = "sha256:b4fa3a7a0be38243123cf9d1f3518da10c51bdb165a2b2985566247f9155a7d3"},
     {file = "pip_requirements_parser-32.0.1-py3-none-any.whl", hash = "sha256:4659bc2a667783e7a15d190f6fccf8b2486685b6dba4c19c3876314769c57526"},
@@ -4037,6 +3837,7 @@ version = "4.5.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "platformdirs-4.5.0-py3-none-any.whl", hash = "sha256:e578a81bb873cbb89a41fcc904c7ef523cc18284b7e3b3ccf06aca1403b7ebd3"},
     {file = "platformdirs-4.5.0.tar.gz", hash = "sha256:70ddccdd7c99fc5942e9fc25636a8b34d04c24b335100223152c2803e4063312"},
@@ -4053,6 +3854,7 @@ version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
 files = [
     {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
     {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
@@ -4063,25 +3865,65 @@ dev = ["pre-commit", "tox"]
 testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
-name = "pooch"
-version = "1.8.2"
-description = "A friend to fetch your data files"
+name = "polars"
+version = "1.36.1"
+description = "Blazingly fast DataFrame library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["main"]
 files = [
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-platformdirs = ">=2.5.0"
-requests = ">=2.19.0"
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-sftp = ["paramiko (>=2.7.0)"]
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+async = ["gevent"]
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+connectorx = ["connectorx (>=0.3.2)"]
+database = ["polars[adbc,connectorx,sqlalchemy]"]
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+excel = ["polars[calamine,openpyxl,xlsx2csv,xlsxwriter]"]
+fsspec = ["fsspec"]
+gpu = ["cudf-polars-cu12"]
+graph = ["matplotlib"]
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+numpy = ["numpy (>=1.16.0)"]
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+pandas = ["pandas", "polars[pyarrow]"]
+plot = ["altair (>=5.4.0)"]
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+rtcompat = ["polars-runtime-compat (==1.36.1)"]
+sqlalchemy = ["polars[pandas]", "sqlalchemy"]
+style = ["great-tables (>=0.8.0)"]
+timezone = ["tzdata ; platform_system == \"Windows\""]
+xlsx2csv = ["xlsx2csv (>=0.8.0)"]
+xlsxwriter = ["xlsxwriter"]
+
+[[package]]
+name = "polars-runtime-32"
+version = "1.36.1"
+description = "Blazingly fast DataFrame library"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+]
 
 [[package]]
 name = "pre-commit"
@@ -4089,6 +3931,7 @@ version = "3.8.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -4107,6 +3950,7 @@ version = "0.23.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -4121,6 +3965,7 @@ version = "3.0.52"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -4135,6 +3980,7 @@ version = "0.4.1"
 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -4266,6 +4112,7 @@ version = "7.1.3"
 description = "Cross-platform lib for process and system monitoring."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
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@@ -4289,8 +4136,8 @@ files = [
 ]
 
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-test = ["pytest", "pytest-instafail", "pytest-subtests", "pytest-xdist", "pywin32", "setuptools", "wheel", "wmi"]
+dev = ["abi3audit", "black", "check-manifest", "colorama ; os_name == \"nt\"", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pyreadline ; os_name == \"nt\"", "pytest", "pytest-cov", "pytest-instafail", "pytest-subtests", "pytest-xdist", "pywin32 ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "validate-pyproject[all]", "virtualenv", "vulture", "wheel", "wheel ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "wmi ; os_name == \"nt\" and platform_python_implementation != \"PyPy\""]
+test = ["pytest", "pytest-instafail", "pytest-subtests", "pytest-xdist", "pywin32 ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "setuptools", "wheel ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "wmi ; os_name == \"nt\" and platform_python_implementation != \"PyPy\""]
 
 [[package]]
 name = "ptyprocess"
@@ -4298,6 +4145,8 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
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 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
+groups = ["main"]
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@@ -4319,61 +4169,72 @@ tests = ["pytest"]
 
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 ]
 
