From 6c15dd1f5315820c7b3add0f3acb7fb31ea4abd1 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 06:49:39 +0900
Subject: [PATCH 01/40] Add stubs

---
 typings/xlwings/__init__.pyi | 12 ++++++++++++
 1 file changed, 12 insertions(+)
 create mode 100644 typings/xlwings/__init__.pyi

diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
new file mode 100644
index 0000000..0d29943
--- /dev/null
+++ b/typings/xlwings/__init__.pyi
@@ -0,0 +1,12 @@
+from typing import Any
+
+class Range:
+    def __getitem__(self, key: Any) -> Range: ...
+    def get_address(
+        self,
+        row_absolute: bool = True,
+        column_absolute: bool = True,
+        include_sheetname: bool = False,
+        external: bool = False,
+    ) -> str: ...
+    def offset(self, row_offset: int = 0, column_offset: int = 0) -> Range: ...

From f7a23e7a36f13e0d4174cf2db7a8a359a6bfb485 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 07:19:57 +0900
Subject: [PATCH 02/40] Add pre-commit

---
 .pre-commit-config.yaml | 26 ++++++++++++++++++++++++++
 1 file changed, 26 insertions(+)
 create mode 100644 .pre-commit-config.yaml

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..c5d5760
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,26 @@
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v6.0.0
+    hooks:
+      - id: check-json
+      - id: check-toml
+      - id: check-yaml
+        exclude: ^mkdocs\.yml$
+      - id: end-of-file-fixer
+      - id: trailing-whitespace
+  - repo: https://github.com/abravalheri/validate-pyproject
+    rev: v0.25
+    hooks:
+      - id: validate-pyproject
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.15.0
+    hooks:
+      - id: ruff-check
+        files: ^(src|tests)/
+      - id: ruff-format
+        files: ^(src|tests)/
+  - repo: https://github.com/DetachHead/basedpyright-prek-mirror
+    rev: 1.37.4
+    hooks:
+      - id: basedpyright
+        files: ^(src|tests)/

From 1063054ec9b933841e443684b3c1d5b14f11d16d Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 07:20:41 +0900
Subject: [PATCH 03/40] Update stubs

---
 typings/xlwings/__init__.pyi | 61 +++++++++++++++++++++++++++++++++++-
 1 file changed, 60 insertions(+), 1 deletion(-)

diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index 0d29943..2b22976 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -1,7 +1,23 @@
+from collections.abc import Iterator
 from typing import Any
 
 class Range:
-    def __getitem__(self, key: Any) -> Range: ...
+    @property
+    def api(self) -> Any: ...
+    @property
+    def impl(self) -> Any: ...
+    def __iter__(self) -> Iterator[Range]: ...
+    def options(self, convert: type | None = None, **options: Any) -> Range: ...
+    @property
+    def sheet(self) -> Sheet: ...
+    def __len__(self) -> int: ...
+    @property
+    def count(self) -> int: ...
+    @property
+    def row(self) -> int: ...
+    @property
+    def column(self) -> int: ...
+    def end(self, direction: str) -> Range: ...
     def get_address(
         self,
         row_absolute: bool = True,
@@ -9,4 +25,47 @@ class Range:
         include_sheetname: bool = False,
         external: bool = False,
     ) -> str: ...
+    @property
+    def value(self) -> Any: ...
+    @value.setter
+    def value(self, value: Any) -> None: ...
+    def expand(self, mode: str = "table") -> Range: ...
+    def __getitem__(self, key: Any) -> Range: ...
     def offset(self, row_offset: int = 0, column_offset: int = 0) -> Range: ...
+    @property
+    def last_cell(self) -> Range: ...
+
+class Sheet:
+    @property
+    def api(self) -> Any: ...
+    @property
+    def impl(self) -> Any: ...
+    @property
+    def name(self) -> str: ...
+    @name.setter
+    def name(self, value: str) -> None: ...
+    def range(
+        self,
+        cell1: Range | tuple[int, int],
+        cell2: Range | tuple[int, int],
+    ) -> Range: ...
+    @property
+    def book(self) -> Book: ...
+
+class Book:
+    @property
+    def name(self) -> str: ...
+    @property
+    def app(self) -> App: ...
+
+class App:
+    @property
+    def api(self) -> Any: ...
+
+class Sheets:
+    @property
+    def active(self) -> Sheet: ...
+
+class ActiveBookSheets(Sheets): ...
+
+sheets: ActiveBookSheets

From 1436ed63f1e53cdf80191456e08f6bd9e3bfcf62 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 07:24:45 +0900
Subject: [PATCH 04/40] Update core

---
 pyproject.toml                       | 54 ++++++++++++++--------------
 src/xlviews/core/formula.py          |  7 ++--
 src/xlviews/core/index.py            |  9 ++---
 src/xlviews/core/range.py            |  5 +--
 src/xlviews/core/range_collection.py |  5 ++-
 5 files changed, 41 insertions(+), 39 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index e9600f4..60c53ef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,14 +27,18 @@ Issues = "https://github.com/daizutabi/xlviews/issues"
 
 [dependency-groups]
 dev = [
+  "basedpyright>=1.37.3",
   "pandas-stubs>=3.0.0.260204",
-  "pytest>=9.0.1",
+  "prek>=0.3.1",
   "pytest-benchmark>=5.2.3",
   "pytest-clarity>=1.0.1",
   "pytest-cov>=7.0.0",
   "pytest-randomly>=4.0.1",
   "pytest-skip-slow>=0.0.5",
-  "scipy>=1.16.3",
+  "pytest>=9.0.1",
+  "ruff>=0.15.0",
+  "scipy-stubs>=1.17.0",
+  "scipy>=1.17.0",
 ]
 
 [tool.pytest.ini_options]
@@ -59,43 +63,39 @@ line-length = 88
 target-version = "py311"
 
 [tool.ruff.lint]
+preview = true
 select = ["ALL"]
 unfixable = ["F401"]
 ignore = [
-  "ANN002",
-  "ANN003",
   "ANN401",
-  "ARG001",
-  "ARG002",
-  "C901",
+  "CPY001",
   "D",
-  "D105",
-  "D107",
-  "D203",
-  "D213",
-  "EM101",
+  "DOC201",
+  "DOC402",
+  "DOC501",
+  "DOC502",
   "ERA001",
   "FBT001",
   "FBT002",
-  "PERF401",
-  "PGH003",
-  "PLC0415",
-  "PLR",
-  "RUF001",
-  "RUF003",
-  "SIM102",
-  "SIM108",
-  "TD",
-  "TRY003",
+  "PLR0913",
+  "PLR0917",
 ]
 
 [tool.ruff.lint.per-file-ignores]
-"tests/*" = ["ANN", "ARG", "D", "FBT", "PLR", "RUF", "S", "SLF"]
+"tests/*" = ["ANN", "ARG", "D", "PLC2701", "PLR2004", "PT011", "S", "SLF001"]
 "src/xlviews/testing/*" = ["T201"]
 
-[tool.pyright]
+[tool.ruff.lint.isort]
+required-imports = ["from __future__ import annotations"]
+
+[tool.ruff.format]
+preview = true
+
+[tool.basedpyright]
 include = ["src", "tests"]
+reportAny = false
+reportExplicitAny = false
+reportImportCycles = false
+reportImplicitOverride = false
+reportUnusedCallResult = false
 reportIncompatibleMethodOverride = false
-strictDictionaryInference = true
-strictListInference = true
-strictSetInference = true
diff --git a/src/xlviews/core/formula.py b/src/xlviews/core/formula.py
index c54df29..c93ffe3 100644
--- a/src/xlviews/core/formula.py
+++ b/src/xlviews/core/formula.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, TypeAlias
+from typing import TYPE_CHECKING, Any, TypeAlias
 
 from xlwings import Range as RangeImpl
 
@@ -52,7 +52,7 @@ def _aggregate(
     func: Func,
     ranges: Range | RangeCollection | Iterable[Range | RangeCollection] | str,
     option: int,
-    **kwargs,
+    **kwargs: Any,
 ) -> str:
     if func == "soa":
         std = aggregate("std", ranges, option, **kwargs)
@@ -87,6 +87,7 @@ def aggregate(
     func: Func,
     ranges: Range | RangeCollection | Iterable[Range | RangeCollection] | str,
     option: int = 7,  # ignore hidden rows and error values
+    *,
     row_absolute: bool = True,
     column_absolute: bool = True,
     include_sheetname: bool = False,
@@ -173,7 +174,7 @@ def aggregate(
 #         cell = ref.range(column, 0)
 #         cell = cell.get_address(include_sheetname=include_sheetname)
 #         formula = (
-#             f"INDIRECT(ADDRESS({formula},COLUMN({cell}),1,1," + f'"{ref.sheet.name}"))'
+#             f"INDIRECT(ADDRESS({formula},COLUMN({cell}),1,1,"+f'"{ref.sheet.name}"))'
 #         )
 #         if error is not False:
 #             formula = f"IFERROR({formula},{error})"
diff --git a/src/xlviews/core/index.py b/src/xlviews/core/index.py
index 422c290..03b667a 100644
--- a/src/xlviews/core/index.py
+++ b/src/xlviews/core/index.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+from collections import UserDict
 from typing import TYPE_CHECKING, Any
 
 import numpy as np
@@ -13,7 +14,7 @@
     from pandas._typing import Axes
 
 
-class WideIndex(dict[str, list[Any]]):
+class WideIndex(UserDict[str, list[Any]]):
     """Represent a wide index."""
 
