diff --git a/.circleci/config.yml b/.circleci/config.yml
index 364615a79e..e0f2871fd5 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -47,6 +47,20 @@ jobs:
       - run:
           name: Check dependencies are compatible
           command: pixi run --as-is pip check
+      - run:
+          name: Generate pre-commit cache key
+          command: date '+%Y-%W' | tee pre_commit_cache_key.txt
+      - restore_cache:
+          key: pre-commit-{{ .Branch }}-{{ checksum "pre_commit_cache_key.txt" }}
+      - run:
+          name: Check code quality
+          command: pixi run --as-is pre-commit run -a
+      - save_cache:
+          key: pre-commit-{{ .Branch }}-{{ checksum "pre_commit_cache_key.txt" }}
+          paths:
+            - ~/.cache/pre-commit
+            - ./.mypy_cache
+            - ./.ruff_cache
       - run:
           name: Run tests
           command: |
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index b8a7c258bc..6c83d848e9 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -14,7 +14,23 @@ updates:
       interval: "weekly"
     cooldown:
       default-days: 7
+    groups:
+      github-actions:
+        patterns:
+          - "*"
     labels:
       - dependencies
       - github_actions
       - automatedPR
+  - package-ecosystem: "pre-commit"
+    directory: "/"
+    schedule:
+      interval: "weekly"
+    cooldown:
+      default-days: 7
+    groups:
+      pre-commit:
+        patterns:
+          - "*"
+    labels:
+      - automatedPR
diff --git a/.github/workflows/zizmor.yml b/.github/workflows/zizmor.yml
new file mode 100644
index 0000000000..021560f489
--- /dev/null
+++ b/.github/workflows/zizmor.yml
@@ -0,0 +1,23 @@
+name: GitHub Actions Security Analysis with zizmor 🌈
+
+on:
+  push:
+    branches: ["main"]
+  pull_request:
+    branches: ["**"]
+
+permissions: {}
+
+jobs:
+  zizmor:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+
+      - name: Run zizmor 🌈
+        uses: zizmorcore/zizmor-action@192e21d79ab29983730a13d1382995c2307fbcaa # v0.5.7
+        with:
+          advanced-security: false
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 39f1308947..19dbbd9d13 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -25,26 +25,38 @@ repos:
       - id: end-of-file-fixer
       - id: trailing-whitespace
         args: [--markdown-linebreak-ext=md]
-  - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: "v0.15.22"
+  - repo: local
     hooks:
       - id: ruff-check
-        args: [--fix]
+        name: ruff check
+        entry: "pixi run --locked ruff check --force-exclude --fix"
+        language: system
+        require_serial: true
+        types_or:
+          - python
+          - jupyter
       - id: ruff-format
-  - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: "v2.3.0"
-    hooks:
+        name: ruff format
+        entry: "pixi run --locked ruff format --force-exclude"
+        language: system
+        require_serial: true
+        types_or:
+          - python
+          - jupyter
       - id: mypy
-        additional_dependencies:
-          - "types-PyYAML"
-          - "types-requests"
-          - "numpy"
+        name: mypy
+        entry: "pixi run --locked dmypy run"
+        language: system
+        types:
+          - python
+        pass_filenames: false
+        require_serial: true
   - repo: https://github.com/adrienverge/yamllint
     rev: "v1.38.0"
     hooks:
       - id: yamllint
   - repo: https://github.com/codespell-project/codespell
-    rev: "v2.4.3"
+    rev: "v2.4.2"
     hooks:
       - id: codespell
   - repo: https://github.com/python-jsonschema/check-jsonschema
@@ -53,8 +65,3 @@ repos:
       - id: check-citation-file-format
       - id: check-github-workflows
       - id: check-circle-ci
-  - repo: https://github.com/zizmorcore/zizmor-pre-commit
-    rev: v1.27.0
-    hooks:
-      - id: zizmor
-        args: [--fix=safe]
diff --git a/doc/contributing.rst b/doc/contributing.rst
index a6b1701fa6..8cba49cd2c 100644
--- a/doc/contributing.rst
+++ b/doc/contributing.rst
@@ -39,8 +39,8 @@ whenever you read it.
 
 It is recommended that you open a `draft pull
 request <https://github.blog/2019-02-14-introducing-draft-pull-requests/>`__
-early, as this will cause :ref:`CircleCI to run the unit tests <tests>`,
-:ref:`pre-commit.ci to analyse your code <code_quality>`, and
+early, as this will cause CircleCI to :ref:`run the tests <tests>` and
+:ref:`analyse the code <code_quality>`, and
 :ref:`readthedocs to build the documentation <documentation>`.
 It's also easier to get help from other developers if your code is visible in a
 pull request.
@@ -249,7 +249,7 @@ should be correct.
 Both `ruff`_ and `mypy`_ are automatically run by pre-commit.
 
 When you make a pull request, adherence to the Python development best practices
-is checked by `pre-commit.ci <https://results.pre-commit.ci/latest/github/ESMValGroup/ESMValCore/main>`_.
+is checked by running the pre-commit hooks on CircleCI.