-[package.dependencies]
-numpy = ">=1.16.6"
-
-[package.extras]
-test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
-
 [[package]]
 name = "pycparser"
 version = "2.23"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\""
 files = [
     {file = "pycparser-2.23-py3-none-any.whl", hash = "sha256:e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934"},
     {file = "pycparser-2.23.tar.gz", hash = "sha256:78816d4f24add8f10a06d6f05b4d424ad9e96cfebf68a4ddc99c65c0720d00c2"},
@@ -4385,6 +4246,7 @@ version = "2.12.4"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pydantic-2.12.4-py3-none-any.whl", hash = "sha256:92d3d202a745d46f9be6df459ac5a064fdaa3c1c4cd8adcfa332ccf3c05f871e"},
     {file = "pydantic-2.12.4.tar.gz", hash = "sha256:0f8cb9555000a4b5b617f66bfd2566264c4984b27589d3b845685983e8ea85ac"},
@@ -4398,7 +4260,7 @@ typing-inspection = ">=0.4.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
 [[package]]
 name = "pydantic-core"
@@ -4406,6 +4268,7 @@ version = "2.41.5"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pydantic_core-2.41.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:77b63866ca88d804225eaa4af3e664c5faf3568cea95360d21f4725ab6e07146"},
     {file = "pydantic_core-2.41.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dfa8a0c812ac681395907e71e1274819dec685fec28273a28905df579ef137e2"},
@@ -4539,6 +4402,7 @@ version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "test"]
 files = [
     {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
     {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
@@ -4553,6 +4417,7 @@ version = "1.6.1"
 description = "Python binding to the Networking and Cryptography (NaCl) library"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pynacl-1.6.1-cp314-cp314t-macosx_10_10_universal2.whl", hash = "sha256:7d7c09749450c385301a3c20dca967a525152ae4608c0a096fe8464bfc3df93d"},
     {file = "pynacl-1.6.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:fc734c1696ffd49b40f7c1779c89ba908157c57345cf626be2e0719488a076d3"},
@@ -4596,6 +4461,7 @@ version = "0.11.1"
 description = "Vectorized spatial vector file format I/O using GDAL/OGR"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pyogrio-0.11.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:838ead7df8388d938ce848354e384ae5aa46fe7c5f74f9da2d58f064bda053f7"},
     {file = "pyogrio-0.11.1-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:6f51aa9fc3632e6dcb3dd5562b4a56a3a31850c3f630aef3587d5889a1f65275"},
@@ -4647,6 +4513,7 @@ version = "3.2.5"
 description = "pyparsing - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pyparsing-3.2.5-py3-none-any.whl", hash = "sha256:e38a4f02064cf41fe6593d328d0512495ad1f3d8a91c4f73fc401b3079a59a5e"},
     {file = "pyparsing-3.2.5.tar.gz", hash = "sha256:2df8d5b7b2802ef88e8d016a2eb9c7aeaa923529cd251ed0fe4608275d4105b6"},
@@ -4661,6 +4528,7 @@ version = "3.7.1"
 description = "Python interface to PROJ (cartographic projections and coordinate transformations library)"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "pyproj-3.7.1-cp310-cp310-macosx_13_0_x86_64.whl", hash = "sha256:bf09dbeb333c34e9c546364e7df1ff40474f9fddf9e70657ecb0e4f670ff0b0e"},
     {file = "pyproj-3.7.1-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:6575b2e53cc9e3e461ad6f0692a5564b96e7782c28631c7771c668770915e169"},
@@ -4706,6 +4574,7 @@ version = "3.0.2.post1"
 description = "Pure Python read/write support for ESRI Shapefile format"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pyshp-3.0.2.post1-py3-none-any.whl", hash = "sha256:b0aec66bc55f7cd3a846f6b02c5a9eec1fc1d2cff16ccfcf6493a6773c7eb602"},
     {file = "pyshp-3.0.2.post1.tar.gz", hash = "sha256:18e34a66759b6d34a6f535978c76dad518200f23a727d9e22af8e8535c0245b9"},
@@ -4721,6 +4590,7 @@ version = "8.4.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
 files = [
     {file = "pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7"},
     {file = "pytest-8.4.1.tar.gz", hash = "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c"},
@@ -4728,12 +4598,10 @@ files = [
 
 [package.dependencies]
 colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
-exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
 iniconfig = ">=1"
 packaging = ">=20"
 pluggy = ">=1.5,<2"
 pygments = ">=2.7.2"
-tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
@@ -4744,13 +4612,13 @@ version = "1.2.0"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
 files = [
     {file = "pytest_asyncio-1.2.0-py3-none-any.whl", hash = "sha256:8e17ae5e46d8e7efe51ab6494dd2010f4ca8dae51652aa3c8d55acf50bfb2e99"},
     {file = "pytest_asyncio-1.2.0.tar.gz", hash = "sha256:c609a64a2a8768462d0c99811ddb8bd2583c33fd33cf7f21af1c142e824ffb57"},
 ]
 
