diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 024bc19..638b52c 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -131,9 +131,11 @@ jobs:
       fail-fast: false
       matrix:
         os: [ ubuntu-latest, macos-latest, windows-latest ]
-        python-version: [ '3.10', '3.11' ]
-        # msgspec 0.18.5 fails on 3.9
-        # duckdb 0.9.2 doesn't work with 3.12 yet
+        python-version: [ '3.10', '3.11', '3.12' ]
+        # msgspec 0.18.6 fails on 3.9
+        exclude:
+          - os: macos-latest
+            python-version: '3.12'  # connectorx(>=0.3.2) (required by polars>=0.3.2) is not available
 
     steps:
 
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4e76072..42a125a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,9 @@
 #     https://pre-commit.com/hooks.html         for more hooks
 default_language_version:
   python: python3.11
+
 repos:
+
   # Standard hooks
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: "v4.5.0"
diff --git a/noxfile.py b/noxfile.py
index d5d7e17..ea08835 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -60,7 +60,7 @@ def find_my_name() -> str:
 package: Final = find_my_name()
 locations: Final = f"src/{package}", "tests", "./noxfile.py", "docs/source/conf.py"
 
-supported_pythons: Final = "3.10", "3.11"
+supported_pythons: Final = "3.10", "3.11", "3.12"
 
 
 def _update_hook(hook: Path, virtualenv: str, s: Session) -> None:
diff --git a/poetry.lock b/poetry.lock
index 4af42de..2e9202d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,49 +2,52 @@
 