 
 YAML
 ~~~~
diff --git a/esmvalcore/_provenance.py b/esmvalcore/_provenance.py
index 1df4022be2..17557e0821 100644
--- a/esmvalcore/_provenance.py
+++ b/esmvalcore/_provenance.py
@@ -21,6 +21,7 @@
     from collections.abc import Iterable
 
     import prov.model
+    from prov.model import ProvActivity, ProvEntity
 
     from esmvalcore._task import BaseTask
 
@@ -66,7 +67,7 @@ def attribute_to_authors(
             author = {"name": author}  # noqa: PLW2901
         agent = entity.bundle.agent(
             namespace + ":" + author["name"],
-            {"attribute:" + k: author[k] for k in author if k != "name"},
+            {"attribute:" + k: author[k] for k in author if k != "name"},  # type: ignore[arg-type]
         )
         entity.wasAttributedTo(agent)
 
@@ -96,7 +97,7 @@ def get_recipe_provenance(
 
     entity = provenance.entity(
         f"recipe:{filename}",
-        {
+        {  # type: ignore[arg-type]
             "attribute:description": documentation.get("description", ""),
             "attribute:references": str(documentation.get("references", [])),
         },
@@ -168,9 +169,9 @@ def __init__(
 
         self.attributes = copy.deepcopy(attributes)
 
-        self.provenance = None
-        self.entity = None
-        self.activity = None
+        self.provenance: ProvDocument | None = None
+        self.entity: ProvEntity | None = None
+        self.activity: ProvActivity | None = None
         self._ancestors = [] if ancestors is None else list(ancestors)
 
     @property
@@ -211,10 +212,14 @@ def copy_provenance(self) -> TrackedFile:
         if self.provenance is None:
             msg = f"Provenance of {self} not initialized"
             raise ValueError(msg)
-        new = TrackedFile(Path(self.filename), self.attributes)
+        new = TrackedFile(self.filename, self.attributes)
         new.provenance = copy.deepcopy(self.provenance)
-        new.entity = new.provenance.get_record(self.entity.identifier)[0]
-        new.activity = new.provenance.get_record(self.activity.identifier)[0]
+        new.entity = new.provenance.get_record(  # type: ignore[assignment,union-attr]
+            self.entity.identifier,  # type: ignore[arg-type,union-attr]
+        )[0]
+        new.activity = new.provenance.get_record(  # type: ignore[assignment,union-attr]
+            self.activity.identifier,  # type: ignore[arg-type,union-attr]
+        )[0]
         return new
 
     @property
@@ -249,12 +254,15 @@ def initialize_provenance(self, activity: prov.model.ProvActivity) -> None:
     def _initialize_namespaces(self) -> None:
         """Initialize the namespaces."""
         for namespace in ("file", "attribute", "preprocessor", "task"):
-            create_namespace(self.provenance, namespace)
+            create_namespace(
+                self.provenance,  # type: ignore[arg-type,union-attr]
+                namespace,
+            )
 
     def _initialize_activity(self, activity: prov.model.ProvActivity) -> None:
         """Copy the preprocessor task activity."""
         self.activity = activity
-        self.provenance.update(activity.bundle)  # type: ignore[attr-defined]
+        self.provenance.update(activity.bundle)  # type: ignore[union-attr]
 
     def _initialize_entity(self) -> None:
         """Initialize the entity representing the file."""
@@ -273,9 +281,9 @@ def _initialize_entity(self) -> None:
             for k, v in self.attributes.items()
             if k not in ("authors", "projects")
         }
-        self.entity = self.provenance.entity(  # type: ignore[attr-defined]
+        self.entity = self.provenance.entity(  # type: ignore[union-attr]
             f"file:{self.prov_filename}",
-            attributes,
+            attributes,  # type: ignore[arg-type]
         )
 
         attribute_to_authors(self.entity, self.attributes.get("authors", []))
@@ -292,7 +300,7 @@ def _initialize_ancestors(self, activity: prov.model.ProvActivity) -> None:
                     ancestor.restore_provenance()
                 else:
                     ancestor.initialize_provenance(activity)
-            self.provenance.update(ancestor.provenance)  # type: ignore[attr-defined]
+            self.provenance.update(ancestor.provenance)  # type: ignore[arg-type,union-attr]
             self.wasderivedfrom(ancestor)
 
     def wasderivedfrom(
@@ -308,7 +316,10 @@ def wasderivedfrom(
             msg = f"Provenance of {self} not initialized"
             raise ValueError(msg)
         self.provenance.update(other_entity.bundle)  # type: ignore[attr-defined, union-attr]
-        self.entity.wasDerivedFrom(other_entity, self.activity)
+        self.entity.wasDerivedFrom(  # type: ignore[union-attr]
+            other_entity,  # type: ignore[arg-type]
+            self.activity,
+        )
 
     def _select_for_include(self) -> dict[str, str]:
         attributes = {
@@ -358,13 +369,13 @@ def _include_provenance(self) -> None:
     def save_provenance(self) -> None:
         """Export provenance information."""
         self.provenance = ProvDocument(
-            records=set(self.provenance.records),  # type: ignore[attr-defined]
-            namespaces=self.provenance.namespaces,  # type: ignore[attr-defined]
+            records=set(self.provenance.records),  # type: ignore[union-attr]
+            namespaces=self.provenance.namespaces,  # type: ignore[union-attr]
         )
         self._include_provenance()
         with open(self.provenance_file, "wb") as file:
             # Create file with correct permissions before saving.
-            self.provenance.serialize(file, format="xml")  # type: ignore[attr-defined]
+            self.provenance.serialize(file, format="xml")
         self.activity = None
         self.entity = None
         self.provenance = None
@@ -376,11 +387,11 @@ def restore_provenance(self) -> None:
             format="xml",
         )
         entity_uri = f"{ESMVALTOOL_URI_PREFIX}file{self.prov_filename}"
-        self.entity = self.provenance.get_record(entity_uri)[0]  # type: ignore[attr-defined]
+        self.entity = self.provenance.get_record(entity_uri)[0]  # type: ignore[assignment]
         # Find the associated activity
-        for rec in self.provenance.records:  # type: ignore[attr-defined]
+        for rec in self.provenance.records:
             if isinstance(rec, ProvDerivation):
-                if rec.args[0] == self.entity.identifier:  # type: ignore[attr-defined]
+                if rec.args[0] == self.entity.identifier:  # type: ignore[union-attr]
                     activity_id = rec.args[2]
-                    self.activity = self.provenance.get_record(activity_id)[0]  # type: ignore[attr-defined]
+                    self.activity = self.provenance.get_record(activity_id)[0]  # type: ignore[assignment]
                     break
diff --git a/esmvalcore/_task.py b/esmvalcore/_task.py
index 5e50ae847f..432e05c425 100644
--- a/esmvalcore/_task.py
+++ b/esmvalcore/_task.py
@@ -1006,7 +1006,7 @@ def _run_task(
 ) -> tuple[list[str], set[TrackedFile]]:
     """Run task and return the result."""