 [package.dependencies]
-backports-asyncio-runner = {version = ">=1.1,<2", markers = "python_version < \"3.11\""}
 pytest = ">=8.2,<9"
 typing-extensions = {version = ">=4.12", markers = "python_version < \"3.13\""}
 
@@ -4764,6 +4632,7 @@ version = "3.15.1"
 description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
 files = [
     {file = "pytest_mock-3.15.1-py3-none-any.whl", hash = "sha256:0a25e2eb88fe5168d535041d09a4529a188176ae608a6d249ee65abc0949630d"},
     {file = "pytest_mock-3.15.1.tar.gz", hash = "sha256:1849a238f6f396da19762269de72cb1814ab44416fa73a8686deac10b0d87a0f"},
@@ -4781,6 +4650,7 @@ version = "3.8.0"
 description = "pytest xdist plugin for distributed testing, most importantly across multiple CPUs"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
 files = [
     {file = "pytest_xdist-3.8.0-py3-none-any.whl", hash = "sha256:202ca578cfeb7370784a8c33d6d05bc6e13b4f25b5053c30a152269fd10f0b88"},
     {file = "pytest_xdist-3.8.0.tar.gz", hash = "sha256:7e578125ec9bc6050861aa93f2d59f1d8d085595d6551c2c90b6f4fad8d3a9f1"},
@@ -4801,6 +4671,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -4815,6 +4686,7 @@ version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
     {file = "python_dotenv-1.0.1-py3-none-any.whl", hash = "sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a"},
@@ -4829,6 +4701,7 @@ version = "0.25.1"
 description = "Python extension for computing string edit distances and similarities."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "python-Levenshtein-0.25.1.tar.gz", hash = "sha256:b21e7efe83c8e8dc8260f2143b2393c6c77cb2956f0c53de6c4731c4d8006acc"},
     {file = "python_Levenshtein-0.25.1-py3-none-any.whl", hash = "sha256:654446d1ea4acbcc573d44c43775854834a7547e4cb2f79f638f738134d72037"},
@@ -4843,6 +4716,7 @@ version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
     {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
@@ -4854,6 +4728,8 @@ version = "311"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "sys_platform == \"win32\""
 files = [
     {file = "pywin32-311-cp310-cp310-win32.whl", hash = "sha256:d03ff496d2a0cd4a5893504789d4a15399133fe82517455e78bad62efbb7f0a3"},
     {file = "pywin32-311-cp310-cp310-win_amd64.whl", hash = "sha256:797c2772017851984b97180b0bebe4b620bb86328e8a884bb626156295a63b3b"},
@@ -4883,6 +4759,7 @@ version = "6.0.3"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "PyYAML-6.0.3-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f"},
     {file = "PyYAML-6.0.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4"},
@@ -4965,6 +4842,7 @@ version = "3.14.3"
 description = "rapid fuzzy string matching"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "rapidfuzz-3.14.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b9fcd4d751a4fffa17aed1dde41647923c72c74af02459ad1222e3b0022da3a1"},
     {file = "rapidfuzz-3.14.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4ad73afb688b36864a8d9b7344a9cf6da186c471e5790cbf541a635ee0f457f2"},
@@ -5060,6 +4938,7 @@ version = "0.5.4"
 description = "A library for rechunking arrays"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -5083,6 +4962,7 @@ version = "0.37.0"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
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@@ -5099,6 +4979,7 @@ version = "2.32.5"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.9"
+groups = ["main", "test"]
 files = [
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 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
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 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
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 [[package]]
 name = "s3fs"
-version = "2025.3.2"
+version = "2025.12.0"
 description = "Convenient Filesystem interface over S3"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
+groups = ["main"]
 files = [
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 aiohttp = "<4.0.0a0 || >4.0.0a0,<4.0.0a1 || >4.0.0a1"
-fsspec = "==2025.3.2.*"
-
-[package.extras]
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-boto3 = ["aiobotocore[boto3] (>=2.5.4,<3.0.0)"]
+fsspec = "2025.12.0"
 
 [[package]]
 name = "s3path"
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 description = ""
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
-numpy = ">=1.23.5,<2.5"
+numpy = ">=1.25.2,<2.6"
 