 [[package]]
 name = "adbc-driver-manager"
-version = "0.9.0"
+version = "0.10.0"
 description = "A generic entrypoint for ADBC drivers."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "adbc_driver_manager-0.9.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:9c7ee38855d4b4ebd6c83f14ab1b44bb8dc47173cb26f165a3d7b3a7a5dc39b6"},
-    {file = "adbc_driver_manager-0.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e67781edb19f1b76d06a1aa099987a801b5e4298842acac1b0f123934ac7e180"},
-    {file = "adbc_driver_manager-0.9.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:58921cc1c82e1583f5faa5f65d6bc5e18a0428dd837db2a039cfa90f6c411cdf"},
-    {file = "adbc_driver_manager-0.9.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7adca37f8e4a0bb164c3c43b603013f85df30a75bbdf3329c15fa4ae463736c0"},
-    {file = "adbc_driver_manager-0.9.0-cp310-cp310-win_amd64.whl", hash = "sha256:ec4e49ae23fb4b8f8938d78bcca262722fdf78799b114928fda80bba8dada541"},
-    {file = "adbc_driver_manager-0.9.0-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:638e5bdbb86abc1745679ed350266394d1478d53628a3f06d69a7778a280201d"},
-    {file = "adbc_driver_manager-0.9.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:33380cebfe909e78ad7a47faf0d204541e8640ac479ebe3e2dc4e152bc68dc51"},
-    {file = "adbc_driver_manager-0.9.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:95f29b7fa75ddebe34406a28f23df0ffe2ff861bd4d1a2c916ca46946e344d5b"},
-    {file = "adbc_driver_manager-0.9.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4f38e098b0d02d03e6c1c612167ad2e589141f6ee6c513ef1321edac90bf66f2"},
-    {file = "adbc_driver_manager-0.9.0-cp311-cp311-win_amd64.whl", hash = "sha256:dcdc7fbe1bb91be61a53cf6693ed70d2018e66cc520eaa4e57f1b425260a4ff4"},
-    {file = "adbc_driver_manager-0.9.0-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:31e508b908f3b5c9183beb3b3528ff936f7429b82271346718d2be06103093ba"},
-    {file = "adbc_driver_manager-0.9.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:7b2d6137025dc2aaa1a03777c25107d98f5d904c9edf18d6ed743c89bf89a0a4"},
-    {file = "adbc_driver_manager-0.9.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1f2de9536954881f0b6b7211742b54d4ce02c8b86b011de840a96948cdde4668"},
-    {file = "adbc_driver_manager-0.9.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:70b4cecbf4196fe06e6f8d6bcaddbff56f8e8dfd95b3443c2640de7d9c19d2f0"},
-    {file = "adbc_driver_manager-0.9.0-cp312-cp312-win_amd64.whl", hash = "sha256:7c3e589f70830887523607aa93dcb01a822dbdb63d55cc8fed54f5da53174e4b"},
-    {file = "adbc_driver_manager-0.9.0-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:52e96957f08723b28b37b52084c6fb9d61251144cfab30645563c5f60db5b6a1"},
-    {file = "adbc_driver_manager-0.9.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:9fd41d26d60f2189543d32b1484f99d89285da345c6552ce85e820402fe2ca9e"},
-    {file = "adbc_driver_manager-0.9.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2feb0290058b553b454b9bf145cc262cc29c4f18f076058a219ceeb95f5f505a"},
-    {file = "adbc_driver_manager-0.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3ab7cd84d2dc5574eae03d0e8f713b3eb75c929cb01fae80bf877ee06cc3ef86"},
-    {file = "adbc_driver_manager-0.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:5fe5d9ee9eb382da378d727052a685b6196c587df75964f29d8bd0b46e1fd63e"},
+    {file = "adbc_driver_manager-0.10.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:d2b6800fdf26920b50497b11c3af9069974d2e5d066db35ff35f83d30842ea55"},
+    {file = "adbc_driver_manager-0.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7750cd791ba0b4f5bcd1c8cb73a8be4783f3857932562067ee928650ecb6bbe8"},
+    {file = "adbc_driver_manager-0.10.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f5e6dc4f860a2486580f5346bd41faeff9d2f0e80a69fe15234242a12e1f4e06"},
+    {file = "adbc_driver_manager-0.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:259ff9e28273de0395def083b9241b808ccf7c9e8ff4c4144892c6b2f035bcc3"},
+    {file = "adbc_driver_manager-0.10.0-cp310-cp310-win_amd64.whl", hash = "sha256:43e304558acee50d3465171c427604cf84638b9b246166f05f5352001636f936"},
+    {file = "adbc_driver_manager-0.10.0-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:85ba7c47fa08ba4ac76b83d420f6d3a7ffc569a03c45818309c5cc4f99a1fb7b"},
+    {file = "adbc_driver_manager-0.10.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:81bd09520ba8f5cf533e16e11ac239fcbebd415763e5e2f28743d21a6b2c4d34"},
+    {file = "adbc_driver_manager-0.10.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f047c443abaf79fcb0a623ef78a18c8d819f34f14c3214ecd69058529be0a111"},
+    {file = "adbc_driver_manager-0.10.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0a5351ae521ebddc2753e45a73d82023c6fd919b7c92ae726637806e8ba70946"},
+    {file = "adbc_driver_manager-0.10.0-cp311-cp311-win_amd64.whl", hash = "sha256:1f8b72efa7204082121bdec39c247906b9aea1d85db4fcd26fec9af64b8fb27b"},
+    {file = "adbc_driver_manager-0.10.0-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:2067b324930494d826b9b29105f34fa7f808e9645dafe923da3adcfe9cf5bb30"},
+    {file = "adbc_driver_manager-0.10.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b08e9c7ce796fe36ddd44612531f6f7744c42698eabba301f08a98cd690087b8"},
+    {file = "adbc_driver_manager-0.10.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:272e77f78181be69c62ba4373c87370268210208fb8f999118c1ad25a59126eb"},
+    {file = "adbc_driver_manager-0.10.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:63a6a625cbf4273d593c66fe670fcd3a1833827fec7a4808426eddf0e91ba45a"},
+    {file = "adbc_driver_manager-0.10.0-cp312-cp312-win_amd64.whl", hash = "sha256:ed5237a22fbfc9eef4faa03fd58d3856f8cabd80fc6743a1ab7560d11a3ccb1b"},
+    {file = "adbc_driver_manager-0.10.0-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:7a7a7c8a1c0d2cdd9990d1b82a615f7f8d80cb7073e5c559c1a5622870f24337"},
+    {file = "adbc_driver_manager-0.10.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:c2749953d3853255c099f56e7c821ffa41c28a384cbc2ae10ae59583c5265b44"},
+    {file = "adbc_driver_manager-0.10.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:479ef698234a99f5f055da20624565f3220833fa98d983d4405b7d066b6099d8"},
+    {file = "adbc_driver_manager-0.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:51717875f2fbd37527b669af3d315d6cec72ab6101eab4aeb32ad37f655ad8d0"},
+    {file = "adbc_driver_manager-0.10.0-cp39-cp39-win_amd64.whl", hash = "sha256:5534d1be787d91de961e55ea491c3d14ba14bd72a5325127b49319cc4261c1f5"},
 ]
 
