diff --git a/pixi.lock b/pixi.lock
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-  - polars-runtime-64 ==1.42.0
-  - polars-runtime-compat ==1.42.0
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-  - numpy >=1.23,<3
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-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/matplotlib/3.12.0.dev315+g47c630780/matplotlib-3.12.0.dev315+g47c630780-cp314-cp314-macosx_10_15_x86_64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/matplotlib/3.12.0.dev316+gc0a08db5a/matplotlib-3.12.0.dev316+gc0a08db5a-cp314-cp314-macosx_10_15_x86_64.whl
   name: matplotlib
-  version: 3.12.0.dev315+g47c630780
+  version: 3.12.0.dev316+gc0a08db5a
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_dist:
   - contourpy>=1.2.1
@@ -39057,9 +39220,9 @@ packages:
   - pyparsing>=3
   - python-dateutil>=2.7
   requires_python: '>=3.12'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/matplotlib/3.12.0.dev315+g47c630780/matplotlib-3.12.0.dev315+g47c630780-cp314-cp314-macosx_11_0_arm64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/matplotlib/3.12.0.dev316+gc0a08db5a/matplotlib-3.12.0.dev316+gc0a08db5a-cp314-cp314-macosx_11_0_arm64.whl
   name: matplotlib
-  version: 3.12.0.dev315+g47c630780
+  version: 3.12.0.dev316+gc0a08db5a
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_dist:
   - contourpy>=1.2.1
@@ -39072,9 +39235,9 @@ packages:
   - pyparsing>=3
   - python-dateutil>=2.7
   requires_python: '>=3.12'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/matplotlib/3.12.0.dev315+g47c630780/matplotlib-3.12.0.dev315+g47c630780-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/matplotlib/3.12.0.dev316+gc0a08db5a/matplotlib-3.12.0.dev316+gc0a08db5a-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
   name: matplotlib
-  version: 3.12.0.dev315+g47c630780
+  version: 3.12.0.dev316+gc0a08db5a
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_dist:
   - contourpy>=1.2.1
@@ -39087,9 +39250,9 @@ packages:
   - pyparsing>=3
   - python-dateutil>=2.7
   requires_python: '>=3.12'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/matplotlib/3.12.0.dev315+g47c630780/matplotlib-3.12.0.dev315+g47c630780-cp314-cp314-win_amd64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/matplotlib/3.12.0.dev316+gc0a08db5a/matplotlib-3.12.0.dev316+gc0a08db5a-cp314-cp314-win_amd64.whl
   name: matplotlib
-  version: 3.12.0.dev315+g47c630780
+  version: 3.12.0.dev316+gc0a08db5a
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_dist:
   - contourpy>=1.2.1
@@ -39122,100 +39285,369 @@ packages:
   version: 2.6.0.dev0
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_python: '>=3.12'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pandas/2.3.3+13.gb640e985cb/pandas-2.3.3+13.gb640e985cb.tar.gz
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pandas/3.1.0.dev0+1192.gc693b12ad8/pandas-3.1.0.dev0+1192.gc693b12ad8-cp314-cp314-macosx_10_15_x86_64.whl
   name: pandas
-  version: 2.3.3+13.gb640e985cb
+  version: 3.1.0.dev0+1192.gc693b12ad8
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_dist:
-  - numpy>=1.22.4 ; python_full_version < '3.11'
-  - numpy>=1.23.2 ; python_full_version == '3.11.*'
