diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 7a64b71..e9e56a8 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -14,7 +14,7 @@ jobs:
   test:
     strategy:
       matrix:
-        python-version: ["3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout repo
diff --git a/noxfile.py b/noxfile.py
index de5e6d8..b43633b 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -4,14 +4,14 @@
 nox.options.sessions = ["test", "coverage", "lint"]
 
 
-@session(python=["3.9", "3.10", "3.11"])
+@session(python=["3.9", "3.10", "3.11", "3.12"])
 def test(s: Session):
     s.install(".", "pytest", "pytest-cov")
     s.env["COVERAGE_FILE"] = f".coverage.{s.python}"
     s.run("python", "-m", "pytest", "--cov", "tabeline")
 
 
-@session(python=["3.9", "3.10", "3.11"])
+@session(python=["3.9", "3.10", "3.11", "3.12"])
 def test_pandas(s: Session):
     s.install(".[pandas]", "pytest", "pytest-cov")
     s.env["COVERAGE_FILE"] = f".coverage.pandas.{s.python}"
diff --git a/poetry.lock b/poetry.lock
index dd57104..a97c830 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,13 +2,13 @@
 
 [[package]]
 name = "argcomplete"
-version = "3.1.2"
+version = "3.1.4"
 description = "Bash tab completion for argparse"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "argcomplete-3.1.2-py3-none-any.whl", hash = "sha256:d97c036d12a752d1079f190bc1521c545b941fda89ad85d15afa909b4d1b9a99"},
-    {file = "argcomplete-3.1.2.tar.gz", hash = "sha256:d5d1e5efd41435260b8f85673b74ea2e883affcbec9f4230c582689e8e78251b"},
+    {file = "argcomplete-3.1.4-py3-none-any.whl", hash = "sha256:fbe56f8cda08aa9a04b307d8482ea703e96a6a801611acb4be9bf3942017989f"},
+    {file = "argcomplete-3.1.4.tar.gz", hash = "sha256:72558ba729e4c468572609817226fb0a6e7e9a0a7d477b882be168c0b4a62b94"},
 ]
 
 [package.extras]
@@ -16,47 +16,46 @@ test = ["coverage", "mypy", "pexpect", "ruff", "wheel"]
 
 [[package]]
 name = "babel"
-version = "2.13.0"
+version = "2.13.1"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Babel-2.13.0-py3-none-any.whl", hash = "sha256:fbfcae1575ff78e26c7449136f1abbefc3c13ce542eeb13d43d50d8b047216ec"},
-    {file = "Babel-2.13.0.tar.gz", hash = "sha256:04c3e2d28d2b7681644508f836be388ae49e0cfe91465095340395b60d00f210"},
+    {file = "Babel-2.13.1-py3-none-any.whl", hash = "sha256:7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed"},
+    {file = "Babel-2.13.1.tar.gz", hash = "sha256:33e0952d7dd6374af8dbf6768cc4ddf3ccfefc244f9986d4074704f2fbd18900"},
 ]
 
+[package.dependencies]
+setuptools = {version = "*", markers = "python_version >= \"3.12\""}
+
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "black"
-version = "23.9.1"
+version = "23.10.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "black-23.10.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5ed45ac9a613fb52dad3b61c8dea2ec9510bf3108d4db88422bacc7d1ba1243d"},
+    {file = "black-23.10.1-cp39-cp39-win_amd64.whl", hash = "sha256:6d23d7822140e3fef190734216cefb262521789367fbdc0b3f22af6744058982"},
+    {file = "black-23.10.1-py3-none-any.whl", hash = "sha256:d431e6739f727bb2e0495df64a6c7a5310758e87505f5f8cde9ff6c0f2d7e4fe"},
+    {file = "black-23.10.1.tar.gz", hash = "sha256:1f8ce316753428ff68749c65a5f7844631aa18c8679dfd3ca9dc1a289979c258"},
 ]
 