+[package.dependencies]
+typing-extensions = "*"
+
 [package.extras]
 dbapi = ["pandas", "pyarrow (>=8.0.0)"]
 test = ["duckdb", "pandas", "pyarrow (>=8.0.0)", "pytest"]
 
 [[package]]
 name = "adbc-driver-sqlite"
-version = "0.9.0"
+version = "0.10.0"
 description = "An ADBC driver for working with SQLite."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "adbc_driver_sqlite-0.9.0-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:da62a80e642088fb43f4d69265e58c8dfcd9b38548814d643d63f2e59346a4f3"},
-    {file = "adbc_driver_sqlite-0.9.0-py3-none-macosx_11_0_arm64.whl", hash = "sha256:9a150c28b9e37f8f9ee16271179905cfc485f662eb936351e8b6c3149ea2152c"},
-    {file = "adbc_driver_sqlite-0.9.0-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:24782431d415914930366b1c717a2629bb9e9892eac2bf051c065a2d954e3a27"},
-    {file = "adbc_driver_sqlite-0.9.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:905de41658f7567f0919e5aa34d1e3261f8a802212c46f06a6b767ba7f07277e"},
-    {file = "adbc_driver_sqlite-0.9.0-py3-none-win_amd64.whl", hash = "sha256:eb6cd9dc71631bcee474a18191b6f61b060d1af5ea7974886858a29f6dc1e4b2"},
+    {file = "adbc_driver_sqlite-0.10.0-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:d3e552aff125600e6d1c0e91cd5dddf337b34ca1b86eb3be20db4a2cd7334d59"},
+    {file = "adbc_driver_sqlite-0.10.0-py3-none-macosx_11_0_arm64.whl", hash = "sha256:1396d83aee72593dd975181feb258f7225ef4c1cbd68c59ce7924e215de8f1f7"},
+    {file = "adbc_driver_sqlite-0.10.0-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b506902bdf60a0a09ca5f178d39d5bdf3a69679c917144c755b45b32ed7fa672"},
+    {file = "adbc_driver_sqlite-0.10.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a67b518c380f8b490c6aab2d90006dfa285941128172393effb3a58c73304d34"},
+    {file = "adbc_driver_sqlite-0.10.0-py3-none-win_amd64.whl", hash = "sha256:7727da4b1352b3bce846e0b6d0486be8949a32ef473179edc9050f7ac03d6d77"},
 ]
 
 [package.dependencies]
@@ -78,13 +81,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.2.0"
+version = "4.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
-    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
+    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
+    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
 ]
 
 [package.dependencies]
@@ -382,33 +385,33 @@ gast = ">=0.5.0,<0.6.0"
 
