diff --git a/.github/actions/install-env/action.yml b/.github/actions/install-env/action.yml
index a96954f..e03b9db 100644
--- a/.github/actions/install-env/action.yml
+++ b/.github/actions/install-env/action.yml
@@ -1,5 +1,10 @@
 name: Install Python env
 
+inputs:
+  python-version:
+    required: true
+    description: "Python version"
+
 runs:
   using: "composite"
   steps:
@@ -10,7 +15,7 @@ runs:
       id: setup-python
       uses: actions/setup-python@v5
       with:
-        python-version: "3.11"
+        python-version: ${{ inputs.python-version }}
 
     - name: Load cached venv
       id: cached-poetry-dependencies
diff --git a/.github/workflows/unit-tests.yml b/.github/workflows/unit-tests.yml
index 1a45e05..c53b79d 100644
--- a/.github/workflows/unit-tests.yml
+++ b/.github/workflows/unit-tests.yml
@@ -11,7 +11,12 @@ on:
 jobs:
   run:
     runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.10", "3.11", "3.12"]
     steps:
       - uses: actions/checkout@v3
       - uses: ./.github/actions/install-env
+        with:
+          python-version: ${{ matrix.python-version }}
       - run: poetry run pytest
diff --git a/poetry.lock b/poetry.lock
index b53df9b..2d1a289 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -35,8 +35,10 @@ files = [
 ]
 
 [package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
@@ -159,15 +161,18 @@ files = [
     {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+
 [[package]]
 name = "atpublic"
-version = "5.0"
+version = "4.1.0"
 description = "Keep all y'all's __all__'s in sync"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "atpublic-5.0-py3-none-any.whl", hash = "sha256:b651dcd886666b1042d1e38158a22a4f2c267748f4e97fde94bc492a4a28a3f3"},
-    {file = "atpublic-5.0.tar.gz", hash = "sha256:d5cb6cbabf00ec1d34e282e8ce7cbc9b74ba4cb732e766c24e2d78d1ad7f723f"},
+    {file = "atpublic-4.1.0-py3-none-any.whl", hash = "sha256:df90de1162b1a941ee486f484691dc7c33123ee638ea5d6ca604061306e0fdde"},
+    {file = "atpublic-4.1.0.tar.gz", hash = "sha256:d1c8cd931af7461f6d18bc6063383e8654d9e9ef19d58ee6dc01e8515bbf55df"},
 ]
 
 [[package]]
@@ -486,33 +491,33 @@ test = ["pytest"]
 
 [[package]]
 name = "debugpy"
-version = "1.8.5"
+version = "1.8.6"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "debugpy-1.8.6.zip", hash = "sha256:c931a9371a86784cee25dec8d65bc2dc7a21f3f1552e3833d9ef8f919d22280a"},
 ]
 
 [[package]]
@@ -550,59 +555,74 @@ files = [
 
 [[package]]
 name = "duckdb"
-version = "1.1.0"
+version = "0.10.3"
 description = "DuckDB in-process database"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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+]
+
+[[package]]
+name = "exceptiongroup"
+version = "1.2.2"
+description = "Backport of PEP 654 (exception groups)"
+optional = false
+python-versions = ">=3.7"
+files = [
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 ]
 
+[package.extras]
+test = ["pytest (>=6)"]
+
 [[package]]
 name = "executing"
 version = "2.1.0"
@@ -688,13 +708,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.5"
+version = "1.0.6"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpcore-1.0.5-py3-none-any.whl", hash = "sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5"},
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 ]
 
 [package.dependencies]
@@ -705,7 +725,7 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.26.0)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
@@ -861,40 +881,39 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.27.0"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.9"
 files = [
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+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
 ]
 
 [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\""}
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
-traitlets = ">=5.13.0"
-typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+traitlets = ">=5"
 
 [package.extras]
-all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 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", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
-matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "ipywidgets"
@@ -1020,13 +1039,13 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
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+    {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
+    {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
 ]
 
 [package.dependencies]
@@ -1234,6 +1253,7 @@ jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
 setuptools = ">=40.1.0"
+tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
 
@@ -1332,71 +1352,72 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.5"
+version = "3.0.1"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
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 [package.dependencies]
 numpy = ">=1.16.6"
 
-[package.extras]
-test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
-
 [[package]]
 name = "pyarrow-hotfix"
 version = "0.6"
@@ -2267,13 +2270,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pymdown-extensions"
-version = "10.10.1"
+version = "10.11.2"
 description = "Extension pack for Python Markdown."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -2296,9 +2299,11 @@ files = [
 
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
 pluggy = ">=1.5,<2"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
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 [[package]]
 name = "pywin32"
-version = "306"
+version = "307"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
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 ]
 