     def __len__(self) -> int:
@@ -62,7 +63,7 @@ def __len__(self) -> int:
 
     @property
     def names(self) -> list[str]:
-        return self.index.names  # type: ignore
+        return self.index.names  # pyright: ignore[reportReturnType]
 
     @property
     def nlevels(self) -> int:
@@ -170,7 +171,7 @@ def get_indexer(
         self,
         columns: dict[str, Any] | None = None,
         offset: int = 0,
-        **kwargs,
+        **kwargs: Any,
     ) -> NDArray[np.intp]:
         if self.index.nlevels == 1:
             raise NotImplementedError
@@ -182,5 +183,5 @@ def get_indexer(
 
         return np.where(np.all(idx, axis=0))[0] + offset
 
-    def to_frame(self, index: bool = True) -> DataFrame:
+    def to_frame(self, *, index: bool = True) -> DataFrame:
         return self.index.to_frame(index=index)
diff --git a/src/xlviews/core/range.py b/src/xlviews/core/range.py
index d068431..73e88ca 100644
--- a/src/xlviews/core/range.py
+++ b/src/xlviews/core/range.py
@@ -67,7 +67,8 @@ def __getitem__(self, key: int) -> Self:
             key += len(self)
 
         if key < 0 or key >= len(self):
-            raise IndexError("Index out of range")
+            msg = "Index out of range"
+            raise IndexError(msg)
 
         row = self.row + key // (self.column_end - self.column + 1)
         column = self.column + key % (self.column_end - self.column + 1)
@@ -139,7 +140,7 @@ def value(self, value: Any) -> None:
         self.impl.value = value
 
     @property
-    def api(self):  # noqa: ANN201
+    def api(self) -> Any:
         return self.impl.api
 
     @property
diff --git a/src/xlviews/core/range_collection.py b/src/xlviews/core/range_collection.py
index 421cc27..2179f95 100644
--- a/src/xlviews/core/range_collection.py
+++ b/src/xlviews/core/range_collection.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 from .range import Range, iter_addresses
 
@@ -34,7 +34,6 @@ def __iter__(self) -> Iterator[Range]:
 
     def get_address(
         self,
-        *,
         row_absolute: bool = True,
         column_absolute: bool = True,
         include_sheetname: bool = False,
@@ -68,7 +67,7 @@ def iter_addresses(
         )
 
     @property
-    def api(self):  # noqa: ANN201
+    def api(self) -> Any:
         api = self.ranges[0].api
 
         if len(self.ranges) == 1:

From 3705bfb9fd66785f4473db537dacd7118352043b Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 07:38:55 +0900
Subject: [PATCH 05/40] Update pyproject.toml

---
 pyproject.toml | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 60c53ef..0bcdfc8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -95,7 +95,8 @@ preview = true
 include = ["src", "tests"]
 reportAny = false
 reportExplicitAny = false
-reportImportCycles = false
 reportImplicitOverride = false
-reportUnusedCallResult = false
+reportImportCycles = false
 reportIncompatibleMethodOverride = false
+reportMissingTypeStubs = false
+reportUnusedCallResult = false

From ae9492f36825167882ec3d275543c12536647730 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 07:39:10 +0900
Subject: [PATCH 06/40] Update stubs

---
 typings/xlwings/__init__.pyi | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index 2b22976..30ee571 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -61,11 +61,27 @@ class Book:
 class App:
     @property
     def api(self) -> Any: ...
+    @property
+    def screen_updating(self) -> bool: ...
+    @screen_updating.setter
+    def screen_updating(self, value: bool) -> None: ...
+
+class Apps:
+    @property
+    def active(self) -> App: ...
+
+class Books:
+    @property
+    def active(self) -> Book: ...
 
 class Sheets:
     @property
     def active(self) -> Sheet: ...
 
+class ActiveEngineApps(Apps): ...
+class ActiveAppBooks(Books): ...
 class ActiveBookSheets(Sheets): ...
 
+apps: ActiveEngineApps
+books: ActiveAppBooks
 sheets: ActiveBookSheets

From 983d93d515f4eeb834587cd99b2414194cebe9bb Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 07:41:23 +0900
Subject: [PATCH 07/40] Update top-level modules

---
 src/xlviews/colors.py |  2 +-
 src/xlviews/style.py  | 10 +++++-----
 src/xlviews/utils.py  |  9 +++++----
 3 files changed, 11 insertions(+), 10 deletions(-)

diff --git a/src/xlviews/colors.py b/src/xlviews/colors.py
index 119a2c3..06535d4 100644
--- a/src/xlviews/colors.py
+++ b/src/xlviews/colors.py
@@ -39,7 +39,7 @@ def rgb(
     if isinstance(color, str):
         color = cnames.get(color, color)
 
-        if not isinstance(color, str) or not color.startswith("#") or len(color) != 7:
+        if not color.startswith("#") or len(color) != 7:  # noqa: PLR2004
             msg = "Invalid color format. Expected int, tuple[int, int, int], or str."
             raise ValueError(msg)
 
diff --git a/src/xlviews/style.py b/src/xlviews/style.py
index 0fed298..58bcca7 100644
--- a/src/xlviews/style.py
+++ b/src/xlviews/style.py
@@ -109,15 +109,15 @@ def set_font_api(
 ) -> None:
     font = api.Font
     if name:
-        font.Name = name  # type: ignore
+        font.Name = name  # pyright: ignore[reportAttributeAccessIssue]
     if size:
-        font.Size = size  # type: ignore
+        font.Size = size  # pyright: ignore[reportAttributeAccessIssue]
     if bold is not None:
-        font.Bold = bold  # type: ignore
+        font.Bold = bold  # pyright: ignore[reportAttributeAccessIssue]
     if italic is not None:
-        font.Italic = italic  # type: ignore
+        font.Italic = italic  # pyright: ignore[reportAttributeAccessIssue]
     if color is not None:
-        font.Color = rgb(color)  # type: ignore
+        font.Color = rgb(color)  # pyright: ignore[reportAttributeAccessIssue]
 
 
 def set_font(
diff --git a/src/xlviews/utils.py b/src/xlviews/utils.py
index 55f19cd..be4ccf8 100644
--- a/src/xlviews/utils.py
+++ b/src/xlviews/utils.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 from functools import wraps
-from typing import TYPE_CHECKING, ParamSpec, TypeVar
+from typing import TYPE_CHECKING, Any, ParamSpec, TypeVar
 
 import xlwings
 from pandas import DataFrame, Series
@@ -10,6 +10,7 @@
 if TYPE_CHECKING:
     from collections.abc import Callable, Iterable, Iterator
 
+    import numpy as np
     from numpy.typing import NDArray
     from pandas import Index
     from xlwings import Range as RangeImpl
@@ -37,13 +38,13 @@ def constant(type_: str, name: str | None = None) -> int:
     if not name.startswith("xl"):
         name = "xl" + name[0].upper() + name[1:]
 
-    type_ = getattr(xlwings.constants, type_)
+    type_ = getattr(xlwings.constants, type_)  # pyright: ignore[reportUnknownMemberType, reportUnknownArgumentType, reportAttributeAccessIssue]
 
     return getattr(type_, name)
 
 
 def iter_columns(
-    iterable: Iterable | DataFrame,
+    iterable: Iterable[Any] | DataFrame,
     columns: str | list[str],
 ) -> Iterator[str]:
     """Yield the columns in the order of appearance with colon notation.
@@ -73,7 +74,7 @@ def iter_columns(
 
 
 def iter_group_locs(
-    index: list | NDArray | Index | Series,
+    index: list[int] | NDArray[np.integer] | Index | Series,
     offset: int = 0,
     padding: int = 0,
 ) -> Iterator[tuple[int, int]]:

From efe41e24079c4d5c64cb86e7d410026d9b7f8da6 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 08:34:04 +0900
Subject: [PATCH 08/40] Update pyproject.toml

---
 pyproject.toml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/pyproject.toml b/pyproject.toml
index 0bcdfc8..1528d42 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -68,6 +68,7 @@ select = ["ALL"]
 unfixable = ["F401"]
 ignore = [
   "ANN401",
+  "C901",
   "CPY001",
   "D",
   "DOC201",
@@ -77,6 +78,7 @@ ignore = [
   "ERA001",
   "FBT001",
   "FBT002",
+  "PLR0904",
   "PLR0913",
   "PLR0917",
 ]
@@ -99,4 +101,5 @@ reportImplicitOverride = false
 reportImportCycles = false
 reportIncompatibleMethodOverride = false
 reportMissingTypeStubs = false
+reportPropertyTypeMismatch = false
 reportUnusedCallResult = false

From c83b6d04f3861c94646ea8b014aba52aba2490f2 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 08:36:56 +0900
Subject: [PATCH 09/40] Update dataframes modules