     if scheduler_address is None:
-        client = contextlib.nullcontext()
+        client: contextlib.AbstractContextManager = contextlib.nullcontext()
     else:
         client = Client(scheduler_address)
 
diff --git a/esmvalcore/cmor/_fixes/cordex/cordex_fixes.py b/esmvalcore/cmor/_fixes/cordex/cordex_fixes.py
index 9cc483ba11..18ded9688a 100644
--- a/esmvalcore/cmor/_fixes/cordex/cordex_fixes.py
+++ b/esmvalcore/cmor/_fixes/cordex/cordex_fixes.py
@@ -327,7 +327,7 @@ def _use_standard_lambert_conformal_grid(
         lon_coord.units = "degrees_east"
         lat_coord.units = "degrees_north"
         lon_coord.points, lat_coord.points = transformer.transform(
-            *np.meshgrid(x_coord.points, y_coord.points),
+            *np.meshgrid(x_coord.points, y_coord.points),  # type: ignore[call-overload]
             errcheck=True,
         )
 
diff --git a/esmvalcore/io/intake_esgf.py b/esmvalcore/io/intake_esgf.py
index eb1bffc4bc..6cf8f0eba9 100644
--- a/esmvalcore/io/intake_esgf.py
+++ b/esmvalcore/io/intake_esgf.py
@@ -186,7 +186,7 @@ def find_data(self, **facets: FacetValue) -> list[IntakeESGFDataset]:
             if not any(_isglob(v) for v in values)
         }
         # Translate "our" facets to ESGF facets and "our" values to ESGF values.
-        query = {
+        query: dict[str, Any] = {
             their_facet: [
                 self.values.get(our_facet, {}).get(v, v)
                 for v in non_glob_facets[our_facet]
diff --git a/esmvalcore/preprocessor/__init__.py b/esmvalcore/preprocessor/__init__.py
index 3c17265530..4e7b608056 100644
--- a/esmvalcore/preprocessor/__init__.py
+++ b/esmvalcore/preprocessor/__init__.py
@@ -714,7 +714,7 @@ def cubes(self) -> list[Cube]:
             self._cubes = [ds.load() for ds in self.datasets]  # type: ignore
             # Initialize provenance after loading the data, so that we can reuse
             # the global attributes that have been read from the input files.
-            self.initialize_provenance(self.activity)
+            self.initialize_provenance(self.activity)  # type: ignore[arg-type]
 
         return self._cubes
 
@@ -775,7 +775,7 @@ def _initialize_entity(self) -> None:
         settings = {
             "preprocessor:" + k: str(v) for k, v in self.settings.items()
         }
-        self.entity.add_attributes(settings)  # type: ignore[attr-defined]
+        self.entity.add_attributes(settings)  # type: ignore[arg-type,union-attr]
 
     def group(self, keys: list) -> str:
         """Generate group keyword.
diff --git a/esmvalcore/preprocessor/_area.py b/esmvalcore/preprocessor/_area.py
index 34ceacad0c..801de835b7 100644
--- a/esmvalcore/preprocessor/_area.py
+++ b/esmvalcore/preprocessor/_area.py
@@ -16,6 +16,7 @@
 import numpy as np
 import shapely
 import shapely.ops
+import shapely.vectorized
 from dask import array as da
 from iris.coords import AuxCoord
 from iris.cube import CubeList
@@ -47,6 +48,8 @@
 
 logger = logging.getLogger(__name__)
 
+type ExtractShapeMethod = Literal["contains", "representative"]
+
 SHAPE_ID_KEYS: tuple[str, ...] = ("name", "NAME", "Name", "id", "ID")
 
 
@@ -597,7 +600,7 @@ def _get_masks_from_geometries(
     geometries: dict[str, dict],
     lon: np.ndarray,
     lat: np.ndarray,
-    method: str = "contains",
+    method: ExtractShapeMethod = "contains",
     decomposed: bool = False,
 ) -> dict[str, np.ndarray]:
     """Get cube masks from requested regions."""
@@ -643,7 +646,7 @@ def _get_bounds(
 def _get_single_mask(
     lon: np.ndarray,
     lat: np.ndarray,
-    method: str,
+    method: ExtractShapeMethod,
     geometry: dict,
 ) -> np.ndarray:
     """Get single mask from one region."""
@@ -750,7 +753,7 @@ def _update_shapefile_path(
 def extract_shape(
     cube: Cube,
     shapefile: str | Path,
-    method: str = "contains",
+    method: ExtractShapeMethod = "contains",
     crop: bool = True,
     decomposed: bool = False,
     ids: list | dict | None = None,
diff --git a/esmvalcore/preprocessor/_compare_with_refs.py b/esmvalcore/preprocessor/_compare_with_refs.py
index 4e6fc6c180..139f2a0747 100644
--- a/esmvalcore/preprocessor/_compare_with_refs.py
+++ b/esmvalcore/preprocessor/_compare_with_refs.py
@@ -376,7 +376,7 @@ def distance_metric(
         product.attributes["short_name"] = cube.var_name
         product.attributes["units"] = str(cube.units)
         if product != reference_product:
-            product.wasderivedfrom(reference_product)
+            product.wasderivedfrom(reference_product)  # type: ignore[arg-type]
 
         product.cubes = CubeList([cube])
         output_products.add(product)
@@ -592,7 +592,7 @@ def _get_emd(
     arr: np.ndarray,
     ref_arr: np.ndarray,
     bin_centers: np.ndarray,
-) -> np.ndarray:
+) -> float | np.ma.core.MaskedConstant:
     """Calculate Earth mover's distance (non-lazy)."""