-  - numpy>=1.26.0 ; python_full_version >= '3.12'
+  - numpy>=1.26.0 ; python_full_version < '3.14'
+  - numpy>=2.3.3 ; python_full_version >= '3.14'
   - python-dateutil>=2.8.2
-  - pytz>=2020.1
-  - tzdata>=2022.7
-  - hypothesis>=6.46.1 ; extra == 'test'
-  - pytest>=7.3.2 ; extra == 'test'
-  - pytest-xdist>=2.2.0 ; extra == 'test'
-  - pyarrow>=10.0.1 ; extra == 'pyarrow'
-  - bottleneck>=1.3.6 ; extra == 'performance'
-  - numba>=0.56.4 ; extra == 'performance'
-  - numexpr>=2.8.4 ; extra == 'performance'
-  - scipy>=1.10.0 ; extra == 'computation'
-  - xarray>=2022.12.0 ; extra == 'computation'
-  - fsspec>=2022.11.0 ; extra == 'fss'
-  - s3fs>=2022.11.0 ; extra == 'aws'
-  - gcsfs>=2022.11.0 ; extra == 'gcp'
-  - pandas-gbq>=0.19.0 ; extra == 'gcp'
+  - tzdata ; sys_platform == 'win32'
+  - tzdata ; sys_platform == 'emscripten'
+  - hypothesis>=6.116.0 ; extra == 'test'
+  - pytest>=8.3.4 ; extra == 'test'
+  - pytest-xdist>=3.6.1 ; extra == 'test'
+  - pyarrow>=13.0.0 ; extra == 'pyarrow'
+  - bottleneck>=1.4.2 ; extra == 'performance'
+  - numba>=0.60.0 ; extra == 'performance'
+  - numexpr>=2.10.2 ; extra == 'performance'
+  - scipy>=1.14.1 ; extra == 'computation'
+  - xarray>=2024.10.0 ; extra == 'computation'
+  - fsspec>=2024.10.0 ; extra == 'fss'
+  - s3fs>=2024.10.0 ; extra == 'aws'
+  - gcsfs>=2024.10.0 ; extra == 'gcp'
   - odfpy>=1.4.1 ; extra == 'excel'
-  - openpyxl>=3.1.0 ; extra == 'excel'
-  - python-calamine>=0.1.7 ; extra == 'excel'
+  - openpyxl>=3.1.5 ; extra == 'excel'
+  - python-calamine>=0.3.0 ; extra == 'excel'
   - pyxlsb>=1.0.10 ; extra == 'excel'
   - xlrd>=2.0.1 ; extra == 'excel'
-  - xlsxwriter>=3.0.5 ; extra == 'excel'
-  - pyarrow>=10.0.1 ; extra == 'parquet'
-  - pyarrow>=10.0.1 ; extra == 'feather'
-  - tables>=3.8.0 ; extra == 'hdf5'
-  - pyreadstat>=1.2.0 ; extra == 'spss'
-  - sqlalchemy>=2.0.0 ; extra == 'postgresql'
-  - psycopg2>=2.9.6 ; extra == 'postgresql'
-  - adbc-driver-postgresql>=0.8.0 ; extra == 'postgresql'
-  - sqlalchemy>=2.0.0 ; extra == 'mysql'
-  - pymysql>=1.0.2 ; extra == 'mysql'
-  - sqlalchemy>=2.0.0 ; extra == 'sql-other'
-  - adbc-driver-postgresql>=0.8.0 ; extra == 'sql-other'
-  - adbc-driver-sqlite>=0.8.0 ; extra == 'sql-other'
-  - beautifulsoup4>=4.11.2 ; extra == 'html'
+  - xlsxwriter>=3.2.0 ; extra == 'excel'
+  - pyarrow>=13.0.0 ; extra == 'parquet'
+  - pyarrow>=13.0.0 ; extra == 'feather'
+  - pyiceberg>=0.8.1 ; extra == 'iceberg'
+  - tables>=3.10.1 ; extra == 'hdf5'
+  - pyreadstat>=1.2.8 ; extra == 'spss'
+  - sqlalchemy>=2.0.36 ; extra == 'postgresql'
+  - psycopg2>=2.9.10 ; extra == 'postgresql'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'postgresql'
+  - sqlalchemy>=2.0.36 ; extra == 'mysql'
+  - pymysql>=1.1.1 ; extra == 'mysql'
+  - sqlalchemy>=2.0.36 ; extra == 'sql-other'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'sql-other'
+  - adbc-driver-sqlite>=1.2.0 ; extra == 'sql-other'
+  - beautifulsoup4>=4.12.3 ; extra == 'html'
   - html5lib>=1.1 ; extra == 'html'
-  - lxml>=4.9.2 ; extra == 'html'
-  - lxml>=4.9.2 ; extra == 'xml'
-  - matplotlib>=3.6.3 ; extra == 'plot'
-  - jinja2>=3.1.2 ; extra == 'output-formatting'
+  - lxml>=5.3.0 ; extra == 'html'
+  - lxml>=5.3.0 ; extra == 'xml'