---
 src/xlviews/dataframes/colorbar.py    |  8 ++--
 src/xlviews/dataframes/dist_frame.py  |  7 +--
 src/xlviews/dataframes/groupby.py     | 24 +++++-----
 src/xlviews/dataframes/heat_frame.py  |  9 ++--
 src/xlviews/dataframes/sheet_frame.py | 65 ++++++++++++++-------------
 src/xlviews/dataframes/stats_frame.py | 25 +++++------
 src/xlviews/dataframes/table.py       | 22 +++++----
 typings/xlwings/__init__.pyi          | 20 ++++++++-
 8 files changed, 100 insertions(+), 80 deletions(-)

diff --git a/src/xlviews/dataframes/colorbar.py b/src/xlviews/dataframes/colorbar.py
index ab319b3..347bd03 100644
--- a/src/xlviews/dataframes/colorbar.py
+++ b/src/xlviews/dataframes/colorbar.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Literal, Self
 
 import xlwings
 
@@ -17,8 +17,6 @@
 )
 
 if TYPE_CHECKING:
-    from typing import Literal, Self
-
     from xlwings import Sheet
 
 
@@ -152,6 +150,6 @@ def autofit(self) -> Self:
     def set_adjacent_column_width(self, width: float, offset: int = 1) -> None:
         """Set the width of the adjacent empty column."""
         if self.orientation == "vertical":
-            self.range.offset(0, 1).impl.column_width = width
+            self.range.offset(0, offset).impl.column_width = width
         else:
-            self.range.last_cell.offset(0, 2).impl.column_width = width
+            self.range.last_cell.offset(0, offset + 1).impl.column_width = width
diff --git a/src/xlviews/dataframes/dist_frame.py b/src/xlviews/dataframes/dist_frame.py
index 27b9925..54eb81c 100644
--- a/src/xlviews/dataframes/dist_frame.py
+++ b/src/xlviews/dataframes/dist_frame.py
@@ -57,7 +57,8 @@ def set_values(
 
             for row in group.values():
                 if len(row) != 1:
-                    raise ValueError("group must be continuous")
+                    msg = "group must be continuous"
+                    raise ValueError(msg)
 
                 start = row[0][0]
                 length = row[0][1] - start + 1
@@ -92,7 +93,7 @@ def set_values(
     # ):
     #     if ylabel == "auto":
     #         dist = self.dist_func[x] if isinstance(x, str) else self.dist_func[x[0]]
-    #         ylabel = "σ" if dist == "norm" else "ln(-ln(1-F))"
+    #         ylabel = "σ" if dist == "norm" else "ln(-ln(1-F))"  # noqa: RUF003
     #     plot = None
     #     if isinstance(x, str) and xlabel == "auto":
     #         x_ = x.split("_")[0]
@@ -170,7 +171,7 @@ def set_values(
     #     cell = self.sheet.range(row, column)
     #     range_ = self.sheet.range(cell, cell.offset(len(self) - 1))
     #     range_.api.NumberFormatLocal = "0.00_ "
-    #     formula = f"=IF(AND({cell_ref}>=-{sigma},{cell_ref}<={sigma}),{cell_ref},NA())"
+    #     formula = f"=IF(AND({cell_ref}>=-{sigma},{cell_ref}<={sigma}),{cell_ref},NA())"  # noqa: E501
     #     range_.value = formula
     #     return column_
 
diff --git a/src/xlviews/dataframes/groupby.py b/src/xlviews/dataframes/groupby.py
index 00b60cd..82faef2 100644
--- a/src/xlviews/dataframes/groupby.py
+++ b/src/xlviews/dataframes/groupby.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 from functools import partial
-from typing import TYPE_CHECKING, TypeVar
+from typing import TYPE_CHECKING, Any, TypeVar
 
 import numpy as np
 from pandas import DataFrame, Index, MultiIndex, Series
@@ -22,7 +22,7 @@
 
 
 def to_dict(keys: Iterable[H], values: Iterable[T]) -> dict[H, list[T]]:
-    result = {}
+    result: dict[H, list[T]] = {}
 
     for key, value in zip(keys, values, strict=True):
         result.setdefault(key, []).append(value)
@@ -31,9 +31,9 @@ def to_dict(keys: Iterable[H], values: Iterable[T]) -> dict[H, list[T]]:
 
 
 def create_group_index(
-    a: Sequence | Series | DataFrame,
+    a: Sequence[Any] | Series | DataFrame,
     sort: bool = True,
-) -> dict[tuple, list[tuple[int, int]]]:
+) -> dict[tuple[Any, ...], list[tuple[int, int]]]:
     if isinstance(a, DataFrame):
         df = a.reset_index(drop=True)
     else:
@@ -60,7 +60,7 @@ def groupby(
     by: str | list[str] | None,
     *,
     sort: bool = True,
-) -> dict[tuple, list[tuple[int, int]]]:
+) -> dict[tuple[Any, ...], list[tuple[int, int]]]:
     """Group by the specified column and return the group key and row number."""
     if sf.columns.nlevels != 1:
         raise NotImplementedError
@@ -83,7 +83,7 @@ def groupby(
 class GroupBy:
     sf: SheetFrame
     by: list[str]
-    group: dict[tuple, list[tuple[int, int]]]
+    group: dict[tuple[Any, ...], list[tuple[int, int]]]
 
     def __init__(
         self,
@@ -99,19 +99,19 @@ def __init__(
     def __len__(self) -> int:
         return len(self.group)
 
-    def keys(self) -> Iterator[tuple]:
+    def keys(self) -> Iterator[tuple[Any, ...]]:
         yield from self.group.keys()
 
     def values(self) -> Iterator[list[tuple[int, int]]]:
         yield from self.group.values()
 
-    def items(self) -> Iterator[tuple[tuple, list[tuple[int, int]]]]:
+    def items(self) -> Iterator[tuple[tuple[Any, ...], list[tuple[int, int]]]]:
         yield from self.group.items()
 
-    def __iter__(self) -> Iterator[tuple]:
+    def __iter__(self) -> Iterator[tuple[Any, ...]]:
         return self.keys()
 
-    def __getitem__(self, key: tuple) -> list[tuple[int, int]]:
+    def __getitem__(self, key: tuple[Any, ...]) -> list[tuple[int, int]]:
         return self.group[key]
 
     def index(
@@ -153,7 +153,7 @@ def index(
 
     def agg(
         self,
-        func: Func | dict | Sequence[Func] = None,
+        func: Func | dict[str, str] | Sequence[Func] = None,
         columns: str | list[str] | None = None,
         as_address: bool = False,
         row_absolute: bool = True,
@@ -206,7 +206,7 @@ def agg(
         columns_ = MultiIndex.from_tuples([(c, f) for c in columns for f in func])
         return DataFrame(values, index=index, columns=columns_)
 
-    def _agg(self, func: Func, column: int, **kwargs) -> Iterator[str]:
+    def _agg(self, func: Func, column: int, **kwargs: Any) -> Iterator[str]:
         if func == "first":
             func = None
             for row in self.values():
diff --git a/src/xlviews/dataframes/heat_frame.py b/src/xlviews/dataframes/heat_frame.py
index 3e9a820..b581357 100644
--- a/src/xlviews/dataframes/heat_frame.py
+++ b/src/xlviews/dataframes/heat_frame.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, Literal, Self
 
 from pandas import DataFrame, Index, MultiIndex
 
@@ -15,7 +15,6 @@
 
 if TYPE_CHECKING:
     from collections.abc import Hashable, Iterator, Sequence
-    from typing import Any, Literal, Self
 
     from pandas import Index
     from xlwings import Sheet
@@ -42,7 +41,7 @@ def __init__(
 
         super().__init__(row, column, data, sheet)
 
-        self.columns = data.columns  # type: ignore
+        self.columns = data.columns  # pyright: ignore[reportIncompatibleVariableOverride]
 
         start = self.row + 1, self.column + 1
         end = start[0] + self.shape[0] - 1, start[1] + self.shape[1] - 1
@@ -198,9 +197,9 @@ def xs(
     columns: dict[Hashable, Any] | None,
 ) -> DataFrame:
     if index:
-        df = df.xs(tuple(index.values()), 0, tuple(index.keys()))  # type: ignore
+        df = df.xs(tuple(index.values()), 0, tuple(index.keys()))  # pyright: ignore[reportAssignmentType]
 
     if columns:
-        df = df.xs(tuple(columns.values()), 1, tuple(columns.keys()))  # type: ignore
+        df = df.xs(tuple(columns.values()), 1, tuple(columns.keys()))  # pyright: ignore[reportAssignmentType]
 
     return df
diff --git a/src/xlviews/dataframes/sheet_frame.py b/src/xlviews/dataframes/sheet_frame.py
index 59a5181..8bc5acf 100644
--- a/src/xlviews/dataframes/sheet_frame.py
+++ b/src/xlviews/dataframes/sheet_frame.py
@@ -4,7 +4,7 @@
 
 import re
 from functools import partial
-from typing import TYPE_CHECKING, overload
+from typing import TYPE_CHECKING, Any, Literal, Self, overload
 