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
-doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.19.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.0.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.19.1)", "jupytext", "linkify-it-py", "matplotlib (>=3.5)", "myst-nb (>=1.2.0)", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.2.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
+test = ["Cython", "array-api-strict (>=2.3.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest (>=8.0.0)", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "seaborn"
@@ -5377,6 +5275,7 @@ version = "0.13.2"
 description = "Statistical data visualization"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "seaborn-0.13.2-py3-none-any.whl", hash = "sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987"},
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@@ -5398,6 +5297,7 @@ version = "2.1.2"
 description = "Manipulation and analysis of geometric objects"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "shapely-2.1.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7ae48c236c0324b4e139bea88a306a04ca630f49be66741b340729d380d8f52f"},
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@@ -5471,6 +5371,7 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -5482,6 +5383,7 @@ version = "7.5.0"
 description = "Utils for streaming large files (S3, HDFS, GCS, SFTP, Azure Blob Storage, gzip, bz2, zst...)"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "smart_open-7.5.0-py3-none-any.whl", hash = "sha256:87e695c5148bbb988f15cec00971602765874163be85acb1c9fb8abc012e6599"},
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@@ -5493,13 +5395,13 @@ wrapt = "*"
 [package.extras]
 all = ["smart_open[azure,gcs,http,s3,ssh,webhdfs,zst]"]
 azure = ["azure-common", "azure-core", "azure-storage-blob"]
-gcs = ["google-api-core (<2.28)", "google-cloud-storage (>=2.6.0)"]
+gcs = ["google-api-core (<2.28) ; python_version < \"3.10\"", "google-cloud-storage (>=2.6.0)"]
 http = ["requests"]
 s3 = ["boto3 (>=1.9.17)"]
 ssh = ["paramiko"]
 test = ["awscli", "flake8", "moto[server]", "numpy", "pyopenssl", "pytest", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist[psutil]", "pytest_benchmark", "responses", "smart_open[all]"]
 webhdfs = ["requests"]
-zst = ["backports.zstd (>=1.0.0)"]
+zst = ["backports.zstd (>=1.0.0) ; python_version < \"3.14\""]
 
 [[package]]
 name = "sniffio"
@@ -5507,6 +5409,7 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
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@@ -5518,42 +5421,19 @@ version = "2.4.0"
 description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0"},
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 ]
 
-[[package]]
-name = "sparse"
-version = "0.17.0"
-description = "Sparse n-dimensional arrays for the PyData ecosystem"
-optional = false
-python-versions = ">=3.10"
-files = [
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-]
-
-[package.dependencies]
-numba = ">=0.49"
-numpy = ">=1.17"
-
-[package.extras]
-all = ["matrepr", "sparse[docs,mlir,notebooks,tox]"]
-docs = ["mkdocs-gen-files", "mkdocs-jupyter", "mkdocs-literate-nav", "mkdocs-material", "mkdocs-section-index", "mkdocstrings[python]", "sparse[extras]"]
-extras = ["dask[array]", "networkx", "scikit-learn", "scipy", "sparse[finch]"]
-finch = ["finch-tensor (>=0.2.12)"]
-mlir = ["finch-mlir (>=0.0.2)"]
-notebooks = ["matplotlib", "nbmake", "sparse[tests]"]
-tests = ["pre-commit", "pytest (>=3.5)", "pytest-codspeed", "pytest-cov", "pytest-xdist", "sparse[extras]"]
-tox = ["sparse[tests]", "tox"]
-
 [[package]]
 name = "stack-data"
 version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -5573,6 +5453,7 @@ version = "0.48.0"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "starlette-0.48.0-py3-none-any.whl", hash = "sha256:0764ca97b097582558ecb498132ed0c7d942f233f365b86ba37770e026510659"},
     {file = "starlette-0.48.0.tar.gz", hash = "sha256:7e8cee469a8ab2352911528110ce9088fdc6a37d9876926e73da7ce4aa4c7a46"},
@@ -5591,6 +5472,7 @@ version = "3.2.2"
 description = "Traceback serialization library."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "tblib-3.2.2-py3-none-any.whl", hash = "sha256:26bdccf339bcce6a88b2b5432c988b266ebbe63a4e593f6b578b1d2e723d2b76"},
     {file = "tblib-3.2.2.tar.gz", hash = "sha256:e9a652692d91bf4f743d4a15bc174c0b76afc750fe8c7b6d195cc1c1d6d2ccec"},
@@ -5602,6 +5484,7 @@ version = "4.8.0"
 description = "Python library for throwaway instances of anything that can run in a Docker container"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["test"]
 files = [
     {file = "testcontainers-4.8.0-py3-none-any.whl", hash = "sha256:0b85d787e5b1f8b32042704d23b6c54787bf6751d2d3cfee2c031349ef2eea30"},
     {file = "testcontainers-4.8.0.tar.gz", hash = "sha256:56153bb5938694844f0e6bd0cf82e19dd6a6516bc29881440e273939201a42d5"},
@@ -5654,68 +5537,19 @@ version = "0.10.2"
 description = "Python Library for Tom's Obvious, Minimal Language"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+groups = ["main"]
 files = [
     {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
     {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
 ]
 