 [[package]]
 name = "black"
-version = "24.1.1"
+version = "24.2.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -882,63 +885,63 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
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 [[package]]
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 optional = false
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+    {file = "gevent-24.2.1-cp38-cp38-win_amd64.whl", hash = "sha256:117e5837bc74a1673605fb53f8bfe22feb6e5afa411f524c835b2ddf768db0de"},
+    {file = "gevent-24.2.1-cp39-cp39-macosx_11_0_universal2.whl", hash = "sha256:2ae3a25ecce0a5b0cd0808ab716bfca180230112bb4bc89b46ae0061d62d4afe"},
+    {file = "gevent-24.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a7ceb59986456ce851160867ce4929edaffbd2f069ae25717150199f8e1548b8"},
+    {file = "gevent-24.2.1-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:2e9ac06f225b696cdedbb22f9e805e2dd87bf82e8fa5e17756f94e88a9d37cf7"},
+    {file = "gevent-24.2.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:90cbac1ec05b305a1b90ede61ef73126afdeb5a804ae04480d6da12c56378df1"},
+    {file = "gevent-24.2.1-cp39-cp39-win32.whl", hash = "sha256:782a771424fe74bc7e75c228a1da671578c2ba4ddb2ca09b8f959abdf787331e"},
+    {file = "gevent-24.2.1-cp39-cp39-win_amd64.whl", hash = "sha256:3adfb96637f44010be8abd1b5e73b5070f851b817a0b182e601202f20fa06533"},
+    {file = "gevent-24.2.1-pp310-pypy310_pp73-macosx_11_0_universal2.whl", hash = "sha256:7b00f8c9065de3ad226f7979154a7b27f3b9151c8055c162332369262fc025d8"},
+    {file = "gevent-24.2.1.tar.gz", hash = "sha256:432fc76f680acf7cf188c2ee0f5d3ab73b63c1f03114c7cd8a34cebbe5aa2056"},
 ]
 
 [package.dependencies]
@@ -1844,7 +1856,7 @@ dnspython = ["dnspython (>=1.16.0,<2.0)", "idna"]
 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", "setuptools"]
+test = ["cffi (>=1.12.2)", "coverage (>=5.0)", "dnspython (>=1.16.0,<2.0)", "idna", "objgraph", "psutil (>=5.7.0)", "requests"]
 
 [[package]]
 name = "greenlet"
@@ -1930,13 +1942,13 @@ files = [
 
 [[package]]
 name = "holoviews"
-version = "1.18.2"
+version = "1.18.3"
 description = "Stop plotting your data - annotate your data and let it visualize itself."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "holoviews-1.18.2-py2.py3-none-any.whl", hash = "sha256:457cf0780df92f8f3b3f5390b2cc2b8aeea7b3f8c61c1f0e3c21f9c466505f75"},
-    {file = "holoviews-1.18.2.tar.gz", hash = "sha256:58f6588ffb4d51add66e60e7dfa70e89d9001d97e427b3f29901911896a73983"},
+    {file = "holoviews-1.18.3-py2.py3-none-any.whl", hash = "sha256:b94b96560b64a84c07e89115aaf9b226e6009684800ec84d3c88cbad122c0c46"},
+    {file = "holoviews-1.18.3.tar.gz", hash = "sha256:578e30e89d72754f97a83ebe08198fec8e87cc7e49b25b9f31ec393f939ca500"},
 ]
 
 [package.dependencies]
@@ -1949,31 +1961,31 @@ param = ">=1.12.0,<3.0"
 pyviz-comms = ">=0.7.4"
 