 import numpy as np
 import pandas as pd
@@ -27,7 +27,6 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterator, Sequence
-    from typing import Any, Literal, Self
 
     from numpy.typing import NDArray
 
@@ -139,7 +138,7 @@ def get_indexer(self, columns: dict[str, Any]) -> NDArray[np.intp]: ...
     def get_indexer(
         self,
         columns: list[str] | dict[str, Any] | None = None,
-        **kwargs,
+        **kwargs: Any,
     ) -> list[int] | NDArray[np.intp]:
         if isinstance(columns, dict) or (columns is None and kwargs):
             return self.columns.get_indexer(
@@ -188,8 +187,8 @@ def get_range(
             case None:
                 start = self.row + 1
                 end = start + len(self) - 1
-            case _:
-                msg = f"invalid offset: {offset}"
+            case _:  # pyright: ignore[reportUnnecessaryComparison]
+                msg = f"invalid offset: {offset}"  # pyright: ignore[reportUnreachable]
                 raise ValueError(msg)
 
         if isinstance(columns, str):
@@ -219,7 +218,8 @@ def iter_ranges(self, axis: Literal[0, 1] = 0) -> Iterator[Range]:
                 yield Range((index + offset, start), (index + offset, end), self.sheet)
 
         else:
-            raise ValueError("axis must be 0 or 1")
+            msg = "axis must be 0 or 1"  # pyright: ignore[reportUnreachable]
+            raise ValueError(msg)
 
     def add_column(
         self,
@@ -302,15 +302,15 @@ def add_formula_column(
         """Add a formula column.
 
         Args:
-            rng (Range): The range of the column.
-            formula (str or tuple): The formula.
+            column (str): The column.
+            formula (str): The formula.
             number_format (str, optional): The number format.
             autofit (bool): Whether to autofit the width.
         """
         if self.columns.nlevels != 1:
             raise NotImplementedError
 
-        refs = {}
+        refs: dict[str, str] = {}
         for m in re.finditer(r"{(.+?)}", formula):
             key = m.group(1)
             loc = self.get_loc(key)
@@ -325,7 +325,7 @@ def add_formula_column(
 
             refs[key] = addr
 
-        if isinstance(column, str) and column not in self.columns:
+        if column not in self.columns:
             self.add_column(column)
 
         rng = self.get_range(column).impl
@@ -400,7 +400,7 @@ def get_address(
     @overload
     def agg(
         self,
-        func: Func | dict = None,
+        func: Func | dict[str, str] = None,
         columns: str | list[str] | None = None,
         row_absolute: bool = True,
         column_absolute: bool = True,
@@ -423,7 +423,7 @@ def agg(
 
     def agg(
         self,
-        func: Func | dict | Sequence[Func] = None,
+        func: Func | dict[str, str] | Sequence[Func] = None,
         columns: str | list[str] | None = None,
         row_absolute: bool = True,
         column_absolute: bool = True,
@@ -451,9 +451,11 @@ def agg(
 
         if isinstance(func, Range | RangeImpl):
             if func.sheet.book.name != self.sheet.book.name:
-                raise ValueError("Range is from a different book")
+                msg = "Range is from a different book"
+                raise ValueError(msg)
             if func.sheet.name != self.sheet.name:
-                raise ValueError("Range is from a different sheet")
+                msg = "Range is from a different sheet"
+                raise ValueError(msg)
 
         rngs = self.get_range(columns)
 
@@ -480,7 +482,8 @@ def agg(
         values = [[agg(f, r) for r in rngs] for f in func]
         return DataFrame(values, index=list(func), columns=columns)
 
-    def _agg(self, func: Func, rng: Range, **kwargs) -> str:
+    @staticmethod
+    def _agg(func: Func, rng: Range, **kwargs: Any) -> str:
         if func == "first":
             rng = rng[0]
             func = None
@@ -561,14 +564,12 @@ def pivot_table(
                 formula=formula,
             )
 
-        if index is None:
-            by = []
-        else:
-            by = [index] if isinstance(index, str) else index
+        by = [] if index is None else [index] if isinstance(index, str) else index
 
         if columns is None:
             if not by:
-                raise ValueError("No group keys passed!")
+                msg = "No group keys passed!"
+                raise ValueError(msg)
         else:
             by = [*by, columns] if isinstance(columns, str) else by + columns
 
@@ -582,7 +583,7 @@ def pivot_table(
             formula=formula,
         )
 
-        return data.pivot_table(values, index, columns, aggfunc=lambda x: x)
+        return data.pivot_table(values, index, columns, aggfunc=lambda x: x)  # pyright: ignore[reportUnknownArgumentType, reportUnknownLambdaType]
 
     def groupby(self, by: str | list[str] | None, *, sort: bool = True) -> GroupBy:
         return GroupBy(self, by, sort=sort)
@@ -595,10 +596,10 @@ def get_number_format(self, column: str) -> str:
 
     def number_format(
         self,
-        number_format: str | dict | None = None,
+        number_format: str | dict[str, str] | None = None,
         *,
         autofit: bool = False,
-        **columns_format,
+        **columns_format: str,
     ) -> Self:
         if isinstance(number_format, dict):
             columns_format.update(number_format)
@@ -608,13 +609,13 @@ def number_format(
 
         if self.columns.nlevels == 1:
             for column in [*self.index.names, *self.columns]:
-                if not column:
+                if not column or not isinstance(column, str):
                     continue
 
-                for pattern, number_format in columns_format.items():
-                    if re.match(pattern, column):  # type: ignore
-                        rng = self.get_range(column).impl  # type: ignore
-                        rng.number_format = number_format
+                for pattern, number_format_ in columns_format.items():
+                    if re.match(pattern, column):
+                        rng = self.get_range(column).impl
+                        rng.number_format = number_format_
                         if autofit:
                             rng.autofit()
                         break
@@ -631,7 +632,7 @@ def number_format(
 
         return self
 
-    def style(self, **kwargs) -> Self:
+    def style(self, **kwargs: Any) -> Self:
         set_frame_style(self, **kwargs)
         set_wide_column_style(self)
         return self
@@ -717,7 +718,11 @@ def move(sf: SheetFrame, count: int, direction: str = "down", width: int = 0) ->
         case "right":
             return _move_right(sf, count, width)
 
-    raise ValueError("direction must be 'down' or 'right'")
+        case _:
+            pass
+
+    msg = "direction must be 'down' or 'right'"
+    raise ValueError(msg)
 
 
 def _move_down(sf: SheetFrame, count: int) -> None:
diff --git a/src/xlviews/dataframes/stats_frame.py b/src/xlviews/dataframes/stats_frame.py
index e72d34e..a766eeb 100644
--- a/src/xlviews/dataframes/stats_frame.py
+++ b/src/xlviews/dataframes/stats_frame.py
@@ -45,9 +45,7 @@ def __init__(
 
         # Store the position of the parent SheetFrame before moving down.
         row = parent.row
-        column = parent.column
-        if isinstance(funcs, list):
-            column -= 1
+        column = parent.column - 1
 
         move_down(parent, offset)
 
@@ -59,12 +57,11 @@ def __init__(
         self.as_table(autofit=False, const_header=True)
         self.style()
 
-        if isinstance(funcs, list):
-            set_style(self, parent, func_column_name)
+        set_style(self, parent, func_column_name)
 
         self.alignment("left")
 
-        if self.table and auto_filter and isinstance(funcs, list) and len(funcs) > 1:
+        if self.table and auto_filter and len(funcs) > 1:
             func = default if default in funcs else funcs[0]
             self.table.auto_filter(func_column_name, func)
 
@@ -81,18 +78,16 @@ def get_func(func: str | list[str] | None) -> list[str]:
 
 def get_by(sf: SheetFrame, by: str | list[str] | None) -> list[str]:
     if not by:
-        return sf.index.names  # type: ignore
+        return sf.index.names  # pyright: ignore[reportReturnType]
 
     return list(iter_columns(sf.index.names, by))
 
 
-def get_length(sf: SheetFrame, by: list[str], funcs: list | dict) -> int:
-    n = 1 if isinstance(funcs, dict) else len(funcs)
-
+def get_length(sf: SheetFrame, by: list[str], funcs: list[str]) -> int:
     if not by:
-        return n
+        return len(funcs)
 
-    return len(sf.index.to_frame()[by].drop_duplicates()) * n
+    return len(sf.index.to_frame()[by].drop_duplicates()) * len(funcs)
 
 
 def get_frame(
@@ -122,7 +117,7 @@ def has_header(sf: SheetFrame) -> bool:
     if not isinstance(value, list):
         raise NotImplementedError
 
-    return any(value)
+    return any(value)  # pyright: ignore[reportUnknownArgumentType]
 
 
 def move_down(sf: SheetFrame, length: int) -> int:
@@ -142,13 +137,13 @@ def set_style(sf: SheetFrame, parent: SheetFrame, func_column_name: str) -> None
     idx = [sf.column + i for i in range(sf.index.nlevels + len(sf.columns))]
 
     columns = (*parent.index.names, *parent.columns)
-    formats = [None, *[parent.get_number_format(column) for column in columns]]  # type: ignore
+    formats = [None, *[parent.get_number_format(column) for column in columns]]  # pyright: ignore[reportArgumentType]
 
     for (func,), rows in sf.groupby(func_column_name).items():
         for col, fmt in zip(idx, formats, strict=True):
             rc = RangeCollection(rows, col, sf.sheet)
 