-[[package]]
-name = "tomli"
-version = "2.3.0"
-description = "A lil' TOML parser"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
 [[package]]
 name = "toolz"
 version = "1.1.0"
 description = "List processing tools and functional utilities"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "toolz-1.1.0-py3-none-any.whl", hash = "sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8"},
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@@ -5727,6 +5561,7 @@ version = "6.5.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "tornado-6.5.2-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:2436822940d37cde62771cff8774f4f00b3c8024fe482e16ca8387b8a2724db6"},
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@@ -5742,12 +5577,35 @@ files = [
     {file = "tornado-6.5.2.tar.gz", hash = "sha256:ab53c8f9a0fa351e2c0741284e06c7a45da86afb544133201c5cc8578eb076a0"},
 ]
 
+[[package]]
+name = "tqdm"
+version = "4.67.1"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
+    {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "traitlets"
 version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
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@@ -5763,6 +5621,7 @@ version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
+groups = ["main", "test"]
 files = [
     {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
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@@ -5774,6 +5633,7 @@ version = "0.4.2"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7"},
     {file = "typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464"},
@@ -5788,6 +5648,7 @@ version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["main"]
 files = [
     {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
     {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
@@ -5799,6 +5660,7 @@ version = "5.3.1"
 description = "tzinfo object for the local timezone"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "tzlocal-5.3.1-py3-none-any.whl", hash = "sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d"},
     {file = "tzlocal-5.3.1.tar.gz", hash = "sha256:cceffc7edecefea1f595541dbd6e990cb1ea3d19bf01b2809f362a03dd7921fd"},
@@ -5816,13 +5678,14 @@ version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
+groups = ["main", "test"]
 files = [
     {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
     {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -5833,6 +5696,7 @@ version = "0.30.6"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "uvicorn-0.30.6-py3-none-any.whl", hash = "sha256:65fd46fe3fda5bdc1b03b94eb634923ff18cd35b2f084813ea79d1f103f711b5"},
     {file = "uvicorn-0.30.6.tar.gz", hash = "sha256:4b15decdda1e72be08209e860a1e10e92439ad5b97cf44cc945fcbee66fc5788"},
@@ -5841,10 +5705,9 @@ files = [
 [package.dependencies]
 click = ">=7.0"
 h11 = ">=0.8"
-typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "virtualenv"
@@ -5852,6 +5715,7 @@ version = "20.35.4"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "virtualenv-20.35.4-py3-none-any.whl", hash = "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"},
     {file = "virtualenv-20.35.4.tar.gz", hash = "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c"},
@@ -5861,11 +5725,10 @@ files = [
 distlib = ">=0.3.7,<1"
 filelock = ">=3.12.2,<4"
 platformdirs = ">=3.9.1,<5"
-typing-extensions = {version = ">=4.13.2", markers = "python_version < \"3.11\""}
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
 [[package]]
 name = "watchdog"
@@ -5873,6 +5736,7 @@ version = "4.0.2"
 description = "Filesystem events monitoring"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "watchdog-4.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ede7f010f2239b97cc79e6cb3c249e72962404ae3865860855d5cbe708b0fd22"},
     {file = "watchdog-4.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a2cffa171445b0efa0726c561eca9a27d00a1f2b83846dbd5a4f639c4f8ca8e1"},
@@ -5920,6 +5784,7 @@ version = "0.2.14"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "wcwidth-0.2.14-py2.py3-none-any.whl", hash = "sha256:a7bb560c8aee30f9957e5f9895805edd20602f2d7f720186dfd906e82b4982e1"},
     {file = "wcwidth-0.2.14.tar.gz", hash = "sha256:4d478375d31bc5395a3c55c40ccdf3354688364cd61c4f6adacaa9215d0b3605"},
@@ -5931,6 +5796,7 @@ version = "0.45.1"
 description = "A built-package format for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "wheel-0.45.1-py3-none-any.whl", hash = "sha256:708e7481cc80179af0e556bbf0cc00b8444c7321e2700b8d8580231d13017248"},
     {file = "wheel-0.45.1.tar.gz", hash = "sha256:661e1abd9198507b1409a20c02106d9670b2576e916d58f520316666abca6729"},
@@ -5945,6 +5811,7 @@ version = "4.0.15"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "widgetsnbextension-4.0.15-py3-none-any.whl", hash = "sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366"},
     {file = "widgetsnbextension-4.0.15.tar.gz", hash = "sha256:de8610639996f1567952d763a5a41af8af37f2575a41f9852a38f947eb82a3b9"},
@@ -5956,6 +5823,7 @@ version = "1.9.2"
 description = "Python Matplotlib, Numpy library to manage wind data, draw windrose (also known as a polar rose plot)"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "windrose-1.9.2-py3-none-any.whl", hash = "sha256:0f93d22233b281929dff9621366121622a02dd7b7f345e16a869e9947b9559fd"},
     {file = "windrose-1.9.2.tar.gz", hash = "sha256:70200afe01721bfe4a10ea26cbcc3e5c23800566921bbb8a34b0f68ade488bfa"},
@@ -5974,6 +5842,7 @@ version = "1.17.3"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "test"]
 files = [
     {file = "wrapt-1.17.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04"},
     {file = "wrapt-1.17.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2"},
@@ -6060,53 +5929,41 @@ files = [
 