 [package.extras]
-all = ["bokeh (>=3.1)", "cftime", "codecov", "contourpy", "cudf", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "graphviz", "ibis-framework", "ipython (>=5.4.0)", "matplotlib (>=3)", "myst-nb (<1)", "nbconvert", "nbsite (>=0.8.4,<0.9.0)", "nbval", "netcdf4", "networkx", "notebook (>=7.0)", "pillow", "playwright", "plotly (>=4.0)", "pooch", "pre-commit", "pyarrow", "pytest", "pytest-cov", "pytest-github-actions-annotate-failures", "pytest-playwright", "pytest-rerunfailures", "pytest-xdist", "ruff", "scikit-image", "scipy", "scipy (>=1.10)", "selenium", "shapely", "spatialpandas", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
+all = ["bokeh (>=3.1)", "cftime", "codecov", "contourpy", "cudf", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "graphviz", "ibis-framework", "ipython (>=5.4.0)", "matplotlib (>=3)", "myst-nb (<1)", "nbconvert", "nbsite (>=0.8.4,<0.9.0)", "nbval", "netcdf4", "networkx", "notebook", "notebook (>=7.0)", "pillow", "playwright", "plotly (>=4.0)", "pooch", "pre-commit", "pyarrow", "pytest", "pytest-cov", "pytest-github-actions-annotate-failures", "pytest-playwright", "pytest-rerunfailures", "pytest-xdist", "ruff", "scikit-image", "scipy", "scipy (>=1.10)", "selenium", "shapely", "spatialpandas", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
 build = ["param (>=1.7.0)", "pyct (>=0.4.4)", "setuptools (>=30.3.0)"]
-doc = ["bokeh (>=3.1)", "cftime", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "graphviz", "ipython (>=5.4.0)", "matplotlib (>=3)", "myst-nb (<1)", "nbsite (>=0.8.4,<0.9.0)", "netcdf4", "networkx", "notebook (>=7.0)", "pillow", "plotly (>=4.0)", "pooch", "pyarrow", "scikit-image", "scipy", "selenium", "shapely", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
-examples = ["bokeh (>=3.1)", "cftime", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "ipython (>=5.4.0)", "matplotlib (>=3)", "netcdf4", "networkx", "notebook (>=7.0)", "pillow", "plotly (>=4.0)", "pooch", "pyarrow", "scikit-image", "scipy", "shapely", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
-examples-tests = ["bokeh (>=3.1)", "cftime", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "ipython (>=5.4.0)", "matplotlib (>=3)", "nbval", "netcdf4", "networkx", "notebook (>=7.0)", "pillow", "plotly (>=4.0)", "pooch", "pyarrow", "scikit-image", "scipy", "shapely", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
+doc = ["bokeh (>=3.1)", "cftime", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "graphviz", "ipython (>=5.4.0)", "matplotlib (>=3)", "myst-nb (<1)", "nbsite (>=0.8.4,<0.9.0)", "netcdf4", "networkx", "notebook", "notebook (>=7.0)", "pillow", "plotly (>=4.0)", "pooch", "pyarrow", "scikit-image", "scipy", "selenium", "shapely", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
+examples = ["bokeh (>=3.1)", "cftime", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "ipython (>=5.4.0)", "matplotlib (>=3)", "netcdf4", "networkx", "notebook", "notebook (>=7.0)", "pillow", "plotly (>=4.0)", "pooch", "pyarrow", "scikit-image", "scipy", "shapely", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
+examples-tests = ["bokeh (>=3.1)", "cftime", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "ipython (>=5.4.0)", "matplotlib (>=3)", "nbval", "netcdf4", "networkx", "notebook", "notebook (>=7.0)", "pillow", "plotly (>=4.0)", "pooch", "pyarrow", "scikit-image", "scipy", "shapely", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
 lint = ["pre-commit", "ruff"]
-notebook = ["ipython (>=5.4.0)", "notebook (>=7.0)"]
-recommended = ["bokeh (>=3.1)", "ipython (>=5.4.0)", "matplotlib (>=3)", "notebook (>=7.0)"]
+notebook = ["ipython (>=5.4.0)", "notebook"]
+recommended = ["bokeh (>=3.1)", "ipython (>=5.4.0)", "matplotlib (>=3)", "notebook"]
 tests = ["bokeh (>=3.1)", "cftime", "contourpy", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "ibis-framework", "ipython (>=5.4.0)", "matplotlib (>=3)", "nbconvert", "networkx", "pillow", "plotly (>=4.0)", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "scipy (>=1.10)", "selenium", "shapely", "spatialpandas", "xarray (>=0.10.4)"]
 tests-ci = ["codecov", "pytest-github-actions-annotate-failures"]
 tests-core = ["bokeh (>=3.1)", "contourpy", "ipython (>=5.4.0)", "matplotlib (>=3)", "nbconvert", "pillow", "plotly (>=4.0)", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"]
 tests-gpu = ["bokeh (>=3.1)", "cftime", "contourpy", "cudf", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "ibis-framework", "ipython (>=5.4.0)", "matplotlib (>=3)", "nbconvert", "networkx", "pillow", "plotly (>=4.0)", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "scipy (>=1.10)", "selenium", "shapely", "spatialpandas", "xarray (>=0.10.4)"]
 tests-nb = ["nbval"]
 ui = ["playwright", "pytest-playwright"]
-unit-tests = ["bokeh (>=3.1)", "cftime", "contourpy", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "ibis-framework", "ipython (>=5.4.0)", "matplotlib (>=3)", "nbconvert", "netcdf4", "networkx", "notebook (>=7.0)", "pillow", "plotly (>=4.0)", "pooch", "pre-commit", "pyarrow", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "ruff", "scikit-image", "scipy", "scipy (>=1.10)", "selenium", "shapely", "spatialpandas", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
+unit-tests = ["bokeh (>=3.1)", "cftime", "contourpy", "dash (>=1.16)", "dask", "datashader (>=0.11.1)", "ffmpeg", "ibis-framework", "ipython (>=5.4.0)", "matplotlib (>=3)", "nbconvert", "netcdf4", "networkx", "notebook", "notebook (>=7.0)", "pillow", "plotly (>=4.0)", "pooch", "pre-commit", "pyarrow", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "ruff", "scikit-image", "scipy", "scipy (>=1.10)", "selenium", "shapely", "spatialpandas", "streamz (>=0.5.0)", "xarray (>=0.10.4)"]
 