-            if func in ["median", "min", "mean", "max", "std", "sum"] and fmt:
+            if func in {"median", "min", "mean", "max", "std", "sum"} and fmt:
                 set_number_format(rc, fmt)
 
             color = rcParams.get(f"stats.{func}.color")
diff --git a/src/xlviews/dataframes/table.py b/src/xlviews/dataframes/table.py
index e61928a..42fad0a 100644
--- a/src/xlviews/dataframes/table.py
+++ b/src/xlviews/dataframes/table.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 from xlwings import Range
 from xlwings.constants import AutoFilterOperator, ListObjectSourceType, YesNoGuess
@@ -42,9 +42,10 @@ def __init__(
             )
         elif sheet and api:
             self.api = api
-            self.cell = sheet.range(api.Range.Row, api.Range.Column)  # type: ignore
+            self.cell = sheet.range(api.Range.Row, api.Range.Column)  # pyright: ignore[reportUnknownMemberType, reportArgumentType, reportAttributeAccessIssue]
         else:
-            raise ValueError("Either range or sheet and api must be provided")
+            msg = "Either range or sheet and api must be provided"
+            raise ValueError(msg)
 
         self.sheet = self.cell.sheet
 
@@ -79,7 +80,7 @@ def columns(self) -> list[str]:
         if not isinstance(names, list):
             raise NotImplementedError
 
-        return [c or "" for c in names]
+        return [name or "" for name in names]  # pyright: ignore[reportUnknownVariableType]
 
     def add_const_header(
         self,
@@ -103,7 +104,12 @@ def add_const_header(
                 set_font(const_header, size=8, italic=True, color="blue")
                 set_alignment(const_header, "center")
 
-    def auto_filter(self, *args, clear: bool = False, **field_criteria) -> None:
+    def auto_filter(
+        self,
+        *args: Any,
+        clear: bool = False,
+        **field_criteria: Any,
+    ) -> None:
         """Filter the table by the given criteria.
 
         Args:
@@ -123,12 +129,12 @@ def auto_filter(self, *args, clear: bool = False, **field_criteria) -> None:
             field_criteria = clear_filter
 
         if args and isinstance(args[0], dict):
-            field_criteria.update(args[0])
+            field_criteria.update(args[0])  # pyright: ignore[reportUnknownArgumentType]
         else:
             for name, criteria in zip(args[::2], args[1::2], strict=True):
                 field_criteria[name] = criteria
 
-        auto_filter = self.api.Range.AutoFilter  # type: ignore
+        auto_filter = self.api.Range.AutoFilter  # pyright: ignore[reportUnknownMemberType, reportAttributeAccessIssue, reportUnknownVariableType]
 
         columns = self.columns
 
@@ -138,7 +144,7 @@ def auto_filter(self, *args, clear: bool = False, **field_criteria) -> None:
             if isinstance(criteria, list):
                 auto_filter(
                     Field=field,
-                    Criteria1=[str(x) for x in criteria],
+                    Criteria1=[str(x) for x in criteria],  # pyright: ignore[reportUnknownVariableType, reportUnknownArgumentType]
                     Operator=AutoFilterOperator.xlFilterValues,
                 )
 
diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index 30ee571..a62da1f 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -34,6 +34,20 @@ class Range:
     def offset(self, row_offset: int = 0, column_offset: int = 0) -> Range: ...
     @property
     def last_cell(self) -> Range: ...
+    def autofit(self) -> None: ...
+    @property
+    def column_width(self) -> float: ...
+    @column_width.setter
+    def column_width(self, value: float) -> None: ...
+    def merge(self, across: bool = False) -> None: ...
+    @property
+    def number_format(self) -> str: ...
+    @number_format.setter
+    def number_format(self, value: str) -> None: ...
+    @property
+    def formula(self) -> Any: ...
+    @formula.setter
+    def formula(self, value: Any) -> None: ...
 
 class Sheet:
     @property
@@ -46,13 +60,15 @@ class Sheet:
     def name(self, value: str) -> None: ...
     def range(
         self,
-        cell1: Range | tuple[int, int],
-        cell2: Range | tuple[int, int],
+        cell1: Range | tuple[int, int] | int,
+        cell2: Range | tuple[int, int] | int | None = None,
     ) -> Range: ...
     @property
     def book(self) -> Book: ...
 
 class Book:
+    @property
+    def api(self) -> Any: ...
     @property
     def name(self) -> str: ...
     @property

From afc685c24f461ba1c2fd3ea83b39b09b8fa66a84 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 08:37:38 +0900
Subject: [PATCH 10/40] Move import

---
 src/xlviews/core/range.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/xlviews/core/range.py b/src/xlviews/core/range.py
index 73e88ca..132cf1a 100644
--- a/src/xlviews/core/range.py
+++ b/src/xlviews/core/range.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, Self
 
 import numpy as np
 import xlwings
@@ -11,7 +11,6 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterable, Iterator
-    from typing import Any, Self
 
     from pandas._typing import Axes
     from xlwings import Sheet

From 29573c8fdbd81ab414b831618fbc7d747aa26155 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 08:37:57 +0900
Subject: [PATCH 11/40] Update CI

---
 .github/workflows/ci.yaml | 14 ++++++--------
 1 file changed, 6 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 4e07367..f30e691 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -6,7 +6,7 @@ on:
   pull_request:
 
 concurrency:
-  group: test-${{ github.head_ref }}
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
   cancel-in-progress: true
 
 env:
@@ -24,17 +24,15 @@ jobs:
 
     steps:
       - uses: actions/checkout@v6
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v6
+      - name: Install uv and set up Python ${{ matrix.python-version }}
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ matrix.python-version }}
-          allow-prereleases: true
-      - name: Install uv and ruff
-        run: pip install uv ruff
-      # - name: Ruff check
-      # run: ruff check
+          activate-environment: true
       - name: Install the project
         run: uv sync
+      - name: Run prek hooks
+        run: uv run prek run --all-files
       - name: Upload local coverage (lcov.info) if present
         if: hashFiles('lcov.info') != ''
         uses: codecov/codecov-action@v5

From 1607d03dbdc35fc0ce85fbb312a1dd6fe0b2bc53 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 09:02:55 +0900
Subject: [PATCH 12/40] Update chart modules

---
 pyproject.toml               |  2 ++
 src/xlviews/chart/axes.py    | 44 ++++++++++++++++++++--------------
 src/xlviews/chart/series.py  | 14 +++++------
 src/xlviews/chart/style.py   | 34 +++++++++++++-------------
 typings/xlwings/__init__.pyi | 46 ++++++++++++++++++++++++++++++++++++
 5 files changed, 98 insertions(+), 42 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 1528d42..6231578 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -79,7 +79,9 @@ ignore = [
   "FBT001",
   "FBT002",
   "PLR0904",
+  "PLR0911",
   "PLR0913",
+  "PLR0914",
   "PLR0917",
 ]
 
diff --git a/src/xlviews/chart/axes.py b/src/xlviews/chart/axes.py
index 5472624..d009c81 100644
--- a/src/xlviews/chart/axes.py
+++ b/src/xlviews/chart/axes.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 from contextlib import suppress
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, Self
 
 import xlwings
 from xlwings.constants import AxisType, ChartType, Placement, TickMark
@@ -24,8 +24,6 @@
 )
 
 if TYPE_CHECKING:
-    from typing import Any, Self
-
     from xlwings import Chart, Sheet
 
 
@@ -103,7 +101,7 @@ def __init__(
         width = width or rcParams["chart.width"]
         height = height or rcParams["chart.height"]
 
-        self.chart = self.sheet.charts.add(left, top, width, height)  # type: ignore
+        self.chart = self.sheet.charts.add(left, top, width, height)
 
         self.chart_type = chart_type
         self.chart.api[1].ChartType = chart_type
@@ -159,12 +157,12 @@ def copy(
         )
 
     @property
-    def xaxis(self):  # noqa: ANN201
+    def xaxis(self) -> Any:
         chart = self.chart.api[1]
         return chart.Axes(AxisType.xlCategory)
 
     @property
-    def yaxis(self):  # noqa: ANN201
+    def yaxis(self) -> Any:
         chart = self.chart.api[1]
         return chart.Axes(AxisType.xlValue)
 
@@ -203,7 +201,7 @@ def set_title(
         *,
         name: str | None = None,
         size: int | None = None,
-        **kwargs,
+        **kwargs: Any,
     ) -> None:
         api = self.chart.api[1]
 
@@ -235,10 +233,10 @@ def ylabel(self) -> str | None:
     def ylabel(self, value: str | None) -> None:
         self.set_ylabel(value)
 
-    def set_xlabel(self, label: str | None = None, **kwargs) -> None:
+    def set_xlabel(self, label: str | None = None, **kwargs: Any) -> None:
         set_axis_label(self.xaxis, label, **kwargs)
 
