diff --git a/.github/workflows/build-test.yml b/.github/workflows/build-test.yml
index ea816f5b..eeaf71a4 100644
--- a/.github/workflows/build-test.yml
+++ b/.github/workflows/build-test.yml
@@ -6,7 +6,7 @@ on:
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: false
+  cancel-in-progress: true
 
 jobs:
   pytest:
@@ -46,7 +46,7 @@ jobs:
 
       - uses: prefix-dev/setup-pixi@v0.9.6
         with:
-          pixi-version: v0.39.5
+          pixi-version: v0.68.0
           environments: ${{ matrix.environment }}
           # we can freeze the environment and manually bump the dependencies to the
           # latest version time to time.
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6a4d8603..fb0e26fa 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
 -   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v6.0.0
     hooks:
     -   id: check-yaml
         exclude: .github/conda/meta.yaml
diff --git a/pixi.lock b/pixi.lock
index ae203402..4fe84d09 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,4 +1,9 @@
-version: 6
+version: 7
+platforms:
+- name: linux-64
+- name: osx-64
+- name: osx-arm64
+- name: win-64
 environments:
   ci-sklearn-nightly:
     channels:
@@ -6,51 +11,26 @@ environments:
     indexes:
     - https://pypi.org/simple
     - https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.15.3-hb03c661_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/backports.zstd-1.3.0-py314h680f03e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.2.0-hed03a55_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.2.0-hb03c661_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py314h3de4e8d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.2.25-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.4-he90730b_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py314h4a8dc5f_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.3.3-py314h97ea11e_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/coverage-7.13.5-py314h67df5f8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cyrus-sasl-2.1.28-hac629b4_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.16.2-h24cb091_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/double-conversion-3.4.0-hecca717_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/filelock-3.28.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/flake8-7.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/flaky-3.8.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/fontconfig-2.17.1-h27c8c51_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-hc364b38_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fonttools-4.62.0-pyh7db6752_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/freetype-2.14.3-ha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/graphite2-1.3.14-hecca717_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/harfbuzz-14.1.0-h6083320_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-h33c6efd_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/identify-2.6.18-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.8.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/iniconfig-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/kiwisolver-1.5.0-py314h97ea11e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.22.2-ha1258a1_0.conda
@@ -110,57 +90,28 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.15.3-h49c6c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxslt-1.1.43-h711ed8c_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/markdown-it-py-4.0.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-3.10.8-py314hdafbbf9_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.10.8-py314h1194b4b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.3-py314h2b28147_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openjpeg-2.5.4-h55fea9a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openldap-2.6.13-hbde042b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.2-h35e630c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.1-pyhc364b38_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pandas-3.0.2-py314hb4ffadd_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.47-haa7fec5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pillow-12.2.0-py314h8ec4b1a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pixman-0.46.4-h54a6638_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.9.6-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.6.0-pyhf9edf01_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pre-commit-4.5.1-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-hb9d3cd8_1002.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycodestyle-2.14.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyflakes-3.4.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.20.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.3.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyside6-6.11.0-py314h3987850_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-9.0.3-pyhc364b38_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-cov-7.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.4-habeac84_100_cp314.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-discovery-1.2.2-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.14-8_cp314.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.3-py314h67df5f8_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/qhull-2020.2-h434a139_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/qt6-main-6.11.0-pl5321h16c4a6b_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rich-15.0.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.4.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.5-py314h5bd0f2a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-requests-2.33.0.20260408-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ukkonen-1.1.0-py314h9891dd4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/unicodedata2-17.0.1-py314h5bd0f2a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-21.2.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/wayland-1.25.0-hd6090a7_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xcb-util-0.4.1-h4f16b4b_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xcb-util-cursor-0.1.6-hb03c661_0.conda