     if np.ma.is_masked(arr) or np.ma.is_masked(ref_arr):
         return np.ma.masked  # this is safe because PMFs will be masked arrays
diff --git a/esmvalcore/preprocessor/_io.py b/esmvalcore/preprocessor/_io.py
index 34b3838120..2b78838f79 100644
--- a/esmvalcore/preprocessor/_io.py
+++ b/esmvalcore/preprocessor/_io.py
@@ -25,7 +25,7 @@
 from esmvalcore.iris_helpers import dataset_to_iris
 
 if TYPE_CHECKING:
-    from collections.abc import Sequence
+    from collections.abc import Mapping, MutableMapping, Sequence
 
     from dask.delayed import Delayed
 
@@ -163,7 +163,7 @@ def load(
 def _load_zarr(
     file: str | Path,
     ignore_warnings: list[dict[str, Any]] | None = None,
-    backend_kwargs: dict[str, Any] | None = None,
+    backend_kwargs: Mapping[str, Any] | None = None,
 ) -> CubeList:
     # note on ``chunks`` kwarg to ``xr.open_dataset()``
     # docs.xarray.dev/en/stable/generated/xarray.open_dataset.html
@@ -177,7 +177,7 @@ def _load_zarr(
     # https://github.com/pp-mo/ncdata/issues/139
 
     time_coder = xr.coders.CFDatetimeCoder(use_cftime=True)
-    open_kwargs = {
+    open_kwargs: MutableMapping[str, Any] = {
         "consolidated": False,
         "decode_times": time_coder,
         "engine": "zarr",
diff --git a/pixi.lock b/pixi.lock
index fa4be08e73..82fcc72cc6 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -20,7 +20,8 @@ environments:
     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/argon2-cffi-bindings-26.1.0-py314h89acca1_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py314h5bd0f2a_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ast-serialize-0.9.0-py311hf77984d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.10.4-hb7a77c6_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.9.14-h2aa3ae6_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.14.2-hb03c661_0.conda
@@ -41,208 +42,211 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-files-datalake-cpp-12.16.0-h1f05bef_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/blake3-1.0.9-py314h2e6c369_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/blosc-1.21.6-he440d0b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.2.0-h505cf86_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.2.0-h9908984_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py314hcd2bdb6_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_10.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.8-hebe6cf0_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.4-h3c89d7e_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cartopy-0.25.0-np2py314h6477eea_3.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/linux-64/c-ares-1.34.8-hb03c661_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/cartopy-0.25.0-py314ha0b5721_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cf-units-3.3.1-py314hc02f841_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.1.1-py314h8d76f0c_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.1.0-py314h4a8dc5f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.5-py314hc02f841_1.conda
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   - python_abi 3.12.* *_cp312
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   license_family: Apache
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+  - pkg:pypi/google-crc32c?source=hash-mapping
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/google-crc32c-1.8.0-py313h5cbdff7_2.conda
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+  - libgcc >=14
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   license_family: MIT
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+  - pkg:pypi/greenlet?source=hash-mapping
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   - tzdata
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+  - gxx_impl_linux-64 16.1.0.*
+  - gcc_linux-64 ==16.1.0 h5fd2508_0
   - binutils_linux-64
   - sysroot_linux-64
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     - libgcc >=16
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   - libstdcxx >=14
   - libgcc >=14
+  - __glibc >=2.17,<3.0.a0
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   license_family: MIT
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   - __glibc >=2.17,<3.0.a0
-  - libgcc >=15
-  - libexpat >=2.8.1,<3.0a0
+  - freeglut >=3.2.2,<4.0a0
+  - libexpat >=2.7.4,<3.0a0
+  - libgcc >=14
   - libgl >=1.7.0,<2.0a0
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   - libglu >=9.0.3,<9.1.0a0
-  - libjpeg-turbo >=3.2.0,<4.0a0
+  - libjpeg-turbo >=3.1.2,<4.0a0
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 - conda: https://conda.anaconda.org/conda-forge/linux-64/json-c-0.18-h6688a6e_0.conda
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+  md5: b38117a3c920364aff79f870c984b4a3
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   license: BSD-3-Clause
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+  - pkg:pypi/kiwisolver?source=hash-mapping
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   - python_abi 3.13.* *_cp313
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+  - pkg:pypi/kiwisolver?source=hash-mapping
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.22.2-hbc21106_2.conda
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-  - libgcc >=15
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+  - libgcc >=14
+  - libjpeg-turbo >=3.1.4.1,<4.0a0
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   license_family: MIT
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     - libabseil =*=cxx17*
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-  md5: 680520cff78a974d564cd99cdf5ec0b5
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   - libxml2
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   - libgcc >=14
-  - libgoogle-cloud >=3.8.0,<3.9.0a0
-  - libgoogle-cloud-storage >=3.8.0,<3.9.0a0
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   - zstd >=1.5.7,<1.6.0a0
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-  - apache-arrow-proc =*=cpu
   - arrow-cpp <0.0a0
+  - apache-arrow-proc =*=cpu
   - parquet-cpp <0.0a0
   license: Apache-2.0
   license_family: APACHE
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+  - libarrow-compute 25.0.0 h53684a4_3_cpu
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-  - libarrow-compute 25.0.0 h53684a4_4_cpu
+  - libarrow 25.0.0 h32b7842_3_cpu
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   - libgcc >=14
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+  - libparquet 25.0.0 h7376487_3_cpu
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-  - libarrow-acero 25.0.0 h635bf11_4_cpu
-  - libarrow-dataset 25.0.0 h635bf11_4_cpu
+  - libarrow 25.0.0 h32b7842_3_cpu
+  - libarrow-acero 25.0.0 h635bf11_3_cpu