 [[package]]
 name = "xarray"
-version = "2025.6.1"
+version = "2025.6.1.dev2"
 description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.10"
-files = [
-    {file = "xarray-2025.6.1-py3-none-any.whl", hash = "sha256:8b988b47f67a383bdc3b04c5db475cd165e580134c1f1943d52aee4a9c97651b"},
-    {file = "xarray-2025.6.1.tar.gz", hash = "sha256:a84f3f07544634a130d7dc615ae44175419f4c77957a7255161ed99c69c7c8b0"},
-]
+groups = ["main"]
+files = []
+develop = false
 
 [package.dependencies]
-bottleneck = {version = "*", optional = true, markers = "extra == \"accel\""}
-cartopy = {version = "*", optional = true, markers = "extra == \"viz\""}
-cftime = {version = "*", optional = true, markers = "extra == \"io\""}
-dask = {version = "*", extras = ["complete"], optional = true, markers = "extra == \"parallel\""}
-flox = {version = "*", optional = true, markers = "extra == \"accel\""}
-fsspec = {version = "*", optional = true, markers = "extra == \"io\""}
-h5netcdf = {version = "*", optional = true, markers = "extra == \"io\""}
-matplotlib = {version = "*", optional = true, markers = "extra == \"viz\""}
-nc-time-axis = {version = "*", optional = true, markers = "extra == \"viz\""}
-netCDF4 = {version = "*", optional = true, markers = "extra == \"io\""}
-numba = {version = ">=0.54", optional = true, markers = "extra == \"accel\""}
-numbagg = {version = "*", optional = true, markers = "extra == \"accel\""}
 numpy = ">=1.24"
-opt_einsum = {version = "*", optional = true, markers = "extra == \"accel\""}
 packaging = ">=23.2"
 pandas = ">=2.1"
-pooch = {version = "*", optional = true, markers = "extra == \"io\""}
-scipy = {version = "*", optional = true, markers = "extra == \"accel\" or extra == \"io\""}
-seaborn = {version = "*", optional = true, markers = "extra == \"viz\""}
-sparse = {version = "*", optional = true, markers = "extra == \"etc\""}
-zarr = {version = "*", optional = true, markers = "extra == \"io\""}
 
 [package.extras]
 accel = ["bottleneck", "flox", "numba (>=0.54)", "numbagg", "opt_einsum", "scipy"]
 complete = ["xarray[accel,etc,io,parallel,viz]"]
 etc = ["sparse"]
-io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "scipy", "zarr"]
+io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap ; python_version < \"3.10\"", "scipy", "zarr"]
 parallel = ["dask[complete]"]
 types = ["pandas-stubs", "scipy-stubs", "types-PyYAML", "types-Pygments", "types-colorama", "types-decorator", "types-defusedxml", "types-docutils", "types-networkx", "types-openpyxl", "types-pexpect", "types-psutil", "types-pycurl", "types-python-dateutil", "types-pytz", "types-setuptools"]
 viz = ["cartopy", "matplotlib", "nc-time-axis", "seaborn"]
 