@@ -186,33 +137,78 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxxf86vm-1.1.7-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-xorgproto-2025.1-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.3.3-hceb46e0_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/backports.zstd-1.3.0-py314h680f03e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.2.25-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.5.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/filelock-3.28.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/flake8-7.3.0-pyhd8ed1ab_0.conda
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+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-hc364b38_1.conda
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-- pypi: https://files.pythonhosted.org/packages/b8/cb/861b41341d6f1245e6ca80b1c1a8c4dfce43255b03df034429089ca2a2c5/scikit_learn-1.8.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scikit-learn/1.9.dev0/scikit_learn-1.9.dev0-cp314-cp314-macosx_10_15_x86_64.whl
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-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scikit-learn/1.9.dev0/scikit_learn-1.9.dev0-cp314-cp314-macosx_12_0_arm64.whl
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-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scikit-learn/1.9.dev0/scikit_learn-1.9.dev0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scikit-learn/1.9.dev0/scikit_learn-1.9.dev0-cp314-cp314-win_amd64.whl
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.2.2-py39hc236052_2.conda
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.3.2-py310h1fdf081_2.conda
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.4.2-py311he08f58d_1.conda
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.2-py312h7a48858_1.conda
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+  - click<8.3.0 ; extra == 'dev'
+  - spin ; extra == 'dev'
+  - mypy==1.19.1 ; extra == 'dev'
+  - pyrefly==0.63.0 ; extra == 'dev'
+  - typing-extensions ; extra == 'dev'
+  - types-psutil ; extra == 'dev'
+  - pycodestyle ; extra == 'dev'
+  - ruff>=0.12.0 ; extra == 'dev'
+  - cython-lint>=0.12.2 ; extra == 'dev'
+  requires_python: '>=3.12'
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scipy/1.18.0.dev0/scipy-1.18.0.dev0-cp314-cp314-win_amd64.whl
+  name: scipy
+  version: 1.18.0.dev0
+  index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
+  requires_dist:
+  - numpy>=2.0.0,<2.8
+  - pytest>=8.0.0 ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest-xdist ; extra == 'test'
+  - asv ; extra == 'test'
+  - mpmath ; extra == 'test'
+  - gmpy2 ; extra == 'test'
+  - threadpoolctl ; extra == 'test'
+  - scikit-umfpack ; extra == 'test'
+  - pooch ; extra == 'test'
+  - hypothesis>=6.30 ; extra == 'test'
+  - array-api-strict>=2.3.1 ; extra == 'test'
+  - cython ; extra == 'test'
+  - meson ; extra == 'test'
+  - ninja ; sys_platform != 'emscripten' and extra == 'test'
+  - scipy-doctest>=2.0.0 ; extra == 'test'
+  - sphinx>=5.0.0,<8.2.0 ; extra == 'doc'
+  - intersphinx-registry ; extra == 'doc'
+  - pydata-sphinx-theme>=0.15.2 ; extra == 'doc'
+  - sphinx-copybutton ; extra == 'doc'
+  - sphinx-design>=0.4.0 ; extra == 'doc'
+  - matplotlib>=3.5 ; extra == 'doc'
+  - numpydoc ; extra == 'doc'
+  - jupytext ; extra == 'doc'
+  - myst-nb>=1.2.0 ; extra == 'doc'
+  - pooch ; extra == 'doc'
+  - jupyterlite-sphinx>=0.19.1 ; extra == 'doc'
+  - jupyterlite-pyodide-kernel ; extra == 'doc'
+  - linkify-it-py ; extra == 'doc'
+  - tabulate ; extra == 'doc'
+  - click<8.3.0 ; extra == 'dev'
+  - spin ; extra == 'dev'
+  - mypy==1.19.1 ; extra == 'dev'
+  - pyrefly==0.63.0 ; extra == 'dev'
+  - typing-extensions ; extra == 'dev'
+  - types-psutil ; extra == 'dev'
+  - pycodestyle ; extra == 'dev'
+  - ruff>=0.12.0 ; extra == 'dev'
+  - cython-lint>=0.12.2 ; extra == 'dev'
+  requires_python: '>=3.12'
diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 16378818..56fd5d1a 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -771,10 +771,6 @@ def _add_model_plot(
 
         """
         model_plot_div = re.sub(r"\n\s+", "", str(estimator_html_repr(model)))
-        if model_plot_div.count("sk-top-container") == 1:
-            model_plot_div = model_plot_div.replace(
-                "sk-top-container", 'sk-top-container" style="overflow: auto;'
-            )
 
         if description:
             content = f"{description}\n\n{model_plot_div}"
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index 964498d9..90751aae 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -235,14 +235,6 @@ def test_default(self, model_card):
         assert re.match(r"<style>[#.]sk-", result)
         assert "MyRegressor()" in result
 
-    def test_no_overflow(self, model_card):
-        result = model_card.select(
-            "Model description/Training Procedure/Model Plot"
-        ).format()
-        # test if the model doesn't overflow the huggingface models page
-        assert result.count("sk-top-container") == 1
-        assert 'style="overflow: auto;' in result
-
     def test_model_diagram_false(self):
         model = fit_model()
         model_card = Card(model, model_diagram=False)