+  - matplotlib>=3.9.3 ; extra == 'plot'
+  - jinja2>=3.1.5 ; extra == 'output-formatting'
   - tabulate>=0.9.0 ; extra == 'output-formatting'
   - pyqt5>=5.15.9 ; extra == 'clipboard'
-  - qtpy>=2.3.0 ; extra == 'clipboard'
-  - zstandard>=0.19.0 ; extra == 'compression'
-  - dataframe-api-compat>=0.1.7 ; extra == 'consortium-standard'
-  - adbc-driver-postgresql>=0.8.0 ; extra == 'all'
-  - adbc-driver-sqlite>=0.8.0 ; extra == 'all'
-  - beautifulsoup4>=4.11.2 ; extra == 'all'
-  - bottleneck>=1.3.6 ; extra == 'all'
-  - dataframe-api-compat>=0.1.7 ; extra == 'all'
-  - fastparquet>=2022.12.0 ; extra == 'all'
-  - fsspec>=2022.11.0 ; extra == 'all'
-  - gcsfs>=2022.11.0 ; extra == 'all'
+  - qtpy>=2.4.2 ; extra == 'clipboard'
+  - zstandard>=0.23.0 ; extra == 'compression'
+  - pytz>=2020.1 ; extra == 'timezone'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'all'
+  - adbc-driver-sqlite>=1.2.0 ; extra == 'all'
+  - beautifulsoup4>=4.12.3 ; extra == 'all'
+  - bottleneck>=1.4.2 ; extra == 'all'
+  - fastparquet>=2024.11.0 ; extra == 'all'
+  - fsspec>=2024.10.0 ; extra == 'all'
+  - gcsfs>=2024.10.0 ; extra == 'all'
   - html5lib>=1.1 ; extra == 'all'
-  - hypothesis>=6.46.1 ; extra == 'all'
-  - jinja2>=3.1.2 ; extra == 'all'
-  - lxml>=4.9.2 ; extra == 'all'
-  - matplotlib>=3.6.3 ; extra == 'all'
-  - numba>=0.56.4 ; extra == 'all'
-  - numexpr>=2.8.4 ; extra == 'all'
+  - hypothesis>=6.116.0 ; extra == 'all'
+  - jinja2>=3.1.5 ; extra == 'all'
+  - lxml>=5.3.0 ; extra == 'all'
+  - matplotlib>=3.9.3 ; extra == 'all'
+  - numba>=0.60.0 ; extra == 'all'
+  - numexpr>=2.10.2 ; extra == 'all'
   - odfpy>=1.4.1 ; extra == 'all'
-  - openpyxl>=3.1.0 ; extra == 'all'
-  - pandas-gbq>=0.19.0 ; extra == 'all'
-  - psycopg2>=2.9.6 ; extra == 'all'
-  - pyarrow>=10.0.1 ; extra == 'all'
-  - pymysql>=1.0.2 ; extra == 'all'
+  - openpyxl>=3.1.5 ; extra == 'all'
+  - psycopg2>=2.9.10 ; extra == 'all'
+  - pyarrow>=13.0.0 ; extra == 'all'
+  - pyiceberg>=0.8.1 ; extra == 'all'
+  - pymysql>=1.1.1 ; extra == 'all'
   - pyqt5>=5.15.9 ; extra == 'all'
-  - pyreadstat>=1.2.0 ; extra == 'all'
-  - pytest>=7.3.2 ; extra == 'all'
-  - pytest-xdist>=2.2.0 ; extra == 'all'
-  - python-calamine>=0.1.7 ; extra == 'all'
+  - pyreadstat>=1.2.8 ; extra == 'all'
+  - pytest>=8.3.4 ; extra == 'all'
+  - pytest-xdist>=3.6.1 ; extra == 'all'
+  - python-calamine>=0.3.0 ; extra == 'all'
+  - pytz>=2020.1 ; extra == 'all'
   - pyxlsb>=1.0.10 ; extra == 'all'
-  - qtpy>=2.3.0 ; extra == 'all'
-  - scipy>=1.10.0 ; extra == 'all'
-  - s3fs>=2022.11.0 ; extra == 'all'
-  - sqlalchemy>=2.0.0 ; extra == 'all'
-  - tables>=3.8.0 ; extra == 'all'
+  - qtpy>=2.4.2 ; extra == 'all'
+  - scipy>=1.14.1 ; extra == 'all'
+  - s3fs>=2024.10.0 ; extra == 'all'
+  - sqlalchemy>=2.0.36 ; extra == 'all'
+  - tables>=3.10.1 ; extra == 'all'
   - tabulate>=0.9.0 ; extra == 'all'
-  - xarray>=2022.12.0 ; extra == 'all'
+  - xarray>=2024.10.0 ; extra == 'all'
   - xlrd>=2.0.1 ; extra == 'all'
-  - xlsxwriter>=3.0.5 ; extra == 'all'
-  - zstandard>=0.19.0 ; extra == 'all'
-  requires_python: '>=3.9'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pillow/12.3.0.dev0/pillow-12.3.0.dev0-cp314-cp314-macosx_10_15_x86_64.whl