 [[package]]
 name = "httpcore"
-version = "1.0.2"
+version = "1.0.4"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpcore-1.0.2-py3-none-any.whl", hash = "sha256:096cc05bca73b8e459a1fc3dcf585148f63e534eae4339559c9b8a8d6399acc7"},
-    {file = "httpcore-1.0.2.tar.gz", hash = "sha256:9fc092e4799b26174648e54b74ed5f683132a464e95643b226e00c2ed2fa6535"},
+    {file = "httpcore-1.0.4-py3-none-any.whl", hash = "sha256:ac418c1db41bade2ad53ae2f3834a3a0f5ae76b56cf5aa497d2d033384fc7d73"},
+    {file = "httpcore-1.0.4.tar.gz", hash = "sha256:cb2839ccfcba0d2d3c1131d3c3e26dfc327326fbe7a5dc0dbfe9f6c9151bb022"},
 ]
 
 [package.dependencies]
@@ -1984,17 +1996,17 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.23.0)"]
+trio = ["trio (>=0.22.0,<0.25.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.26.0"
+version = "0.27.0"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpx-0.26.0-py3-none-any.whl", hash = "sha256:8915f5a3627c4d47b73e8202457cb28f1266982d1159bd5779d86a80c0eab1cd"},
-    {file = "httpx-0.26.0.tar.gz", hash = "sha256:451b55c30d5185ea6b23c2c793abf9bb237d2a7dfb901ced6ff69ad37ec1dfaf"},
+    {file = "httpx-0.27.0-py3-none-any.whl", hash = "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5"},
+    {file = "httpx-0.27.0.tar.gz", hash = "sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5"},
 ]
 
 [package.dependencies]
@@ -2043,13 +2055,13 @@ tests-nb = ["nbval", "pytest-xdist"]
 
 [[package]]
 name = "identify"
-version = "2.5.33"
+version = "2.5.35"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.33-py2.py3-none-any.whl", hash = "sha256:d40ce5fcd762817627670da8a7d8d8e65f24342d14539c59488dc603bf662e34"},
-    {file = "identify-2.5.33.tar.gz", hash = "sha256:161558f9fe4559e1557e1bff323e8631f6a0e4837f7497767c1782832f16b62d"},
+    {file = "identify-2.5.35-py2.py3-none-any.whl", hash = "sha256:c4de0081837b211594f8e877a6b4fad7ca32bbfc1a9307fdd61c28bfe923f13e"},
+    {file = "identify-2.5.35.tar.gz", hash = "sha256:10a7ca245cfcd756a554a7288159f72ff105ad233c7c4b9c6f0f4d108f5f6791"},
 ]
 
 [package.extras]
@@ -2272,13 +2284,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "json5"
-version = "0.9.14"
+version = "0.9.17"
 description = "A Python implementation of the JSON5 data format."
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
-    {file = "json5-0.9.14-py2.py3-none-any.whl", hash = "sha256:740c7f1b9e584a468dbb2939d8d458db3427f2c93ae2139d05f47e453eae964f"},
-    {file = "json5-0.9.14.tar.gz", hash = "sha256:9ed66c3a6ca3510a976a9ef9b8c0787de24802724ab1860bc0153c7fdd589b02"},
+    {file = "json5-0.9.17-py2.py3-none-any.whl", hash = "sha256:f8ec1ecf985951d70f780f6f877c4baca6a47b6e61e02c4cd190138d10a7805a"},
+    {file = "json5-0.9.17.tar.gz", hash = "sha256:717d99d657fa71b7094877b1d921b1cce40ab444389f6d770302563bb7dfd9ae"},
 ]
 