+  - libarrow-dataset 25.0.0 h635bf11_3_cpu
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-  - liblapacke 3.11.0   10*_openblas
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   - mkl <2027
+  - libcblas   3.11.0   8*_openblas
+  - liblapack  3.11.0   8*_openblas
+  - liblapacke 3.11.0   8*_openblas
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-  - liblapack  3.11.0   10*_openblas
-  - liblapacke 3.11.0   10*_openblas
+  - blas 2.308   openblas
+  - liblapacke 3.11.0   8*_openblas
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   purls: []
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 - conda: https://conda.anaconda.org/conda-forge/linux-64/libcrc32c-1.1.2-h9c3ff4c_0.tar.bz2
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   - libssh2 >=1.11.1,<2.0a0
   - libzlib >=1.3.2,<2.0a0
-  - openssl >=3.5.8,<4.0a0
+  - openssl >=3.5.7,<4.0a0
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   license_family: MIT
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+  - libgcc >=13
+  - ncurses >=6.5,<7.0a0
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-  - __glibc >=2.17,<3.0.a0
-  license: BSD-2-Clause OR GPL-2.0-or-later
-  license_family: GPL
+  - libgcc-ng >=12
+  license: BSD-2-Clause
+  license_family: BSD
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-  md5: 0907d876f460ebc941ae590338b6102f
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-  - libgcc >=15
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-  - xorg-libxdmcp >=1.1.5,<2.0a0
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+  - libxml2-16 2.15.3 hca6bf5a_0
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-  - libxml2 2.15.3 h49c6c72_1
-  - libxml2-16 2.15.3 hca6bf5a_1
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   license_family: MIT
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-  - libffi >=3.7.0,<3.8.0a0
-  - libgcc >=15
-  - liblzma >=5.8.3,<6.0a0
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+  - libgcc >=14
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-  - libzlib >=1.3.2,<2.0a0
-  - ncurses >=6.6,<7.0a0
-  - openssl >=3.5.8,<4.0a0
+  - libsqlite >=3.51.2,<4.0a0
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+  - libxcrypt >=4.4.36
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   - readline >=8.3,<9.0a0
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   - tzdata
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.15-hf47f18c_103_cp313.conda
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-  md5: 641613f2d89da811bc29fa4cde88ef20
+  size: 31608571
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+- conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.14-h6add32d_100_cp313.conda
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+  md5: 93762cd272814a142cf21d794f8fb0c1
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   - libexpat >=2.8.1,<3.0a0
-  - libffi >=3.7.0,<3.8.0a0
-  - libgcc >=15
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   - libmpdec >=4.0.0,<5.0a0
-  - libpython 3.13.15 hdc7f604_103_cp313
-  - libsqlite >=3.53.4,<4.0a0
-  - libuuid >=2.42.3,<3.0a0
+  - libsqlite >=3.53.2,<4.0a0
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   - libzlib >=1.3.2,<2.0a0
   - ncurses >=6.6,<7.0a0
-  - openssl >=3.5.8,<4.0a0
+  - openssl >=3.5.7,<4.0a0
   - python_abi 3.13.* *_cp313
   - readline >=8.3,<9.0a0
   - tk >=8.6.13,<8.7.0a0
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     - python_abi 3.13.* *_cp313
     noarch:
     - python
-  size: 24369771
-  timestamp: 1788387840141
+  size: 37398694
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   python_site_packages_path: lib/python3.13/site-packages
-- conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.7-hcd007b5_106_cp314.conda
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-  md5: 56ee91e118243e46bfc0c41e4030d354
+- conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.6-habeac84_101_cp314.conda
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   - libexpat >=2.8.1,<3.0a0
-  - libffi >=3.7.0,<3.8.0a0
-  - libgcc >=15
+  - libffi >=3.5.2,<3.6.0a0
+  - libgcc >=14
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   - libmpdec >=4.0.0,<5.0a0
-  - libpython 3.14.7 hdc7f604_106_cp314
-  - libsqlite >=3.53.4,<4.0a0
-  - libuuid >=2.42.3,<3.0a0
+  - libsqlite >=3.53.3,<4.0a0
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   - libzlib >=1.3.2,<2.0a0
   - ncurses >=6.6,<7.0a0
-  - openssl >=3.5.8,<4.0a0
+  - openssl >=3.5.7,<4.0a0
   - python_abi 3.14.* *_cp314
   - readline >=8.3,<9.0a0
   - tk >=8.6.13,<8.7.0a0
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     noarch:
     - python
-  size: 26484459
-  timestamp: 1788383955577
+  size: 36869055
+  timestamp: 1784910110714
   python_site_packages_path: lib/python3.14/site-packages
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@@ -9291,6 +9067,21 @@ packages:
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   size: 241347
   timestamp: 1784149915138
+- conda: https://conda.anaconda.org/conda-forge/linux-64/python-librt-0.15.0-py314hfe1a184_1.conda
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+  md5: 827231cdf638d6c0dcd5378ba1d59fc6
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+  - libgcc >=15
+  - __glibc >=2.17,<3.0.a0
+  - python_abi 3.14.* *_cp314
+  license: MIT
+  license_family: MIT
+  purls:
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+  run_exports: {}
+  size: 167799
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 - conda: https://conda.anaconda.org/conda-forge/linux-64/python-stratify-0.4.0-py312h4c3975b_3.conda
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   timestamp: 1770223462836
-- conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.2.0-py312h8a5ba0d_0.conda
+- conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py312hda471dd_3.conda
   noarch: python
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-  md5: ceffbc006d87e8f81e750cebd63fd8c4
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+  md5: acd216255e1370e9aeab5351b831f07c
   depends:
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-  - libstdcxx >=15
-  - libgcc >=15
+  - libgcc >=14
+  - libstdcxx >=14
   - __glibc >=2.17,<3.0.a0
-  - zeromq >=4.3.5,<4.4.0a0
   - _python_abi3_support 1.*
   - cpython >=3.12
+  - zeromq >=4.3.5,<4.4.0a0
   license: BSD-3-Clause
   license_family: BSD
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-  - pkg:pypi/pyzmq?source=compressed-mapping
+  - pkg:pypi/pyzmq?source=hash-mapping
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-hd6e31c0_1.conda
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+- conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