+[package.source]
+type = "git"
+url = "https://github.com/lbesnard/xarray.git"
+reference = "2025.06.01.dev2"
+resolved_reference = "2c873ac4ed5b5cb4266e5718fbcfa2f72ecab773"
+
 [[package]]
 name = "xmltodict"
 version = "0.13.0"
 description = "Makes working with XML feel like you are working with JSON"
 optional = false
 python-versions = ">=3.4"
+groups = ["main"]
 files = [
     {file = "xmltodict-0.13.0-py2.py3-none-any.whl", hash = "sha256:aa89e8fd76320154a40d19a0df04a4695fb9dc5ba977cbb68ab3e4eb225e7852"},
     {file = "xmltodict-0.13.0.tar.gz", hash = "sha256:341595a488e3e01a85a9d8911d8912fd922ede5fecc4dce437eb4b6c8d037e56"},
@@ -6118,6 +5975,7 @@ version = "2025.10.0"
 description = "Source of XYZ tiles providers"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "xyzservices-2025.10.0-py3-none-any.whl", hash = "sha256:cfd6423367c7bc717ed5824d4dd7de2c91486886c1c193db9d8f0fa7fd43bc1b"},
     {file = "xyzservices-2025.10.0.tar.gz", hash = "sha256:c6b7648276c98e8222fbec84d9c763128cf3653705017a4d6c4c3652480ee144"},
@@ -6129,6 +5987,7 @@ version = "1.22.0"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "yarl-1.22.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:c7bd6683587567e5a49ee6e336e0612bec8329be1b7d4c8af5687dcdeb67ee1e"},
     {file = "yarl-1.22.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5cdac20da754f3a723cceea5b3448e1a2074866406adeb4ef35b469d089adb8f"},
@@ -6269,23 +6128,24 @@ propcache = ">=0.2.1"
 
 [[package]]
 name = "zarr"
-version = "2.18.3"
+version = "2.18.7"
 description = "An implementation of chunked, compressed, N-dimensional arrays for Python"
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.11"
+groups = ["main"]
 files = [
-    {file = "zarr-2.18.3-py3-none-any.whl", hash = "sha256:b1f7dfd2496f436745cdd4c7bcf8d3b4bc1dceef5fdd0d589c87130d842496dd"},
-    {file = "zarr-2.18.3.tar.gz", hash = "sha256:2580d8cb6dd84621771a10d31c4d777dca8a27706a1a89b29f42d2d37e2df5ce"},
+    {file = "zarr-2.18.7-py3-none-any.whl", hash = "sha256:ac3dc4033e9ae4e9d7b5e27c97ea3eaf1003cc0a07f010bd83d5134bf8c4b223"},
+    {file = "zarr-2.18.7.tar.gz", hash = "sha256:b2b8f66f14dac4af66b180d2338819981b981f70e196c9a66e6bfaa9e59572f5"},
 ]
 
 [package.dependencies]
 asciitree = "*"
 fasteners = {version = "*", markers = "sys_platform != \"emscripten\""}
-numcodecs = ">=0.10.0"
+numcodecs = ">=0.10.0,<0.14.0 || >0.14.0,<0.14.1 || >0.14.1,<0.16"
 numpy = ">=1.24"
 
 [package.extras]
-docs = ["numcodecs[msgpack]", "numpydoc", "pydata-sphinx-theme", "sphinx", "sphinx-automodapi", "sphinx-copybutton", "sphinx-design", "sphinx-issues"]
+docs = ["numcodecs[msgpack] (!=0.14.0,!=0.14.1,<0.16)", "numpydoc", "pydata-sphinx-theme", "pytest-doctestplus", "sphinx", "sphinx-automodapi", "sphinx-copybutton", "sphinx-issues", "sphinx_design"]
 jupyter = ["ipytree (>=0.2.2)", "ipywidgets (>=8.0.0)", "notebook"]
 
 [[package]]
@@ -6294,6 +6154,7 @@ version = "3.0.0"
 description = "Mutable mapping tools"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "zict-3.0.0-py2.py3-none-any.whl", hash = "sha256:5796e36bd0e0cc8cf0fbc1ace6a68912611c1dbd74750a3f3026b9b9d6a327ae"},
     {file = "zict-3.0.0.tar.gz", hash = "sha256:e321e263b6a97aafc0790c3cfb3c04656b7066e6738c37fffcca95d803c9fba5"},
@@ -6305,13 +6166,15 @@ version = "3.23.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version == \"3.11\""
 files = [
     {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
     {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
@@ -6324,6 +6187,7 @@ version = "6.1"
 description = "Very basic event publishing system"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "zope_event-6.1-py3-none-any.whl", hash = "sha256:0ca78b6391b694272b23ec1335c0294cc471065ed10f7f606858fc54566c25a0"},
     {file = "zope_event-6.1.tar.gz", hash = "sha256:6052a3e0cb8565d3d4ef1a3a7809336ac519bc4fe38398cb8d466db09adef4f0"},
@@ -6339,6 +6203,7 @@ version = "8.1.1"
 description = "Interfaces for Python"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "zope_interface-8.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5c6b12b656c7d7e3d79cad8e2afc4a37eae6b6076e2c209a33345143148e435e"},
     {file = "zope_interface-8.1.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:557c0f1363c300db406e9eeaae8ab6d1ba429d4fed60d8ab7dadab5ca66ccd35"},
@@ -6379,6 +6244,6 @@ test = ["coverage[toml]", "zope.event", "zope.testing"]
 testing = ["coverage[toml]", "zope.event", "zope.testing"]
 