+  - xlsxwriter>=3.2.0 ; extra == 'all'
+  - zstandard>=0.23.0 ; extra == 'all'
+  requires_python: '>=3.11'
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pandas/3.1.0.dev0+1192.gc693b12ad8/pandas-3.1.0.dev0+1192.gc693b12ad8-cp314-cp314-macosx_11_0_arm64.whl
+  name: pandas
+  version: 3.1.0.dev0+1192.gc693b12ad8
+  index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
+  requires_dist:
+  - numpy>=1.26.0 ; python_full_version < '3.14'
+  - numpy>=2.3.3 ; python_full_version >= '3.14'
+  - python-dateutil>=2.8.2
+  - tzdata ; sys_platform == 'win32'
+  - tzdata ; sys_platform == 'emscripten'
+  - hypothesis>=6.116.0 ; extra == 'test'
+  - pytest>=8.3.4 ; extra == 'test'
+  - pytest-xdist>=3.6.1 ; extra == 'test'
+  - pyarrow>=13.0.0 ; extra == 'pyarrow'
+  - bottleneck>=1.4.2 ; extra == 'performance'
+  - numba>=0.60.0 ; extra == 'performance'
+  - numexpr>=2.10.2 ; extra == 'performance'
+  - scipy>=1.14.1 ; extra == 'computation'
+  - xarray>=2024.10.0 ; extra == 'computation'
+  - fsspec>=2024.10.0 ; extra == 'fss'
+  - s3fs>=2024.10.0 ; extra == 'aws'
+  - gcsfs>=2024.10.0 ; extra == 'gcp'
+  - odfpy>=1.4.1 ; extra == 'excel'
+  - openpyxl>=3.1.5 ; extra == 'excel'
+  - python-calamine>=0.3.0 ; extra == 'excel'
+  - pyxlsb>=1.0.10 ; extra == 'excel'
+  - xlrd>=2.0.1 ; extra == 'excel'
+  - xlsxwriter>=3.2.0 ; extra == 'excel'
+  - pyarrow>=13.0.0 ; extra == 'parquet'
+  - pyarrow>=13.0.0 ; extra == 'feather'
+  - pyiceberg>=0.8.1 ; extra == 'iceberg'
+  - tables>=3.10.1 ; extra == 'hdf5'
+  - pyreadstat>=1.2.8 ; extra == 'spss'
+  - sqlalchemy>=2.0.36 ; extra == 'postgresql'
+  - psycopg2>=2.9.10 ; extra == 'postgresql'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'postgresql'
+  - sqlalchemy>=2.0.36 ; extra == 'mysql'
+  - pymysql>=1.1.1 ; extra == 'mysql'
+  - sqlalchemy>=2.0.36 ; extra == 'sql-other'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'sql-other'
+  - adbc-driver-sqlite>=1.2.0 ; extra == 'sql-other'
+  - beautifulsoup4>=4.12.3 ; extra == 'html'
+  - html5lib>=1.1 ; extra == 'html'
+  - lxml>=5.3.0 ; extra == 'html'
+  - lxml>=5.3.0 ; extra == 'xml'
+  - matplotlib>=3.9.3 ; extra == 'plot'
+  - jinja2>=3.1.5 ; extra == 'output-formatting'
+  - tabulate>=0.9.0 ; extra == 'output-formatting'
+  - pyqt5>=5.15.9 ; extra == 'clipboard'
+  - qtpy>=2.4.2 ; extra == 'clipboard'
+  - zstandard>=0.23.0 ; extra == 'compression'
+  - pytz>=2020.1 ; extra == 'timezone'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'all'
+  - adbc-driver-sqlite>=1.2.0 ; extra == 'all'
+  - beautifulsoup4>=4.12.3 ; extra == 'all'
+  - bottleneck>=1.4.2 ; extra == 'all'
+  - fastparquet>=2024.11.0 ; extra == 'all'
+  - fsspec>=2024.10.0 ; extra == 'all'
+  - gcsfs>=2024.10.0 ; extra == 'all'
+  - html5lib>=1.1 ; extra == 'all'
+  - hypothesis>=6.116.0 ; extra == 'all'
+  - jinja2>=3.1.5 ; extra == 'all'
+  - lxml>=5.3.0 ; extra == 'all'
+  - matplotlib>=3.9.3 ; extra == 'all'
+  - numba>=0.60.0 ; extra == 'all'
+  - numexpr>=2.10.2 ; extra == 'all'
+  - odfpy>=1.4.1 ; extra == 'all'
+  - openpyxl>=3.1.5 ; extra == 'all'
+  - psycopg2>=2.9.10 ; extra == 'all'
+  - pyarrow>=13.0.0 ; extra == 'all'