-    def set_ylabel(self, label: str | None = None, **kwargs) -> None:
+    def set_ylabel(self, label: str | None = None, **kwargs: Any) -> None:
         set_axis_label(self.yaxis, label, **kwargs)
 
     @property
@@ -257,16 +255,26 @@ def yticks(self) -> tuple[float, float, float, float]:
     def yticks(self, value: tuple[float, ...]) -> None:
         set_ticks(self.yaxis, *value)
 
-    def set_xticks(self, *args, **kwargs) -> None:
-        set_ticks(self.xaxis, *args, **kwargs)
+    def set_xticks(
+        self,
+        *args: float,
+        gridlines: bool = True,
+        **kwargs: float | None,
+    ) -> None:
+        set_ticks(self.xaxis, *args, gridlines=gridlines, **kwargs)
 
-    def set_yticks(self, *args, **kwargs) -> None:
-        set_ticks(self.yaxis, *args, **kwargs)
+    def set_yticks(
+        self,
+        *args: float,
+        gridlines: bool = True,
+        **kwargs: float | None,
+    ) -> None:
+        set_ticks(self.yaxis, *args, gridlines=gridlines, **kwargs)
 
-    def set_xtick_labels(self, *args, **kwargs) -> None:
+    def set_xtick_labels(self, *args: Any, **kwargs: Any) -> None:
         set_tick_labels(self.xaxis, *args, **kwargs)
 
-    def set_ytick_labels(self, *args, **kwargs) -> None:
+    def set_ytick_labels(self, *args: Any, **kwargs: Any) -> None:
         set_tick_labels(self.yaxis, *args, **kwargs)
 
     @property
@@ -299,9 +307,9 @@ def set(
         tight_layout: bool = True,
         legend: bool | tuple[float, float] = False,
     ) -> Self:
-        if xlabel != "":
+        if xlabel != "":  # noqa: PLC1901
             self.xlabel = xlabel
-        if ylabel != "":
+        if ylabel != "":  # noqa: PLC1901
             self.ylabel = ylabel
         if xticks:
             self.xticks = xticks
@@ -360,7 +368,7 @@ def legend(
             if not series.label:
                 entry.Delete()
 
-        if api.HasLegend is False:
+        if api.HasLegend is False:  # pyright: ignore[reportUnnecessaryComparison]
             return self
 
         name = name or rcParams["chart.font.name"]
diff --git a/src/xlviews/chart/series.py b/src/xlviews/chart/series.py
index 200472f..1049e80 100644
--- a/src/xlviews/chart/series.py
+++ b/src/xlviews/chart/series.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, Self
 
 from xlwings import Range as RangeImpl
 from xlwings.constants import ChartType
@@ -12,8 +12,6 @@
 from .style import get_line_style, get_marker_style
 
 if TYPE_CHECKING:
-    from typing import Any, Self
-
     from .axes import Axes
 
 
@@ -53,15 +51,15 @@ def label(self, label: str | None) -> None:
 
     @property
     def chart_type(self) -> int:
-        return self.api.ChartType  # type: ignore
+        return self.api.ChartType
 
     @chart_type.setter
     def chart_type(self, chart_type: int) -> None:
         self.api.ChartType = chart_type
 
     @property
-    def x(self) -> tuple:
-        return self.api.XValues  # type: ignore
+    def x(self) -> tuple[Any, ...]:
+        return self.api.XValues
 
     @x.setter
     def x(self, x: Any) -> None:
@@ -71,8 +69,8 @@ def x(self, x: Any) -> None:
             self.api.XValues = x
 
     @property
-    def y(self) -> tuple:
-        return self.api.Values  # type: ignore
+    def y(self) -> tuple[Any, ...]:
+        return self.api.Values
 
     @y.setter
     def y(self, y: Any) -> None:
diff --git a/src/xlviews/chart/style.py b/src/xlviews/chart/style.py
index 935ffe1..e85562b 100644
--- a/src/xlviews/chart/style.py
+++ b/src/xlviews/chart/style.py
@@ -2,6 +2,8 @@
 
 from __future__ import annotations
 
+from typing import Any
+
 from xlwings.constants import LineStyle, MarkerStyle, ScaleType
 
 from xlviews.colors import rgb
@@ -57,7 +59,7 @@ def get_line_style(line: int | str | None) -> int | None:
     return LINE_DICT[line]
 
 
-def get_axis_label(axis) -> str | None:  # noqa: ANN001
+def get_axis_label(axis: Any) -> str | None:
     if not axis.HasTitle:
         return None
 
@@ -65,11 +67,11 @@ def get_axis_label(axis) -> str | None:  # noqa: ANN001
 
 
 def set_axis_label(
-    axis,  # noqa: ANN001
+    axis: Any,
     label: str | None = None,
     name: str | None = None,
     size: float | None = None,
-    **kwargs,
+    **kwargs: Any,
 ) -> None:
     if not label:
         axis.HasTitle = False
@@ -85,7 +87,7 @@ def set_axis_label(
     set_font_api(axis_title, name, size=size, **kwargs)
 
 
-def get_ticks(axis) -> tuple[float, float, float, float]:  # noqa: ANN001
+def get_ticks(axis: Any) -> tuple[float, float, float, float]:
     return (
         axis.MinimumScale,
         axis.MaximumScale,
@@ -95,20 +97,20 @@ def get_ticks(axis) -> tuple[float, float, float, float]:  # noqa: ANN001
 
 
 def set_ticks(
-    axis,  # noqa: ANN001
-    *args,
+    axis: Any,
+    *args: float,
     min: float | None = None,  # noqa: A002
     max: float | None = None,  # noqa: A002
     major: float | None = None,
     minor: float | None = None,
     gridlines: bool = True,
 ) -> None:
-    args = [*args, None, None, None, None][:4]
+    args_ = [*args, None, None, None, None][:4]
 
-    min = min or args[0]  # noqa: A001
-    max = max or args[1]  # noqa: A001
-    major = major or args[2]
-    minor = minor or args[3]
+    min = min or args_[0]  # noqa: A001
+    max = max or args_[1]  # noqa: A001
+    major = major or args_[2]
+    minor = minor or args_[3]
 
     if min is not None:
         axis.MinimumScale = min
@@ -137,7 +139,7 @@ def set_ticks(
 
 
 def set_tick_labels(
-    axis,  # noqa: ANN001
+    axis: Any,
     name: str | None = None,
     size: float | None = None,
     number_format: str | None = None,
@@ -150,7 +152,7 @@ def set_tick_labels(
         axis.TickLabels.NumberFormatLocal = number_format
 
 
-def get_axis_scale(axis) -> str:  # noqa: ANN001
+def get_axis_scale(axis: Any) -> str:
     if axis.ScaleType == ScaleType.xlScaleLogarithmic:
         return "log"
 
@@ -160,7 +162,7 @@ def get_axis_scale(axis) -> str:  # noqa: ANN001
     raise NotImplementedError
 
 
-def set_axis_scale(axis, scale: str) -> None:  # noqa: ANN001
+def set_axis_scale(axis: Any, scale: str) -> None:
     if scale == "log":
         axis.ScaleType = ScaleType.xlScaleLogarithmic
         return
@@ -173,7 +175,7 @@ def set_axis_scale(axis, scale: str) -> None:  # noqa: ANN001
 
 
 def set_dimensions(
-    api,  # noqa: ANN001
+    api: Any,
     left: float | None = None,
     top: float | None = None,
     width: float | None = None,
@@ -193,7 +195,7 @@ def set_dimensions(
 
 
 def set_area_format(
-    api,  # noqa: ANN001
+    api: Any,
     border: str | int | tuple[int, int, int] | None = None,
     fill: str | int | tuple[int, int, int] | None = None,
     alpha: float | None = None,
diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index a62da1f..89e6537 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -48,6 +48,14 @@ class Range:
     def formula(self) -> Any: ...
     @formula.setter
     def formula(self, value: Any) -> None: ...
+    @property
+    def left(self) -> float: ...
+    @property
+    def top(self) -> float: ...
+    @property
+    def width(self) -> float: ...
+    @property
+    def height(self) -> float: ...
 
 class Sheet:
     @property
@@ -65,6 +73,44 @@ class Sheet:
     ) -> Range: ...
     @property
     def book(self) -> Book: ...
+    @property
+    def charts(self) -> Charts: ...
+
+class Chart:
+    @property
+    def api(self) -> Any: ...
+    @property
+    def chart_type(self) -> str: ...
+    @chart_type.setter
+    def chart_type(self, value: str) -> None: ...
+    @property
+    def left(self) -> float: ...
+    @left.setter
+    def left(self, value: float) -> None: ...
+    @property
+    def top(self) -> float: ...
+    @top.setter
+    def top(self, value: float) -> None: ...
+    @property
+    def width(self) -> float: ...
+    @width.setter
+    def width(self, value: float) -> None: ...
+    @property
+    def height(self) -> float: ...
+    @height.setter
+    def height(self, value: float) -> None: ...
+
+class Charts:
+    def add(
+        self,
+        left: float = 0,
+        top: float = 0,
+        width: float = 355,
+        height: float = 211,
+    ) -> Chart: ...
+    def __iter__(self) -> Iterator[Chart]: ...
+    def __getitem__(self, key: Any) -> Chart: ...
+    def __contains__(self, key: Any) -> bool: ...
 