 [metadata]
-lock-version = "2.0"
-python-versions = "^3.10.14"
-content-hash = "6b12d85559dcde15cc9f206a93a3c6424e3c1acd03c2e96a3b7604fcf3981e11"
+lock-version = "2.1"
+python-versions = "^3.11"
+content-hash = "f2bf7d1c2aeb630a3a1dd05cc091e1bc054dcfda3a2e0c5f1791ea4d92c2a12a"
diff --git a/pyproject.toml b/pyproject.toml
index e8d74633..6d8e1656 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,7 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 # Dependency from a GitHub repository, use tag = "v0.1.32" or branch = "xxx"
-aodn_cloud_optimised = { git = "https://github.com/aodn/aodn_cloud_optimised.git", tag = "v0.1.53" }
+aodn_cloud_optimised = { git = "https://github.com/aodn/aodn_cloud_optimised.git", tag = "v0.1.64" }
 black = "^24.8.0"
 blosc = "^1.11.3"
 boto3 = "^1.28.0"
@@ -25,8 +25,8 @@ jsonify = "^0.5"
 logging = "^0.4.9.6"
 matplotlib = "3.10.0"
 pandas = "^2.2.3"
-pyarrow = "17.0.0"
-python = "^3.10.14"
+pyarrow = "22.0.0"
+python = "^3.11"
 python-levenshtein = "^0.25.1"
 psutil = "^7.0.0"
 pre-commit = "^3.8.0"
@@ -41,6 +41,7 @@ coverage = "^7.8.0"
 anyio = "4.9.0"
 duckdb = "^1.3.2"
 apscheduler = "^3.10.4"
+tqdm = ">=4.67.1"
 
 [tool.poetry.group.test.dependencies]
 pytest = "8.4.1"
diff --git a/tests/core/test_with_s3.py b/tests/core/test_with_s3.py
index b587f642..79cecede 100644
--- a/tests/core/test_with_s3.py
+++ b/tests/core/test_with_s3.py
@@ -64,23 +64,29 @@ def setup(self):
         os.environ["PROFILE"] = EnvType.TESTING.value
 
     @pytest.fixture(scope="class")
-    def localstack(self, request) -> Generator[LocalStackContainer, Any, None]:
+    def localstack(self) -> Generator[LocalStackContainer, None, None]:
         """
         Start LocalStack container with SQS and S3 services.
-        using with scope cause the call to localstack.stop() happen
-        automatically
         """
-        with LocalStackContainer(image="localstack/localstack:4.3.0") as localstack:
-            localstack.start()
-            time = wait_for_logs(localstack, "Ready.")
+        container = None
+        try:
+            container = LocalStackContainer(image="localstack/localstack:4.3.0")
+            container.start()
+
+            time = wait_for_logs(container, "Ready.")
             log.info(
-                f"Create localstack S3 at port {localstack.get_url()}, time = {time}"
+                f"Create localstack S3 at port {container.get_url()}, time = {time}"
             )
 
-            # Tier down automatically
-            yield localstack
+            yield container
 
-            log.info(f"Close localstack S3 at port {localstack.get_url()}")
+        finally:
+            if container is not None:
+                try:
+                    log.info(f"Stopping localstack S3 at port {container.get_url()}")
+                    container.stop()
+                except Exception as e:
+                    log.warning(f"Error stopping localstack: {e}")
 
     @pytest.fixture(scope="class")
     def aws_clients(self, localstack):
@@ -150,7 +156,8 @@ def wrapped_get_mapper(path, **kwargs):
         # Other test may have call this get_s3_filesystem() this function is cached and
         # may use different ENDPOINT_URL other than the one above
         # so we need to clear it now before the next call happens
-        DataQuery.get_s3_filesystem.cache_clear()
+        # commented this line as current co lib did not support it.
+        # DataQuery.get_s3_filesystem.cache_clear()
         # Force a load so its cache value use the test value
         DataQuery.get_s3_filesystem()