+  - pyiceberg>=0.8.1 ; extra == 'all'
+  - pymysql>=1.1.1 ; extra == 'all'
+  - pyqt5>=5.15.9 ; extra == 'all'
+  - pyreadstat>=1.2.8 ; extra == 'all'
+  - pytest>=8.3.4 ; extra == 'all'
+  - pytest-xdist>=3.6.1 ; extra == 'all'
+  - python-calamine>=0.3.0 ; extra == 'all'
+  - pytz>=2020.1 ; extra == 'all'
+  - pyxlsb>=1.0.10 ; extra == 'all'
+  - qtpy>=2.4.2 ; extra == 'all'
+  - scipy>=1.14.1 ; extra == 'all'
+  - s3fs>=2024.10.0 ; extra == 'all'
+  - sqlalchemy>=2.0.36 ; extra == 'all'
+  - tables>=3.10.1 ; extra == 'all'
+  - tabulate>=0.9.0 ; extra == 'all'
+  - xarray>=2024.10.0 ; extra == 'all'
+  - xlrd>=2.0.1 ; extra == 'all'
+  - xlsxwriter>=3.2.0 ; extra == 'all'
+  - zstandard>=0.23.0 ; extra == 'all'
+  requires_python: '>=3.11'
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pandas/3.1.0.dev0+1192.gc693b12ad8/pandas-3.1.0.dev0+1192.gc693b12ad8-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
+  name: pandas
+  version: 3.1.0.dev0+1192.gc693b12ad8
+  index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
+  requires_dist:
+  - numpy>=1.26.0 ; python_full_version < '3.14'
+  - numpy>=2.3.3 ; python_full_version >= '3.14'
+  - python-dateutil>=2.8.2
+  - tzdata ; sys_platform == 'win32'
+  - tzdata ; sys_platform == 'emscripten'
+  - hypothesis>=6.116.0 ; extra == 'test'
+  - pytest>=8.3.4 ; extra == 'test'
+  - pytest-xdist>=3.6.1 ; extra == 'test'
+  - pyarrow>=13.0.0 ; extra == 'pyarrow'
+  - bottleneck>=1.4.2 ; extra == 'performance'
+  - numba>=0.60.0 ; extra == 'performance'
+  - numexpr>=2.10.2 ; extra == 'performance'
+  - scipy>=1.14.1 ; extra == 'computation'
+  - xarray>=2024.10.0 ; extra == 'computation'
+  - fsspec>=2024.10.0 ; extra == 'fss'
+  - s3fs>=2024.10.0 ; extra == 'aws'
+  - gcsfs>=2024.10.0 ; extra == 'gcp'
+  - odfpy>=1.4.1 ; extra == 'excel'
+  - openpyxl>=3.1.5 ; extra == 'excel'
+  - python-calamine>=0.3.0 ; extra == 'excel'
+  - pyxlsb>=1.0.10 ; extra == 'excel'
+  - xlrd>=2.0.1 ; extra == 'excel'
+  - xlsxwriter>=3.2.0 ; extra == 'excel'
+  - pyarrow>=13.0.0 ; extra == 'parquet'
+  - pyarrow>=13.0.0 ; extra == 'feather'
+  - pyiceberg>=0.8.1 ; extra == 'iceberg'
+  - tables>=3.10.1 ; extra == 'hdf5'
+  - pyreadstat>=1.2.8 ; extra == 'spss'
+  - sqlalchemy>=2.0.36 ; extra == 'postgresql'
+  - psycopg2>=2.9.10 ; extra == 'postgresql'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'postgresql'
+  - sqlalchemy>=2.0.36 ; extra == 'mysql'
+  - pymysql>=1.1.1 ; extra == 'mysql'
+  - sqlalchemy>=2.0.36 ; extra == 'sql-other'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'sql-other'
+  - adbc-driver-sqlite>=1.2.0 ; extra == 'sql-other'
+  - beautifulsoup4>=4.12.3 ; extra == 'html'
+  - html5lib>=1.1 ; extra == 'html'
+  - lxml>=5.3.0 ; extra == 'html'
+  - lxml>=5.3.0 ; extra == 'xml'
+  - matplotlib>=3.9.3 ; extra == 'plot'
+  - jinja2>=3.1.5 ; extra == 'output-formatting'
+  - tabulate>=0.9.0 ; extra == 'output-formatting'
+  - pyqt5>=5.15.9 ; extra == 'clipboard'
+  - qtpy>=2.4.2 ; extra == 'clipboard'
+  - zstandard>=0.23.0 ; extra == 'compression'
+  - pytz>=2020.1 ; extra == 'timezone'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'all'
+  - adbc-driver-sqlite>=1.2.0 ; extra == 'all'
+  - beautifulsoup4>=4.12.3 ; extra == 'all'