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-  - libgcc >=15
-  - ncurses >=6.6,<7.0a0
+  - libgcc >=14
+  - ncurses >=6.5,<7.0a0
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   license_family: GPL
   purls: []
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   license_family: MIT
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+  - pkg:pypi/rpds-py?source=hash-mapping
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+  size: 300129
+  timestamp: 1782831350283
+- conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.15.22-h462bb3b_0.conda
+  noarch: python
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+  md5: ad7d8b2d37a1098a04ddd8b34b962481
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+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
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+  license: MIT
+  license_family: MIT
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 - conda: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.7.5-h7e3ee7f_1.conda
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.52-py314h0f05182_0.conda
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-  md5: c54cb6754823fe6710369511aab5c29c
+- conda: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.51-py314h0f05182_0.conda
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   - typing-extensions >=4.6.0
-  - libgcc >=14
   - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
   - python_abi 3.14.* *_cp314
   license: MIT
   license_family: MIT
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+  - pkg:pypi/sqlalchemy?source=hash-mapping
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/sqlite-3.53.4-h9ffa6c4_1.conda
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+- conda: https://conda.anaconda.org/conda-forge/linux-64/sqlite-3.53.4-h04a0ce9_0.conda
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   - icu >=78.3,<79.0a0
-  - libgcc >=15
-  - libsqlite 3.53.4 h13e7031_1
+  - libgcc >=14
+  - libsqlite 3.53.4 hf4e2dac_0
   - libzlib >=1.3.2,<2.0a0
   - ncurses >=6.6,<7.0a0
   - readline >=8.3,<9.0a0
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h1df4ec4_4.conda
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+  timestamp: 1785016118388
+- conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_hd70dff1_3.conda
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+  md5: 48a1049e710857572fc2a832aa394d9f
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+  - libgcc >=14
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/tktable-2.10-h0eb2ad0_10.conda
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+- conda: https://conda.anaconda.org/conda-forge/linux-64/tktable-2.10-h5a7a40f_8.conda
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   - xorg-libx11 >=1.8.13,<2.0a0
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   - libedit >=3.1.20250104,<4.0a0
   - openssl >=3.5.7,<4.0a0
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-  size: 1165740
-  timestamp: 1786762145768
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/lcms2-2.19.1-hce41798_2.conda
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-  md5: 39f3afa677c4f1cd499aec3b1f5c76a9
+  size: 1159780
+  timestamp: 1781859501654
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/lcms2-2.19.1-hdfa7624_1.conda
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+  md5: d2f2c7c10e2957647d45589b7701a453
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-  - libjpeg-turbo >=3.2.0,<4.0a0
-  - libtiff >=4.7.2,<4.8.0a0
+  - libjpeg-turbo >=3.1.4.1,<4.0a0
+  - libtiff >=4.7.1,<4.8.0a0
   license: MIT
   license_family: MIT
   purls: []
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-  timestamp: 1788156381412
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-  - ld64_osx-arm64 956.6 llvm23_1_hc8058f9_6
-  - libllvm23 >=23.1.0,<23.2.0a0
+  size: 213747
+  timestamp: 1780212240694
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ld64-956.6-llvm22_1_h5b97f1b_5.conda
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+  depends:
+  - ld64_osx-arm64 956.6 llvm22_1_h692d5aa_5
+  - libllvm22 >=22.1.8,<22.2.0a0
   constrains:
-  - cctools 1030.6.3.*
   - cctools_osx-arm64 1030.6.3.*
+  - cctools 1030.6.3.*
   license: APSL-2.0
   license_family: Other
   purls: []
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ld64_osx-arm64-956.6-llvm23_1_hc8058f9_6.conda
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-  md5: 813eb4aea2bf2ce77f64c0a532e0283b
+  size: 21744
+  timestamp: 1785270927117
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ld64_osx-arm64-956.6-llvm22_1_h692d5aa_5.conda
+  sha256: 0ae96297b92a8148219d3450b989caaa37c6a8f03c3b891d204946e9b2a8f69d
+  md5: b84ec86a7de90fd23133d5f527943329
   depends:
   - __osx >=11.0
   - libcxx
-  - libllvm23 >=23.1.0,<23.2.0a0
+  - libllvm22 >=22.1.8,<22.2.0a0
   - sigtool-codesign
   - tapi >=1600.0.11.8,<1601.0a0
   constrains:
-  - cctools 1030.6.3.*
   - cctools_impl_osx-arm64 1030.6.3.*
-  - clang 23.1.*
   - ld64 956.6.*
+  - cctools 1030.6.3.*
+  - clang 22.1.*
   license: APSL-2.0
   license_family: Other
   purls: []
   run_exports: {}
-  size: 984091
-  timestamp: 1787724389588
+  size: 1038789
+  timestamp: 1785270893798
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/lerc-4.2.0-h1eee2c3_0.conda
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@@ -16239,15 +15900,15 @@ packages:
     - lerc >=4.2.0,<5.0a0
   size: 166477
   timestamp: 1785036480092
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libabseil-20260526.0-cxx17_h4c27e2a_2.conda
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-  md5: 2aa5e7dc7b5d218908effd2a8c70a8a8
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libabseil-20260526.0-cxx17_h2062a1b_1.conda
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+  md5: 8adfdc0215e979a0ce31be676883e0b3
   depends:
   - __osx >=11.0
   - libcxx >=19
   constrains:
-  - abseil-cpp =20260526.0
   - libabseil-static =20260526.0=cxx17*
+  - abseil-cpp =20260526.0
   license: Apache-2.0
   license_family: Apache
   purls: []
@@ -16255,8 +15916,8 @@ packages:
     weak:
     - libabseil >=20260526.0,<20260527.0a0
     - libabseil =*=cxx17*
-  size: 1277537
-  timestamp: 1787217005681
+  size: 1273408
+  timestamp: 1780524599788
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libaec-1.1.5-h8664d51_0.conda
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   md5: 13e6d9ae0efbc9d2e9a01a91f4372b41
@@ -16271,16 +15932,16 @@ packages:
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   size: 30390
   timestamp: 1769222133373
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarchive-3.8.9-gpl_h76147b0_101.conda
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-  md5: bdcec8546f15ded1b3718309e027e603