 class Book:
     @property

From 4d5c92cde08bd85a1c1f78c8ca7906396f114de0 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 09:27:18 +0900
Subject: [PATCH 13/40] Update stubs

---
 typings/xlwings/__init__.pyi | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index 89e6537..7959b15 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -1,5 +1,5 @@
 from collections.abc import Iterator
-from typing import Any
+from typing import Any, Self
 
 class Range:
     @property
@@ -124,13 +124,24 @@ class App:
     @property
     def api(self) -> Any: ...
     @property
+    def visible(self) -> bool: ...
+    @visible.setter
+    def visible(self, value: bool) -> None: ...
+    @property
     def screen_updating(self) -> bool: ...
     @screen_updating.setter
     def screen_updating(self, value: bool) -> None: ...
+    def quit(self) -> None: ...
+    def kill(self) -> None: ...
+    @property
+    def books(self) -> Books: ...
+    def __enter__(self) -> Self: ...
+    def __exit__(self, exc_type, exc_value, exc_tb) -> None: ...  # noqa: ANN001  # pyright: ignore[reportUnknownParameterType, reportMissingParameterType]
 
 class Apps:
     @property
     def active(self) -> App: ...
+    def __iter__(self) -> Iterator[App]: ...
 
 class Books:
     @property

From b61c50c4238b9cfbbb1da63f06dcf3755de27085 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 15:21:20 +0900
Subject: [PATCH 14/40] Drop python 3.11

---
 .github/workflows/ci.yaml | 2 +-
 pyproject.toml            | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index f30e691..bc35816 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -20,7 +20,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.11", "3.12", "3.13", "3.14"]
+        python-version: ["3.12", "3.13", "3.14"]
 
     steps:
       - uses: actions/checkout@v6
diff --git a/pyproject.toml b/pyproject.toml
index 6231578..9a5798d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,12 +12,11 @@ authors = [{ name = "daizutabi", email = "daizutabi@gmail.com" }]
 classifiers = [
   "Development Status :: 4 - Beta",
   "Programming Language :: Python",
-  "Programming Language :: Python :: 3.11",
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
   "Programming Language :: Python :: 3.14",
 ]
-requires-python = ">=3.11"
+requires-python = ">=3.12"
 dependencies = ["numpy>=2", "pandas>=2", "xlwings>=0.33"]
 
 [project.urls]
@@ -60,7 +59,7 @@ skip_covered = true
 
 [tool.ruff]
 line-length = 88
-target-version = "py311"
+target-version = "py312"
 
 [tool.ruff.lint]
 preview = true
@@ -83,10 +82,11 @@ ignore = [
   "PLR0913",
   "PLR0914",
   "PLR0917",
+  "PLR2004",
 ]
 
 [tool.ruff.lint.per-file-ignores]
-"tests/*" = ["ANN", "ARG", "D", "PLC2701", "PLR2004", "PT011", "S", "SLF001"]
+"tests/*" = ["ANN", "ARG", "D", "PLC2701", "PT011", "S", "SLF001"]
 "src/xlviews/testing/*" = ["T201"]
 
 [tool.ruff.lint.isort]

From 5b72c88ec6cb36e03bf5ef49883bda5c95eb620a Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 15:26:53 +0900
Subject: [PATCH 15/40] Use generic

---
 src/xlviews/colors.py             |  6 +--
 src/xlviews/dataframes/groupby.py |  7 +---
 src/xlviews/figure/palette.py     | 66 +++++++++++++++----------------
 src/xlviews/figure/plot.py        | 35 ++++++++--------
 src/xlviews/utils.py              |  8 +---
 5 files changed, 56 insertions(+), 66 deletions(-)

diff --git a/src/xlviews/colors.py b/src/xlviews/colors.py
index 06535d4..98e2847 100644
--- a/src/xlviews/colors.py
+++ b/src/xlviews/colors.py
@@ -1,8 +1,6 @@
 from __future__ import annotations
 
-from typing import TypeAlias
-
-Color: TypeAlias = int | tuple[int, int, int] | str
+type Color = int | tuple[int, int, int] | str
 
 
 def rgb(
@@ -39,7 +37,7 @@ def rgb(
     if isinstance(color, str):
         color = cnames.get(color, color)
 
-        if not color.startswith("#") or len(color) != 7:  # noqa: PLR2004
+        if not color.startswith("#") or len(color) != 7:
             msg = "Invalid color format. Expected int, tuple[int, int, int], or str."
             raise ValueError(msg)
 
diff --git a/src/xlviews/dataframes/groupby.py b/src/xlviews/dataframes/groupby.py
index 82faef2..894ac9a 100644
--- a/src/xlviews/dataframes/groupby.py
+++ b/src/xlviews/dataframes/groupby.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 from functools import partial
-from typing import TYPE_CHECKING, Any, TypeVar
+from typing import TYPE_CHECKING, Any
 
 import numpy as np
 from pandas import DataFrame, Index, MultiIndex, Series
@@ -17,11 +17,8 @@
 
     from .sheet_frame import SheetFrame
 
-H = TypeVar("H")
-T = TypeVar("T")
 
-
-def to_dict(keys: Iterable[H], values: Iterable[T]) -> dict[H, list[T]]:
+def to_dict[H, T](keys: Iterable[H], values: Iterable[T]) -> dict[H, list[T]]:
     result: dict[H, list[T]] = {}
 
     for key, value in zip(keys, values, strict=True):
diff --git a/src/xlviews/figure/palette.py b/src/xlviews/figure/palette.py
index aeae4ce..ebec7e9 100644
--- a/src/xlviews/figure/palette.py
+++ b/src/xlviews/figure/palette.py
@@ -3,7 +3,7 @@
 from abc import ABC, abstractmethod
 from collections.abc import Callable, Hashable
 from itertools import cycle, islice
-from typing import TYPE_CHECKING, Generic, TypeAlias, TypeVar
+from typing import TYPE_CHECKING
 
 from pandas import MultiIndex
 
@@ -15,10 +15,7 @@
     from pandas import DataFrame
 
 
-T = TypeVar("T")
-
-
-def get_columns_default(
+def get_columns_default[T](
     data: DataFrame,
     columns: str | list[str],
     default: dict[Hashable, T] | list[T] | None = None,
@@ -49,14 +46,14 @@ def get_index(
     if default is None:
         return dict(zip(values, range(len(data)), strict=True))
 
-    index = {}
+    index: dict[tuple[Hashable, ...], int] = {}
     current_index = 0
 
     for default_value in default:
         if isinstance(default_value, tuple):
-            value = default_value
+            value = default_value  # pyright: ignore[reportUnknownVariableType]
         elif isinstance(default_value, list):
-            value = tuple(default_value)
+            value = tuple(default_value)  # pyright: ignore[reportUnknownVariableType]
         else:
             value = (default_value,)
 
@@ -72,7 +69,7 @@ def get_index(
     return index
 
 
-class Palette(ABC, Generic[T]):
+class Palette[T](ABC):
     """A palette of items."""
 
     columns: list[str]
@@ -102,7 +99,7 @@ def get(self, value: Hashable) -> int:
 
         return self.index[value]
 
-    def __getitem__(self, key: dict) -> T:
+    def __getitem__(self, key: dict[str | None, Hashable]) -> T:
         if key == {None: 0}:  # from series
             return self.items[0]
 
@@ -112,7 +109,7 @@ def __getitem__(self, key: dict) -> T:
 
 
 class MarkerPalette(Palette[str]):
-    def cycle(self, defaults: Iterable[str]) -> Iterator[str]:
+    def cycle(self, defaults: Iterable[str]) -> Iterator[str]:  # noqa: PLR6301
         """Generate an infinite iterator of markers."""
         return cycle_markers(defaults)
 
@@ -122,14 +119,14 @@ def cycle_markers(skips: Iterable[str] | None = None) -> Iterator[str]:
     if skips is None:
         skips = []
 
-    markers = (m for m in MARKER_DICT if m != "")
+    markers = (m for m in MARKER_DICT if m)
     for marker in cycle(markers):
         if marker not in skips:
             yield marker
 
 
 class ColorPalette(Palette[str]):
-    def cycle(self, defaults: Iterable[str]) -> Iterator[str]:
+    def cycle(self, defaults: Iterable[str]) -> Iterator[str]:  # noqa: PLR6301
         """Generate an infinite iterator of colors."""
         return cycle_colors(defaults)
 
@@ -144,7 +141,7 @@ def cycle_colors(skips: Iterable[str] | None = None) -> Iterator[str]:
             yield color
 
 
-class FunctionPalette(Generic[T]):
+class FunctionPalette[T]:
     columns: str | list[str]
     func: Callable[[Hashable], T]
 
@@ -152,7 +149,7 @@ def __init__(self, columns: str | list[str], func: Callable[[Hashable], T]) -> N
         self.columns = columns
         self.func = func
 
-    def __getitem__(self, key: dict) -> T:
+    def __getitem__(self, key: dict[str, Hashable]) -> T:
         if isinstance(self.columns, str):
             return self.func(key[self.columns])
 