+  - bottleneck>=1.4.2 ; extra == 'all'
+  - fastparquet>=2024.11.0 ; extra == 'all'
+  - fsspec>=2024.10.0 ; extra == 'all'
+  - gcsfs>=2024.10.0 ; extra == 'all'
+  - html5lib>=1.1 ; extra == 'all'
+  - hypothesis>=6.116.0 ; extra == 'all'
+  - jinja2>=3.1.5 ; extra == 'all'
+  - lxml>=5.3.0 ; extra == 'all'
+  - matplotlib>=3.9.3 ; extra == 'all'
+  - numba>=0.60.0 ; extra == 'all'
+  - numexpr>=2.10.2 ; extra == 'all'
+  - odfpy>=1.4.1 ; extra == 'all'
+  - openpyxl>=3.1.5 ; extra == 'all'
+  - psycopg2>=2.9.10 ; extra == 'all'
+  - pyarrow>=13.0.0 ; extra == 'all'
+  - pyiceberg>=0.8.1 ; extra == 'all'
+  - pymysql>=1.1.1 ; extra == 'all'
+  - pyqt5>=5.15.9 ; extra == 'all'
+  - pyreadstat>=1.2.8 ; extra == 'all'
+  - pytest>=8.3.4 ; extra == 'all'
+  - pytest-xdist>=3.6.1 ; extra == 'all'
+  - python-calamine>=0.3.0 ; extra == 'all'
+  - pytz>=2020.1 ; extra == 'all'
+  - pyxlsb>=1.0.10 ; extra == 'all'
+  - qtpy>=2.4.2 ; extra == 'all'
+  - scipy>=1.14.1 ; extra == 'all'
+  - s3fs>=2024.10.0 ; extra == 'all'
+  - sqlalchemy>=2.0.36 ; extra == 'all'
+  - tables>=3.10.1 ; extra == 'all'
+  - tabulate>=0.9.0 ; extra == 'all'
+  - xarray>=2024.10.0 ; extra == 'all'
+  - xlrd>=2.0.1 ; extra == 'all'
+  - xlsxwriter>=3.2.0 ; extra == 'all'
+  - zstandard>=0.23.0 ; extra == 'all'
+  requires_python: '>=3.11'
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pandas/3.1.0.dev0+1192.gc693b12ad8/pandas-3.1.0.dev0+1192.gc693b12ad8-cp314-cp314-win_amd64.whl
+  name: pandas
+  version: 3.1.0.dev0+1192.gc693b12ad8
+  index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
+  requires_dist:
+  - numpy>=1.26.0 ; python_full_version < '3.14'
+  - numpy>=2.3.3 ; python_full_version >= '3.14'
+  - python-dateutil>=2.8.2
+  - tzdata ; sys_platform == 'win32'
+  - tzdata ; sys_platform == 'emscripten'
+  - hypothesis>=6.116.0 ; extra == 'test'
+  - pytest>=8.3.4 ; extra == 'test'
+  - pytest-xdist>=3.6.1 ; extra == 'test'
+  - pyarrow>=13.0.0 ; extra == 'pyarrow'
+  - bottleneck>=1.4.2 ; extra == 'performance'
+  - numba>=0.60.0 ; extra == 'performance'
+  - numexpr>=2.10.2 ; extra == 'performance'
+  - scipy>=1.14.1 ; extra == 'computation'
+  - xarray>=2024.10.0 ; extra == 'computation'
+  - fsspec>=2024.10.0 ; extra == 'fss'
+  - s3fs>=2024.10.0 ; extra == 'aws'
+  - gcsfs>=2024.10.0 ; extra == 'gcp'
+  - odfpy>=1.4.1 ; extra == 'excel'
+  - openpyxl>=3.1.5 ; extra == 'excel'
+  - python-calamine>=0.3.0 ; extra == 'excel'
+  - pyxlsb>=1.0.10 ; extra == 'excel'
+  - xlrd>=2.0.1 ; extra == 'excel'
+  - xlsxwriter>=3.2.0 ; extra == 'excel'
+  - pyarrow>=13.0.0 ; extra == 'parquet'
+  - pyarrow>=13.0.0 ; extra == 'feather'
+  - pyiceberg>=0.8.1 ; extra == 'iceberg'
+  - tables>=3.10.1 ; extra == 'hdf5'
+  - pyreadstat>=1.2.8 ; extra == 'spss'
+  - sqlalchemy>=2.0.36 ; extra == 'postgresql'
+  - psycopg2>=2.9.10 ; extra == 'postgresql'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'postgresql'
+  - sqlalchemy>=2.0.36 ; extra == 'mysql'
+  - pymysql>=1.1.1 ; extra == 'mysql'
+  - sqlalchemy>=2.0.36 ; extra == 'sql-other'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'sql-other'
+  - adbc-driver-sqlite>=1.2.0 ; extra == 'sql-other'