 [package.dependencies]
@@ -87,101 +86,101 @@ files = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.0"
+version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [[package]]
@@ -320,19 +319,19 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "filelock"
-version = "3.12.4"
+version = "3.13.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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-typing = ["typing-extensions (>=4.7.1)"]
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+typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
 name = "ghp-import"
@@ -411,13 +410,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "markdown"
-version = "3.5"
+version = "3.5.1"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -530,13 +529,13 @@ min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-imp
 
 [[package]]
 name = "mkdocs-material"
-version = "9.4.6"
+version = "9.4.7"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -545,7 +544,7 @@ colorama = ">=0.4,<1.0"
 jinja2 = ">=3.0,<4.0"
 markdown = ">=3.2,<4.0"
 mkdocs = ">=1.5.3,<2.0"
-mkdocs-material-extensions = ">=1.2,<2.0"
+mkdocs-material-extensions = ">=1.3,<2.0"
 paginate = ">=0.5,<1.0"
 pygments = ">=2.16,<3.0"
 pymdown-extensions = ">=10.2,<11.0"
@@ -559,13 +558,13 @@ recommended = ["mkdocs-minify-plugin (>=0.7,<1.0)", "mkdocs-redirects (>=1.2,<2.
 
 [[package]]
 name = "mkdocs-material-extensions"
-version = "1.2"
+version = "1.3"
 description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -617,36 +616,43 @@ tomlkit = ">=0.7"
 
 [[package]]
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-version = "1.25.2"
+version = "1.26.1"
 description = "Fundamental package for array computing in Python"
 optional = false
-python-versions = ">=3.9"
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+    {file = "pyarrow-14.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:35abf61bd0cc9daca3afc715f6ba74ea83d792fa040025352624204bec66bf6a"},
+    {file = "pyarrow-14.0.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:65c377523b369f7ef1ba02be814e832443bb3b15065010838f02dae5bdc0f53c"},
+    {file = "pyarrow-14.0.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:e8a1e470e4b5f7bda7bede0410291daec55ab69f346d77795d34fd6a45b41579"},
+    {file = "pyarrow-14.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:466c1a5a7a4b279cfa363ac34dedd0c3c6af388cec9e6a468ffc095a6627849a"},
+    {file = "pyarrow-14.0.0.tar.gz", hash = "sha256:45d3324e1c9871a07de6b4d514ebd73225490963a6dd46c64c465c4b6079fe1e"},
 ]
 
 [package.dependencies]
@@ -866,13 +899,13 @@ plugins = ["importlib-metadata"]
 
 [[package]]
 name = "pymdown-extensions"
-version = "10.3"
+version = "10.3.1"
 description = "Extension pack for Python Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pymdown_extensions-10.3-py3-none-any.whl", hash = "sha256:77a82c621c58a83efc49a389159181d570e370fff9f810d3a4766a75fc678b66"},
-    {file = "pymdown_extensions-10.3.tar.gz", hash = "sha256:94a0d8a03246712b64698af223848fd80aaf1ae4c4be29c8c61939b0467b5722"},
+    {file = "pymdown_extensions-10.3.1-py3-none-any.whl", hash = "sha256:8cba67beb2a1318cdaf742d09dff7c0fc4cafcc290147ade0f8fb7b71522711a"},
+    {file = "pymdown_extensions-10.3.1.tar.gz", hash = "sha256:f6c79941498a458852853872e379e7bab63888361ba20992fc8b4f8a9b61735e"},
 ]
 
 [package.dependencies]
@@ -884,13 +917,13 @@ extra = ["pygments (>=2.12)"]
 
 [[package]]
 name = "pytest"
-version = "7.4.2"
+version = "7.4.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.4.2-py3-none-any.whl", hash = "sha256:1d881c6124e08ff0a1bb75ba3ec0bfd8b5354a01c194ddd5a0a870a48d99b002"},
-    {file = "pytest-7.4.2.tar.gz", hash = "sha256:a766259cfab564a2ad52cb1aae1b881a75c3eb7e34ca3779697c23ed47c47069"},
+    {file = "pytest-7.4.3-py3-none-any.whl", hash = "sha256:0d009c083ea859a71b76adf7c1d502e4bc170b80a8ef002da5806527b9591fac"},
+    {file = "pytest-7.4.3.tar.gz", hash = "sha256:d989d136982de4e3b29dabcc838ad581c64e8ed52c11fbe86ddebd9da0818cd5"},
 ]
 