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarchive-3.8.9-gpl_h6fbacd7_100.conda
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+  md5: 4963589c8bed67dd0540d890ba690f53
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   - libiconv >=1.18,<2.0a0
   - liblzma >=5.8.3,<6.0a0
   - libxml2
-  - libxml2-16 >=2.15.3
+  - libxml2-16 >=2.14.6
   - libzlib >=1.3.2,<2.0a0
   - lz4-c >=1.10.0,<1.11.0a0
   - lzo >=2.10,<3.0a0
@@ -16292,12 +15953,12 @@ packages:
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-  timestamp: 1787292999432
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-25.0.0-haaed7fe_4_cpu.conda
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-  md5: 6c06263450ab8f5f4580effead8b2ca4
+  size: 800281
+  timestamp: 1785251408018
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-25.0.0-h3cd3611_3_cpu.conda
+  build_number: 3
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+  md5: be82e0c5f691e2fe217f4654a3840f50
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@@ -16313,8 +15974,8 @@ packages:
   - libbrotlidec >=1.2.0,<1.3.0a0
   - libbrotlienc >=1.2.0,<1.3.0a0
   - libcxx >=21
-  - libgoogle-cloud >=3.8.0,<3.9.0a0
-  - libgoogle-cloud-storage >=3.8.0,<3.9.0a0
+  - libgoogle-cloud >=3.7.0,<3.8.0a0
+  - libgoogle-cloud-storage >=3.7.0,<3.8.0a0
   - libopentelemetry-cpp >=1.27.0,<1.28.0a0
   - libprotobuf >=7.35.1,<7.35.2.0a0
   - libzlib >=1.3.2,<2.0a0
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-  size: 4294348
-  timestamp: 1786315141730
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-acero-25.0.0-heaff1e6_4_cpu.conda
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-  md5: 5810871245167355126d623aa5ae1096
+  size: 4288495
+  timestamp: 1784538876211
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-acero-25.0.0-heaff1e6_3_cpu.conda
+  build_number: 3
+  sha256: 6a229eafa0fc53fce47b3d94941eb8212f89e434503dc7c5a375dbeb5f052d32
+  md5: 064d552c12522fddf3af494f0b3b645b
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   - libabseil * cxx17*
   - libabseil >=20260526.0,<20260527.0a0
-  - libarrow 25.0.0 haaed7fe_4_cpu
-  - libarrow-compute 25.0.0 h93a2d87_4_cpu
+  - libarrow 25.0.0 h3cd3611_3_cpu
+  - libarrow-compute 25.0.0 h93a2d87_3_cpu
   - libcxx >=21
   - libopentelemetry-cpp >=1.27.0,<1.28.0a0
   - libprotobuf >=7.35.1,<7.35.2.0a0
@@ -16353,17 +16014,17 @@ packages:
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-  size: 519885
-  timestamp: 1786315467845
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-compute-25.0.0-h93a2d87_4_cpu.conda
-  build_number: 4
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-  md5: 1f47858e8a29295f723b63cd318a31c4
+  size: 520205
+  timestamp: 1784539317258
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-compute-25.0.0-h93a2d87_3_cpu.conda
+  build_number: 3
+  sha256: 985f16a134fb40900c4f1c3ee79ead645502e9628a865d630356d8bd4d06ffa7
+  md5: bf298ac0ab6539c37cde28030eb45cbb
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   - libabseil * cxx17*
   - libabseil >=20260526.0,<20260527.0a0
-  - libarrow 25.0.0 haaed7fe_4_cpu
+  - libarrow 25.0.0 h3cd3611_3_cpu
   - libcxx >=21
   - libopentelemetry-cpp >=1.27.0,<1.28.0a0
   - libprotobuf >=7.35.1,<7.35.2.0a0
@@ -16376,22 +16037,22 @@ packages:
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-  timestamp: 1786315247988
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-dataset-25.0.0-heaff1e6_4_cpu.conda
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-  md5: 5d2b0865a12a8a380c4ad11eae754f30
+  size: 2228058
+  timestamp: 1784539006166
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-dataset-25.0.0-heaff1e6_3_cpu.conda
+  build_number: 3
+  sha256: 99636985ca7d6606210dab378257e2a5911c1e0c4285f6d9c26fa99c9137d3ff
+  md5: a343e7ea4b6d855d29a370d82289201a
   depends:
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   - libabseil * cxx17*
   - libabseil >=20260526.0,<20260527.0a0
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-  - libarrow-acero 25.0.0 heaff1e6_4_cpu
-  - libarrow-compute 25.0.0 h93a2d87_4_cpu
+  - libarrow 25.0.0 h3cd3611_3_cpu
+  - libarrow-acero 25.0.0 heaff1e6_3_cpu
+  - libarrow-compute 25.0.0 h93a2d87_3_cpu
   - libcxx >=21
   - libopentelemetry-cpp >=1.27.0,<1.28.0a0
-  - libparquet 25.0.0 h0de02aa_4_cpu
+  - libparquet 25.0.0 h0de02aa_3_cpu
   - libprotobuf >=7.35.1,<7.35.2.0a0
   license: Apache-2.0
   license_family: APACHE
@@ -16399,19 +16060,19 @@ packages:
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-  timestamp: 1786315616734
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-substrait-25.0.0-h2208e57_4_cpu.conda
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-  md5: e8627e23ad2343bdd0765b49ad7795df
+  size: 519222
+  timestamp: 1784539490823
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-substrait-25.0.0-h2208e57_3_cpu.conda
+  build_number: 3
+  sha256: 0cc92e94312e4de78b3074089ccf90f21333c9c66142394be0b60968a02ce03c
+  md5: 8fbecd7f68954f6b642854c968f599f0
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   - libabseil * cxx17*
   - libabseil >=20260526.0,<20260527.0a0
-  - libarrow 25.0.0 haaed7fe_4_cpu
-  - libarrow-acero 25.0.0 heaff1e6_4_cpu
-  - libarrow-dataset 25.0.0 heaff1e6_4_cpu
+  - libarrow 25.0.0 h3cd3611_3_cpu
+  - libarrow-acero 25.0.0 heaff1e6_3_cpu
+  - libarrow-dataset 25.0.0 heaff1e6_3_cpu
   - libcxx >=21
   - libprotobuf >=7.35.1,<7.35.2.0a0
   license: Apache-2.0
@@ -16420,8 +16081,8 @@ packages:
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     weak:
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-  size: 455505
-  timestamp: 1786315676110
+  size: 455669
+  timestamp: 1784539557809
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libasprintf-0.25.1-h493aca8_0.conda
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   md5: 0deb80a2d6097c5fb98b495370b2435b
@@ -16435,18 +16096,18 @@ packages:
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   timestamp: 1751558366611
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.11.0-10_h51639a9_openblas.conda
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-  md5: 37ec75f777eac2ee1322e19d64df82e7
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.11.0-8_h51639a9_openblas.conda
+  build_number: 8
+  sha256: 8f5ec18ead0619a9cf0f38b49796c22f6fc0f44850c0df2baea0f5277db16e75
+  md5: dbfe729181a32741ae63ecb41eefbac6
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-  - libopenblas >=0.3.34,<1.0a0
+  - libopenblas >=0.3.33,<0.3.34.0a0
+  - libopenblas >=0.3.33,<1.0a0
   constrains:
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-  - libcblas   3.11.0   10*_openblas
-  - liblapack  3.11.0   10*_openblas
-  - liblapacke 3.11.0   10*_openblas
+  - blas 2.308   openblas