+  - beautifulsoup4>=4.12.3 ; extra == 'html'
+  - html5lib>=1.1 ; extra == 'html'
+  - lxml>=5.3.0 ; extra == 'html'
+  - lxml>=5.3.0 ; extra == 'xml'
+  - matplotlib>=3.9.3 ; extra == 'plot'
+  - jinja2>=3.1.5 ; extra == 'output-formatting'
+  - tabulate>=0.9.0 ; extra == 'output-formatting'
+  - pyqt5>=5.15.9 ; extra == 'clipboard'
+  - qtpy>=2.4.2 ; extra == 'clipboard'
+  - zstandard>=0.23.0 ; extra == 'compression'
+  - pytz>=2020.1 ; extra == 'timezone'
+  - adbc-driver-postgresql>=1.2.0 ; extra == 'all'
+  - adbc-driver-sqlite>=1.2.0 ; extra == 'all'
+  - beautifulsoup4>=4.12.3 ; extra == 'all'
+  - bottleneck>=1.4.2 ; extra == 'all'
+  - fastparquet>=2024.11.0 ; extra == 'all'
+  - fsspec>=2024.10.0 ; extra == 'all'
+  - gcsfs>=2024.10.0 ; extra == 'all'
+  - html5lib>=1.1 ; extra == 'all'
+  - hypothesis>=6.116.0 ; extra == 'all'
+  - jinja2>=3.1.5 ; extra == 'all'
+  - lxml>=5.3.0 ; extra == 'all'
+  - matplotlib>=3.9.3 ; extra == 'all'
+  - numba>=0.60.0 ; extra == 'all'
+  - numexpr>=2.10.2 ; extra == 'all'
+  - odfpy>=1.4.1 ; extra == 'all'
+  - openpyxl>=3.1.5 ; extra == 'all'
+  - psycopg2>=2.9.10 ; extra == 'all'
+  - pyarrow>=13.0.0 ; extra == 'all'
+  - pyiceberg>=0.8.1 ; extra == 'all'
+  - pymysql>=1.1.1 ; extra == 'all'
+  - pyqt5>=5.15.9 ; extra == 'all'
+  - pyreadstat>=1.2.8 ; extra == 'all'
+  - pytest>=8.3.4 ; extra == 'all'
+  - pytest-xdist>=3.6.1 ; extra == 'all'
+  - python-calamine>=0.3.0 ; extra == 'all'
+  - pytz>=2020.1 ; extra == 'all'
+  - pyxlsb>=1.0.10 ; extra == 'all'
+  - qtpy>=2.4.2 ; extra == 'all'
+  - scipy>=1.14.1 ; extra == 'all'
+  - s3fs>=2024.10.0 ; extra == 'all'
+  - sqlalchemy>=2.0.36 ; extra == 'all'
+  - tables>=3.10.1 ; extra == 'all'
+  - tabulate>=0.9.0 ; extra == 'all'
+  - xarray>=2024.10.0 ; extra == 'all'
+  - xlrd>=2.0.1 ; extra == 'all'
+  - xlsxwriter>=3.2.0 ; extra == 'all'
+  - zstandard>=0.23.0 ; extra == 'all'
+  requires_python: '>=3.11'
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pillow/13.0.0.dev0/pillow-13.0.0.dev0-cp314-cp314-macosx_10_15_x86_64.whl
   name: pillow
-  version: 12.3.0.dev0
+  version: 13.0.0.dev0
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_dist:
   - furo ; extra == 'docs'
@@ -39244,9 +39676,9 @@ packages:
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
   - defusedxml ; extra == 'xmp'
   requires_python: '>=3.10'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pillow/12.3.0.dev0/pillow-12.3.0.dev0-cp314-cp314-macosx_11_0_arm64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pillow/13.0.0.dev0/pillow-13.0.0.dev0-cp314-cp314-macosx_11_0_arm64.whl
   name: pillow
-  version: 12.3.0.dev0
+  version: 13.0.0.dev0
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_dist:
   - furo ; extra == 'docs'
@@ -39275,9 +39707,9 @@ packages:
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
   - defusedxml ; extra == 'xmp'
   requires_python: '>=3.10'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pillow/12.3.0.dev0/pillow-12.3.0.dev0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pillow/13.0.0.dev0/pillow-13.0.0.dev0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
   name: pillow
-  version: 12.3.0.dev0
+  version: 13.0.0.dev0