 [package.dependencies]
@@ -1147,30 +1180,46 @@ compatible-mypy = ["mypy (>=1.5,<1.6)"]
 
 [[package]]
 name = "ruff"
-version = "0.0.292"
+version = "0.1.3"
 description = "An extremely fast Python linter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "ruff-0.1.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f75e670d529aa2288cd00fc0e9b9287603d95e1536d7a7e0cafe00f75e0dd9d"},
+    {file = "ruff-0.1.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:76dd49f6cd945d82d9d4a9a6622c54a994689d8d7b22fa1322983389b4892e20"},
+    {file = "ruff-0.1.3-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:918b454bc4f8874a616f0d725590277c42949431ceb303950e87fef7a7d94cb3"},
+    {file = "ruff-0.1.3-py3-none-musllinux_1_2_i686.whl", hash = "sha256:d8859605e729cd5e53aa38275568dbbdb4fe882d2ea2714c5453b678dca83784"},
+    {file = "ruff-0.1.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:0b6c55f5ef8d9dd05b230bb6ab80bc4381ecb60ae56db0330f660ea240cb0d4a"},
+    {file = "ruff-0.1.3-py3-none-win32.whl", hash = "sha256:3e7afcbdcfbe3399c34e0f6370c30f6e529193c731b885316c5a09c9e4317eef"},
+    {file = "ruff-0.1.3-py3-none-win_amd64.whl", hash = "sha256:7a18df6638cec4a5bd75350639b2bb2a2366e01222825562c7346674bdceb7ea"},
+    {file = "ruff-0.1.3-py3-none-win_arm64.whl", hash = "sha256:12fd53696c83a194a2db7f9a46337ce06445fb9aa7d25ea6f293cf75b21aca9f"},
+    {file = "ruff-0.1.3.tar.gz", hash = "sha256:3ba6145369a151401d5db79f0a47d50e470384d0d89d0d6f7fab0b589ad07c34"},
 ]
 
+[[package]]
+name = "setuptools"
+version = "68.2.2"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "setuptools-68.2.2-py3-none-any.whl", hash = "sha256:b454a35605876da60632df1a60f736524eb73cc47bbc9f3f1ef1b644de74fd2a"},
+    {file = "setuptools-68.2.2.tar.gz", hash = "sha256:4ac1475276d2f1c48684874089fefcd83bd7162ddaafb81fac866ba0db282a87"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -1195,13 +1244,13 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.12.1"
+version = "0.12.2"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tomlkit-0.12.1-py3-none-any.whl", hash = "sha256:712cbd236609acc6a3e2e97253dfc52d4c2082982a88f61b640ecf0817eab899"},
-    {file = "tomlkit-0.12.1.tar.gz", hash = "sha256:38e1ff8edb991273ec9f6181244a6a391ac30e9f5098e7535640ea6be97a7c86"},
+    {file = "tomlkit-0.12.2-py3-none-any.whl", hash = "sha256:eeea7ac7563faeab0a1ed8fe12c2e5a51c61f933f2502f7e9db0241a65163ad0"},
+    {file = "tomlkit-0.12.2.tar.gz", hash = "sha256:df32fab589a81f0d7dc525a4267b6d7a64ee99619cbd1eeb0fae32c1dd426977"},
 ]
 
 [[package]]
@@ -1215,15 +1264,26 @@ files = [
     {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
 ]
 