+  - liblapack  3.11.0   8*_openblas
+  - liblapacke 3.11.0   8*_openblas
+  - libcblas   3.11.0   8*_openblas
   - mkl <2027
   license: BSD-3-Clause
   license_family: BSD
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+  md5: 006e7ddd8a110771134fcc4e1e3a6ffa
   depends:
   - __osx >=11.0
   license: MIT
+  license_family: MIT
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-  - libbrotlicommon 1.2.0 h1dcdb26_4
+  - libbrotlicommon 1.2.0 hc919400_1
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+  license_family: MIT
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+  - libbrotlicommon 1.2.0 hc919400_1
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+  license_family: MIT
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+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcblas-3.11.0-8_hb0561ab_openblas.conda
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-  - libcblas   3.11.0   10*_openblas
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+  - openblas >=0.3.33,<0.3.34.0a0
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   license: Apache-2.0
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   depends:
   - __osx >=11.0
   license: MIT
@@ -19905,8 +19601,8 @@ packages:
   run_exports:
     weak:
     - yaml >=0.2.5,<0.3.0a0
-  size: 77530
-  timestamp: 1787228556857
+  size: 83386
+  timestamp: 1753484079473
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.24.5-py312h04c11ed_0.conda
   sha256: 01503660e525ffd01f1f1df73d02c6271f48df9088522e466c6f67a2d52f790d
   md5: 4c4060e51ef7d14c309822d09cf5c1a9
@@ -19973,34 +19669,34 @@ packages:
     - libzlib >=1.3.2,<2.0a0
   size: 81744
   timestamp: 1785277062753
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-ng-2.3.3-h31dac16_1.conda
-  sha256: 489a29915a3e1b425cff4df10a448f55bbaaf29d777a0f8a9e381444e6a284f1
-  md5: 4621ded2fd5b36f51454d5f81bff4ec1
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-ng-2.3.3-hed4e4f5_1.conda
+  sha256: a339606a6b224bb230ff3d711e801934f3b3844271df9720165e0353716580d4
+  md5: d99c2a23a31b0172e90f456f580b695e
   depends:
   - __osx >=11.0
-  - libcxx >=21
+  - libcxx >=19
   license: Zlib
   license_family: Other
   purls: []
   run_exports:
     weak:
     - zlib-ng >=2.3.3,<2.4.0a0
-  size: 95857
-  timestamp: 1786737243497
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
-  sha256: da867f5092eb0cb746d353694f0098031fd9817a4ce7d5743121209ae0f406ca
-  md5: 4ec2684c73812cc2c3d78379384a39cc
+  size: 94375
+  timestamp: 1770168363685
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hbf9d68e_6.conda
+  sha256: 9485ba49e8f47d2b597dd399e88f4802e100851b27c21d7525625b0b4025a5d9
+  md5: ab136e4c34e97f34fb621d2592a393d8
   depends:
   - __osx >=11.0
-  - libzlib >=1.3.2,<2.0a0
+  - libzlib >=1.3.1,<2.0a0
   license: BSD-3-Clause
   license_family: BSD
   purls: []
   run_exports:
     weak:
     - zstd >=1.5.7,<1.6.0a0
-  size: 433687
-  timestamp: 1786599629846
+  size: 433413
+  timestamp: 1764777166076
 - pypi: ./
   name: esmvalcore
   requires_dist:
diff --git a/pyproject.toml b/pyproject.toml
index 1695bc5825..866285ad96 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -136,10 +136,17 @@ exclude_lines = [
 
 [tool.mypy]
 # See https://mypy.readthedocs.io/en/stable/config_file.html
+# Run mypy in daemon mode for faster reruns to avoid very slow (e.g. 20 seconds)
+# commits on HPC file systems.
+packages = ["esmvalcore", "tests"]
 ignore_missing_imports = true
 enable_error_code = [
     "truthy-bool",
 ]
+exclude = [
+  "^doc/conf.py$",
+  "esmvalcore/cmor/tables/",
+]
 
 # Configure linters
 
@@ -296,8 +303,17 @@ test-r = { features = ["test-r"], solve-group = "test-r" }
 # Other development tools.
 [tool.pixi.feature.dev.dependencies]
 "jupyterlab" = "*"
+"mypy" = "*"
 "pre-commit" = "*"
 "py-spy" = "*"
+"ruff" = "*"
+# Mypy type stubs
+"pandas-stubs" = "*"
+"scipy-stubs" = "*"
+"types-PyYAML" = "*"
+"types-psutil" = "*"
+"types-shapely" = "*"
+"pyrefly" = "*"
 
 # Feature for running tests with Python 3.12.
 [tool.pixi.feature.py312.dependencies]
@@ -315,3 +331,13 @@ test-r = { features = ["test-r"], solve-group = "test-r" }
 [tool.pixi.tasks]
 test = {cmd = "pytest", description = "Run the tests"}
 doc = {cmd = "sphinx-build doc html", description = "Build the documentation"}
+
+[tool.pyrefly]
+preset = "legacy"
+project-includes = [
+    "esmvalcore",
+    "tests",
+]
+
+[tool.pyrefly.errors]
+redundant-condition = "error"
diff --git a/tests/unit/config/test_dask.py b/tests/unit/config/test_dask.py
index 386a5a9df4..98bbf3e469 100644
--- a/tests/unit/config/test_dask.py
+++ b/tests/unit/config/test_dask.py
@@ -59,7 +59,7 @@ def test_get_distributed_client_external(
 
     with _dask.get_distributed_client(session) as client:
         assert client is mock_client
-    _dask.Client.assert_called_once_with()
+    _dask.Client.assert_called_once_with()  # type: ignore[attr-defined]
     mock_client.close.assert_called_once_with()  # type: ignore[union-attr]
     assert (
         mocker.call({"scheduler_address": "tcp://127.0.0.1:42021"})
@@ -114,7 +114,7 @@ def test_get_distributed_client_slurm(
     with _dask.get_distributed_client(session) as client:
         assert client is mock_client
     mock_client.close.assert_called_once_with()  # type: ignore[union-attr]
-    _dask.Client.assert_called_once_with()
+    _dask.Client.assert_called_once_with()  # type: ignore[attr-defined]
     args = {k: v for k, v in slurm_cluster.items() if k != "type"}
     mock_cluster_cls.assert_called_once_with(**args)
     mock_cluster.close.assert_called()
diff --git a/tests/unit/provenance/test_trackedfile.py b/tests/unit/provenance/test_trackedfile.py
index 2a8f8c1ed4..807d477ce9 100644
--- a/tests/unit/provenance/test_trackedfile.py
+++ b/tests/unit/provenance/test_trackedfile.py
@@ -120,7 +120,7 @@ def test_initialize_provenance_grb(
     assert isinstance(tracked_input_file_grb.provenance, ProvDocument)
     assert tracked_input_file_grb.activity == activity
     assert (
-        str(tracked_input_file_grb.entity.identifier)  # type: ignore[attr-defined]
+        str(tracked_input_file_grb.entity.identifier)  # type: ignore[union-attr]
         == "file:/path/to/file.grb"
     )
     assert tracked_input_file_grb.attributes == {"a": "A"}
diff --git a/tests/unit/recipe/writer/test_writer.py b/tests/unit/recipe/writer/test_writer.py
index 6d6911f59e..510534898d 100644
--- a/tests/unit/recipe/writer/test_writer.py
+++ b/tests/unit/recipe/writer/test_writer.py
@@ -11,7 +11,7 @@
 from esmvalcore._recipe.writer import to_yaml
 
 if TYPE_CHECKING:
-    from pytest_regressions import FileRegressionFixture
+    from pytest_regressions.file_regression import FileRegressionFixture
 
 
 @pytest.mark.parametrize(