 [[package]]
@@ -2740,18 +2749,19 @@ files = [
 
 [[package]]
 name = "rich"
-version = "13.8.1"
+version = "13.9.2"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
 markdown-it-py = ">=2.2.0"
 pygments = ">=2.13.0,<3.0.0"
+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
@@ -2965,18 +2975,18 @@ files = [
 
 [[package]]
 name = "sqlglot"
-version = "25.20.1"
+version = "23.12.2"
 description = "An easily customizable SQL parser and transpiler"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
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-rs = ["sqlglotrs (==0.2.12)"]
+dev = ["duckdb (>=0.6)", "maturin (>=1.4,<2.0)", "mypy", "pandas", "pandas-stubs", "pdoc", "pre-commit", "pyspark", "python-dateutil", "ruff (==0.3.2)", "types-python-dateutil", "typing-extensions"]
+rs = ["sqlglotrs (==0.2.0)"]
 
 [[package]]
 name = "stack-data"
@@ -3036,6 +3046,17 @@ webencodings = ">=0.4"
 doc = ["sphinx", "sphinx_rtd_theme"]
 test = ["pytest", "ruff"]
 
+[[package]]
+name = "tomli"
+version = "2.0.2"
+description = "A lil' TOML parser"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
 name = "toolz"
 version = "0.12.1"
@@ -3084,13 +3105,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20240906"
+version = "2.9.0.20241003"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -3106,13 +3127,13 @@ files = [
 
 [[package]]
 name = "tzdata"
-version = "2024.1"
+version = "2024.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
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-    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
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 ]
 
 [[package]]
@@ -3162,13 +3183,13 @@ pandas = "*"
 
 [[package]]
 name = "virtualenv"
-version = "20.26.5"
+version = "20.26.6"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.26.5-py3-none-any.whl", hash = "sha256:4f3ac17b81fba3ce3bd6f4ead2749a72da5929c01774948e243db9ba41df4ff6"},
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+    {file = "virtualenv-20.26.6-py3-none-any.whl", hash = "sha256:7345cc5b25405607a624d8418154577459c3e0277f5466dd79c49d5e492995f2"},
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 ]
 
 [package.dependencies]
@@ -3182,41 +3203,41 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [[package]]
 name = "watchdog"
-version = "5.0.2"
+version = "5.0.3"
 description = "Filesystem events monitoring"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "watchdog-5.0.3-py3-none-manylinux2014_ppc64.whl", hash = "sha256:9413384f26b5d050b6978e6fcd0c1e7f0539be7a4f1a885061473c5deaa57221"},
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+    {file = "watchdog-5.0.3-py3-none-win32.whl", hash = "sha256:c66f80ee5b602a9c7ab66e3c9f36026590a0902db3aea414d59a2f55188c1f49"},
+    {file = "watchdog-5.0.3-py3-none-win_amd64.whl", hash = "sha256:f00b4cf737f568be9665563347a910f8bdc76f88c2970121c86243c8cfdf90e9"},
+    {file = "watchdog-5.0.3-py3-none-win_ia64.whl", hash = "sha256:49f4d36cb315c25ea0d946e018c01bb028048023b9e103d3d3943f58e109dd45"},
+    {file = "watchdog-5.0.3.tar.gz", hash = "sha256:108f42a7f0345042a854d4d0ad0834b741d421330d5f575b81cb27b883500176"},
 ]
 
 [package.extras]
@@ -3288,5 +3309,5 @@ files = [
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.11"
-content-hash = "bb91e284385486fd26954d49e8448dc8f03863d55504790d02415388e1c9720f"
+python-versions = "^3.10"
+content-hash = "945691ea47cf94020b8550e5f5b7dd390ec5a6cfe233c70d1be499d1c91f97ac"
diff --git a/pyproject.toml b/pyproject.toml
index ca967b1..3df4564 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,13 +1,13 @@
 [tool.poetry]
 name = "icanexplain"
-version = "0.2.0"
+version = "0.3.0"
 description = "Explain why metrics change by unpacking them"
 authors = ["Max Halford <maxhalford25@gmail.com>"]
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "^3.11"
-ibis-framework = "^9.0.0"
+python = "^3.10"
+ibis-framework = "^9.5.0"
 altair = "^5.3.0"
 
 [tool.poetry.group.dev.dependencies]
@@ -16,7 +16,7 @@ jupyter = "^1.0.0"
 pandas = "^2.2.1"
 pytest = "^8.2.1"
 names = "^0.3.0"
-ibis-framework = {extras = ["duckdb", "pandas"], version = "^9.0.0"}
+ibis-framework = {extras = ["duckdb", "pandas"], version = "^9.5.0"}
 mkdocs = "^1.6.0"
 pygments = "^2.18.0"
 vega-datasets = "^0.9.0"