 [package.extras]
@@ -2517,13 +2529,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.1.0"
+version = "4.1.2"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.1.0-py3-none-any.whl", hash = "sha256:5380e85fb4f11a227ed2db13103e513cfea274d1011f6210e62d611e92e0369d"},
-    {file = "jupyterlab-4.1.0.tar.gz", hash = "sha256:92cdfd86c53e163fb9e91e14497901153536c5a889c9225dade270f6107a077f"},
+    {file = "jupyterlab-4.1.2-py3-none-any.whl", hash = "sha256:aa88193f03cf4d3555f6712f04d74112b5eb85edd7d222c588c7603a26d33c5b"},
+    {file = "jupyterlab-4.1.2.tar.gz", hash = "sha256:5d6348b3ed4085181499f621b7dfb6eb0b1f57f3586857aadfc8e3bf4c4885f9"},
 ]
 
 [package.dependencies]
@@ -2543,7 +2555,7 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.15)"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.2.0)"]
 docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<7.3.0)", "sphinx-copybutton"]
 docs-screenshots = ["altair (==5.2.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.1)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.0.post6)", "matplotlib (==3.8.2)", "nbconvert (>=7.0.0)", "pandas (==2.2.0)", "scipy (==1.12.0)", "vega-datasets (==0.9.0)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
@@ -2561,13 +2573,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.25.2"
+version = "2.25.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_server-2.25.2-py3-none-any.whl", hash = "sha256:5b1798c9cc6a44f65c757de9f97fc06fc3d42535afbf47d2ace5e964ab447aaf"},
-    {file = "jupyterlab_server-2.25.2.tar.gz", hash = "sha256:bd0ec7a99ebcedc8bcff939ef86e52c378e44c2707e053fcd81d046ce979ee63"},
+    {file = "jupyterlab_server-2.25.3-py3-none-any.whl", hash = "sha256:c48862519fded9b418c71645d85a49b2f0ec50d032ba8316738e9276046088c1"},
+    {file = "jupyterlab_server-2.25.3.tar.gz", hash = "sha256:846f125a8a19656611df5b03e5912c8393cea6900859baa64fa515eb64a8dc40"},
 ]
 
 [package.dependencies]
@@ -2890,39 +2902,39 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.8.2"
+version = "3.8.3"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "matplotlib-3.8.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:09796f89fb71a0c0e1e2f4bdaf63fb2cefc84446bb963ecdeb40dfee7dfa98c7"},
-    {file = "matplotlib-3.8.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6f9c6976748a25e8b9be51ea028df49b8e561eed7809146da7a47dbecebab367"},
-    {file = "matplotlib-3.8.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b78e4f2cedf303869b782071b55fdde5987fda3038e9d09e58c91cc261b5ad18"},
-    {file = "matplotlib-3.8.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4e208f46cf6576a7624195aa047cb344a7f802e113bb1a06cfd4bee431de5e31"},
-    {file = "matplotlib-3.8.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:46a569130ff53798ea5f50afce7406e91fdc471ca1e0e26ba976a8c734c9427a"},
-    {file = "matplotlib-3.8.2-cp310-cp310-win_amd64.whl", hash = "sha256:830f00640c965c5b7f6bc32f0d4ce0c36dfe0379f7dd65b07a00c801713ec40a"},
-    {file = "matplotlib-3.8.2-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:d86593ccf546223eb75a39b44c32788e6f6440d13cfc4750c1c15d0fcb850b63"},
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 ]
 
 [package.dependencies]
@@ -3258,13 +3270,13 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 
 [[package]]
 name = "nbconvert"
-version = "7.16.0"
-description = "Converting Jupyter Notebooks"
+version = "7.16.1"
+description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -3342,13 +3354,13 @@ setuptools = "*"
 