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_dist:
   - furo ; extra == 'docs'
@@ -39306,9 +39738,9 @@ packages:
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
   - defusedxml ; extra == 'xmp'
   requires_python: '>=3.10'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pillow/12.3.0.dev0/pillow-12.3.0.dev0-cp314-cp314-win_amd64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pillow/13.0.0.dev0/pillow-13.0.0.dev0-cp314-cp314-win_amd64.whl
   name: pillow
-  version: 12.3.0.dev0
+  version: 13.0.0.dev0
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_dist:
   - furo ; extra == 'docs'
@@ -39337,24 +39769,24 @@ packages:
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
   - defusedxml ; extra == 'xmp'
   requires_python: '>=3.10'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pyarrow/25.0.0.dev202/pyarrow-25.0.0.dev202-cp314-cp314-macosx_12_0_arm64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pyarrow/25.0.0.dev217/pyarrow-25.0.0.dev217-cp314-cp314-macosx_12_0_arm64.whl
   name: pyarrow
-  version: 25.0.0.dev202
+  version: 25.0.0.dev217
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_python: '>=3.10'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pyarrow/25.0.0.dev202/pyarrow-25.0.0.dev202-cp314-cp314-macosx_12_0_x86_64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pyarrow/25.0.0.dev217/pyarrow-25.0.0.dev217-cp314-cp314-macosx_12_0_x86_64.whl
   name: pyarrow
-  version: 25.0.0.dev202
+  version: 25.0.0.dev217
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_python: '>=3.10'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pyarrow/25.0.0.dev202/pyarrow-25.0.0.dev202-cp314-cp314-manylinux_2_28_x86_64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pyarrow/25.0.0.dev217/pyarrow-25.0.0.dev217-cp314-cp314-manylinux_2_28_x86_64.whl
   name: pyarrow
-  version: 25.0.0.dev202
+  version: 25.0.0.dev217
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_python: '>=3.10'
-- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pyarrow/25.0.0.dev202/pyarrow-25.0.0.dev202-cp314-cp314-win_amd64.whl
+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/pyarrow/25.0.0.dev217/pyarrow-25.0.0.dev217-cp314-cp314-win_amd64.whl
   name: pyarrow
-  version: 25.0.0.dev202
+  version: 25.0.0.dev217
   index: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
   requires_python: '>=3.10'
 - pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scikit-learn/1.10.dev0/scikit_learn-1.10.dev0-cp314-cp314-macosx_10_15_x86_64.whl
diff --git a/pyproject.toml b/pyproject.toml
index 38991146f..f26587097 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -354,6 +354,10 @@ filterwarnings = [
   # We avoid turning huggingface_hub warnings into errors, because they get
   # masked as OSErrors by sentence_transformers. See note in test_text_encoder.
   'default::DeprecationWarning:huggingface_hub',
+  # Ignore polars warning about horizontal concatenation being deprecated
+  # We always expect dataframes to concatenate to have the same length, so the
+  # intended behavior starting from version 1.42 is already what we want
+  "ignore:the default behavior of `how='horizontal'`.*:DeprecationWarning"
 ]
 log_cli_level = "INFO"
 xfail_strict = true