+[[package]]
+name = "tzdata"
+version = "2023.3"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2023.3-py2.py3-none-any.whl", hash = "sha256:7e65763eef3120314099b6939b5546db7adce1e7d6f2e179e3df563c70511eda"},
+    {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
+]
+
 [[package]]
 name = "urllib3"
-version = "2.0.6"
+version = "2.0.7"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "urllib3-2.0.6-py3-none-any.whl", hash = "sha256:7a7c7003b000adf9e7ca2a377c9688bbc54ed41b985789ed576570342a375cd2"},
-    {file = "urllib3-2.0.6.tar.gz", hash = "sha256:b19e1a85d206b56d7df1d5e683df4a7725252a964e3993648dd0fb5a1c157564"},
+    {file = "urllib3-2.0.7-py3-none-any.whl", hash = "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"},
+    {file = "urllib3-2.0.7.tar.gz", hash = "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84"},
 ]
 
 [package.extras]
@@ -1234,13 +1294,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.24.5"
+version = "20.24.6"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.24.5-py3-none-any.whl", hash = "sha256:b80039f280f4919c77b30f1c23294ae357c4c8701042086e3fc005963e4e537b"},
-    {file = "virtualenv-20.24.5.tar.gz", hash = "sha256:e8361967f6da6fbdf1426483bfe9fca8287c242ac0bc30429905721cefbff752"},
+    {file = "virtualenv-20.24.6-py3-none-any.whl", hash = "sha256:520d056652454c5098a00c0f073611ccbea4c79089331f60bf9d7ba247bb7381"},
+    {file = "virtualenv-20.24.6.tar.gz", hash = "sha256:02ece4f56fbf939dbbc33c0715159951d6bf14aaf5457b092e4548e1382455af"},
 ]
 
 [package.dependencies]
@@ -1311,5 +1371,5 @@ pandas = ["pandas", "pyarrow"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.9"
-content-hash = "aa586279aecf12244bc89870c40a815d510543b8f5ac0dc78bcb26c252b048d6"
+python-versions = "^3.9,<3.13"
+content-hash = "103ac68745e8135fac64bce5913a196d7d68223443a5f0220bb1f551c0f30a0e"
diff --git a/pyproject.toml b/pyproject.toml
index 990c6b0..0ff3c8e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,28 +17,29 @@ classifiers = [
 
 
 [tool.poetry.dependencies]
-python = "^3.9"
-polars = "^0.19"
+# Ceiling at 3.12 required by numpy 1.x
+python = "^3.9,<3.13"
+polars = "0.19.12"
 numpy = "^1.24"
 parsita = "^2.0"
 typing_extensions = "^4.3"
-pandas = { version = "^1.4", optional = true }
-pyarrow = { version = "^13.0", optional = true }
+pandas = { version = "^2.0", optional = true }
+pyarrow = { version = "^14.0", optional = true }
 
 [tool.poetry.dev-dependencies]
 nox_poetry = "^1.0.2"
 
 # Converters
-pyarrow = "^13.0"
-pandas = "^1.4"
+pyarrow = "^14.0.0"
+pandas = "^2.0"
 
 # Test
-pytest = "^7.2"
+pytest = "^7.4"
 pytest-cov = "*"
 
 # Lint
-black = ">=23.3"
-ruff = ">=0.0.275"
+black = ">=23.10"
+ruff = "^0.1"
 
 # Docs
 mkdocs-material = "^9"
diff --git a/src/tabeline/_data_frame.py b/src/tabeline/_data_frame.py
index 43ee05b..7239a30 100644
--- a/src/tabeline/_data_frame.py
+++ b/src/tabeline/_data_frame.py
@@ -170,18 +170,6 @@ def slice0(self, indexes: list[int], /) -> DataFrame:
                     # grouped data frame, so just drop all rows.
                     # https://github.com/pola-rs/polars/issues/6723
                     new_df = self._df.select(pl.all().take(indexes))
-                elif len(indexes) == 1:
-                    # Polars is not type stable, so explode must be excluded
-                    # when taking only one element
-                    new_df = (
-                        self._df.lazy()
-                        .with_columns(pl.int_range(0, pl.count()).alias("_index"))
-                        .group_by(list(group_names), maintain_order=True)
-                        .agg(pl.all().take(indexes))
-                        .sort("_index")
-                        .drop("_index")
-                        .collect()
-                    )
                 else:
                     new_df = (
                         self._df.lazy()