 [[package]]
 name = "notebook-shim"
-version = "0.2.3"
+version = "0.2.4"
 description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -3813,17 +3825,17 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "polars"
-version = "0.20.7"
+version = "0.20.10"
 description = "Blazingly fast DataFrame library"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3868,17 +3880,17 @@ xlsxwriter = ["xlsxwriter"]
 
 [[package]]
 name = "polars-lts-cpu"
-version = "0.20.7"
+version = "0.20.10"
 description = "Blazingly fast DataFrame library"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3908,13 +3920,13 @@ xlsxwriter = ["xlsxwriter"]
 
 [[package]]
 name = "posthog"
-version = "3.4.0"
+version = "3.4.2"
 description = "Integrate PostHog into any python application."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -3931,13 +3943,13 @@ test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint"
 
 [[package]]
 name = "pre-commit"
-version = "3.6.0"
+version = "3.6.2"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3949,30 +3961,30 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prettytable"
-version = "3.9.0"
+version = "3.10.0"
 description = "A simple Python library for easily displaying tabular data in a visually appealing ASCII table format"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
 wcwidth = "*"
 
 [package.extras]
-tests = ["pytest", "pytest-cov", "pytest-lazy-fixture"]
+tests = ["pytest", "pytest-cov", "pytest-lazy-fixtures"]
 
 [[package]]
 name = "prometheus-client"
-version = "0.19.0"
+version = "0.20.0"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -4344,37 +4356,58 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
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 description = "Apache Iceberg is an open table format for huge analytic datasets"
 optional = false
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 [package.dependencies]
@@ -4389,18 +4422,20 @@ sortedcontainers = "2.4.0"
 strictyaml = ">=1.7.0,<2.0.0"
 
 [package.extras]
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 dynamodb = ["boto3 (>=1.24.59)"]
 gcsfs = ["gcsfs (>=2023.1.0,<2024.1.0)"]
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 sql-postgres = ["psycopg2-binary (>=2.9.6)", "sqlalchemy (>=2.0.18,<3.0.0)"]
+sql-sqlite = ["sqlalchemy (>=2.0.18,<3.0.0)"]
 zstandard = ["zstandard (>=0.13.0,<1.0.0)"]
 
 [[package]]
@@ -4517,13 +4552,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "8.0.0"
+version = "8.0.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
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 [[package]]
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 [[package]]
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+    {file = "zope.interface-6.2.tar.gz", hash = "sha256:3b6c62813c63c543a06394a636978b22dffa8c5410affc9331ce6cdb5bfa8565"},
 ]
 
 [package.dependencies]
 setuptools = "*"
 
 [package.extras]
-docs = ["Sphinx", "repoze.sphinx.autointerface", "sphinx-rtd-theme"]
+docs = ["Sphinx", "repoze.sphinx.autointerface", "sphinx_rtd_theme"]
 test = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
 testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
 
diff --git a/pyproject.toml b/pyproject.toml
index 374a356..e721800 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "xpypact"
-version = "0.11.1"
+version = "0.12.0"
 description = "\"Python workflow framework for FISPACT.\""
 authors = ["dvp <dmitri_portnov@yahoo.com>"]
 license = "MIT"
@@ -15,6 +15,7 @@ keywords = [
     "FISPACT",
     "activation",
     "duckdb",
+    "polars",
 ]
 readme = "README.rst"
 packages = [
@@ -32,6 +33,7 @@ classifiers = [
     "Programming Language :: Python :: 3 :: Only",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
     "Topic :: Scientific/Engineering :: Physics",
 ]
 
@@ -49,9 +51,8 @@ Changelog = "https://github.com/MC-kit/xpypact/releases"
 
 [tool.poetry.dependencies]
 # msgspec-0.18.5 doesn't work on 3.9 - uses `|` without importing annotations from __future__
-# duckdb-0.9.2, has no wheels for 3.12 and build from source fails
 python = ">=3.9,<3.13"
-duckdb = ">=0.8.0"
+duckdb = ">=0.10.0"
 numpy = ">=1.26.0"
 multipledispatch = ">=0.6.0"
 msgspec = ">=0.18.5"