@@ -160,23 +157,26 @@ def __getitem__(self, key: dict) -> T:
         return self.func(value)
 
 
-PaletteStyle: TypeAlias = (
+type PaletteStyle[T] = (
     str
     | list[str]
     | dict[Hashable, str]
     | Callable[[Hashable], str]
     | tuple[str | list[str], list[str] | dict[Hashable, str]]
     | tuple[str | list[str], Callable[[Hashable], str]]
-    | Palette
-    | FunctionPalette
+    | Palette[T]
+    | FunctionPalette[T]
 )
 
+# pyright: reportArgumentType=false
+# pyright: reportReturnType=false
+
 
-def get_palette(
-    cls: type[Palette],
+def get_palette[T](
+    cls: type[Palette[T]],
     data: DataFrame,
-    style: PaletteStyle | None,
-) -> Palette | FunctionPalette | None:
+    style: PaletteStyle[T] | None,
+) -> Palette[T] | FunctionPalette[T] | None:
     """Get a palette from a style."""
     if isinstance(style, Palette | FunctionPalette):
         return style
@@ -186,8 +186,8 @@ def get_palette(
 
     if isinstance(style, Callable):
         if isinstance(data.index, MultiIndex):
-            return FunctionPalette(data.index.names, style)  # type: ignore
-        return FunctionPalette(data.index.name, style)  # type: ignore
+            return FunctionPalette(data.index.names, style)
+        return FunctionPalette(data.index.name, style)
 
     if data.index.name is not None or isinstance(data.index, MultiIndex):
         data = data.index.to_frame(index=False)
@@ -211,20 +211,20 @@ def get_palette(
         data = data.drop_duplicates()
         values = [tuple(t) for t in data.itertuples(index=False)]
         default = dict(zip(values, cycle(columns), strict=False))
-        return cls(data, data.columns.tolist(), default)  # type: ignore
+        return cls(data, data.columns.tolist(), default)
 
     return cls(data, columns)
 
 
-def get_marker_palette(
+def get_marker_palette[T](
     data: DataFrame,
-    marker: PaletteStyle | None,
-) -> MarkerPalette | FunctionPalette | None:
-    return get_palette(MarkerPalette, data, marker)  # type: ignore
+    marker: PaletteStyle[T] | None,
+) -> MarkerPalette | FunctionPalette[T] | None:
+    return get_palette(MarkerPalette, data, marker)
 
 
-def get_color_palette(
+def get_color_palette[T](
     data: DataFrame,
-    color: PaletteStyle | None,
-) -> ColorPalette | FunctionPalette | None:
-    return get_palette(ColorPalette, data, color)  # type: ignore
+    color: PaletteStyle[T] | None,
+) -> ColorPalette | FunctionPalette[T] | None:
+    return get_palette(ColorPalette, data, color)
diff --git a/src/xlviews/figure/plot.py b/src/xlviews/figure/plot.py
index 5769cc4..4f792bd 100644
--- a/src/xlviews/figure/plot.py
+++ b/src/xlviews/figure/plot.py
@@ -2,7 +2,7 @@
 
 from collections.abc import Callable, Hashable
 from itertools import product
-from typing import TYPE_CHECKING, TypeAlias
+from typing import TYPE_CHECKING, Any, Self
 
 import pandas as pd
 from pandas import DataFrame, Index
@@ -11,12 +11,11 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterator, Sequence
-    from typing import Any, Self
 
     from xlviews.chart.axes import Axes
     from xlviews.chart.series import Series
 
-Label: TypeAlias = str | Callable[[dict[str, Hashable]], str]
+type Label = str | Callable[[dict[str, Hashable]], str]
 
 
 class Plot:
@@ -32,6 +31,8 @@ def __init__(self, axes: Axes, data: DataFrame | pd.Series) -> None:
             data = data.to_frame().T
 
         self.data = data
+        self.index = []
+        self.series_collection = []
 
     def add(
         self,
@@ -39,17 +40,15 @@ def add(
         y: str | list[str],
         chart_type: int | None = None,
     ) -> Self:
-        self.index = []
-        self.series_collection = []
 
         xs = x if isinstance(x, list) else [x]
         ys = y if isinstance(y, list) else [y]
 
-        for x, y in product(xs, ys):
+        for x_, y_ in product(xs, ys):
             for idx, s in self.data.iterrows():
-                series = self.axes.add_series(s[x], s[y], chart_type=chart_type)
-                index = idx if isinstance(idx, tuple) else (idx,)
-                self.index.append(index)
+                series = self.axes.add_series(s[x_], s[y_], chart_type=chart_type)
+                index = idx if isinstance(idx, tuple) else (idx,)  # pyright: ignore[reportUnknownVariableType]
+                self.index.append(index)  # pyright: ignore[reportUnknownArgumentType]
                 self.series_collection.append(series)
 
         return self
@@ -58,13 +57,13 @@ def keys(self) -> Iterator[dict[str, Hashable]]:
         names = self.data.index.names
 
         for index in self.index:
-            yield dict(zip(names, index, strict=True))  # type: ignore
+            yield dict(zip(names, index, strict=True))  # pyright: ignore[reportReturnType]
 
-    def set(
+    def set[T](
         self,
         label: Label | None = None,
-        marker: PaletteStyle | None = None,
-        color: PaletteStyle | None = None,
+        marker: PaletteStyle[T] | None = None,
+        color: PaletteStyle[T] | None = None,
         alpha: float | None = None,
         weight: float | None = None,
         size: int | None = None,
@@ -75,8 +74,8 @@ def set(
         for key, s in zip(self.keys(), self.series_collection, strict=True):
             s.set(
                 label=label and get_label(label, key),
-                color=color_palette and color_palette[key],
-                marker=marker_palette and marker_palette[key],
+                color=color_palette and color_palette[key],  # pyright: ignore[reportArgumentType]
+                marker=marker_palette and marker_palette[key],  # pyright: ignore[reportArgumentType]
                 alpha=alpha,
                 weight=weight,
                 size=size,
@@ -120,7 +119,7 @@ def get_label(label: Label, key: dict[str, Hashable]) -> str:
     if callable(label):
         return label(key)
 
-    msg = f"Invalid label: {label}"
+    msg = f"Invalid label: {label}"  # pyright: ignore[reportUnreachable]
     raise ValueError(msg)
 
 
@@ -140,11 +139,11 @@ def iterrows(
         it = DataFrame(values).drop_duplicates().iterrows()
 
         for _, s in it:
-            yield s.to_dict()
+            yield s.to_dict()  # pyright: ignore[reportReturnType]
 
 
 def xs(df: DataFrame, index: dict[str, Any] | None) -> DataFrame:
     if index:
-        df = df.xs(tuple(index.values()), 0, tuple(index.keys()), drop_level=False)  # type: ignore
+        df = df.xs(tuple(index.values()), 0, tuple(index.keys()), drop_level=False)  # pyright: ignore[reportAssignmentType]
 
     return df
diff --git a/src/xlviews/utils.py b/src/xlviews/utils.py
index be4ccf8..907f5a7 100644
--- a/src/xlviews/utils.py
+++ b/src/xlviews/utils.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 from functools import wraps
-from typing import TYPE_CHECKING, Any, ParamSpec, TypeVar
+from typing import TYPE_CHECKING, Any
 
 import xlwings
 from pandas import DataFrame, Series
@@ -120,11 +120,7 @@ def add_validate_list(
     rng.api.Validation.Add(Type=type_, Operator=operator, Formula1=formula)
 
 
-P = ParamSpec("P")
-R = TypeVar("R")
-
-
-def suspend_screen_updates(func: Callable[P, R]) -> Callable[P, R]:
+def suspend_screen_updates[**P, R](func: Callable[P, R]) -> Callable[P, R]:
     """Suspend screen updates to speed up operations."""
 
     @wraps(func)

From cea652e387d3dd1304f22e0540b4f8aa1e9505cb Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 15:43:49 +0900
Subject: [PATCH 16/40] Update stubs

---
 typings/xlwings/__init__.pyi | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index 7959b15..a167c99 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -68,8 +68,8 @@ class Sheet:
     def name(self, value: str) -> None: ...
     def range(
         self,
-        cell1: Range | tuple[int, int] | int,
-        cell2: Range | tuple[int, int] | int | None = None,
+        cell1: Range | tuple[int, int] | int | str,
+        cell2: Range | tuple[int, int] | int | str | None = None,
     ) -> Range: ...
     @property
     def book(self) -> Book: ...
@@ -119,8 +119,11 @@ class Book:
     def name(self) -> str: ...
     @property
     def app(self) -> App: ...
+    @property
+    def sheets(self) -> Sheets: ...
 
 class App:
+    def __init__(self, visible: bool | None = None) -> None: ...
     @property
     def api(self) -> Any: ...
     @property
@@ -150,6 +153,12 @@ class Books:
 class Sheets:
     @property
     def active(self) -> Sheet: ...
+    def add(
+        self,
+        name: str | None = None,
+        before: Sheet | None = None,
+        after: Sheet | None = None,
+    ) -> Sheet: ...
 
 class ActiveEngineApps(Apps): ...
 class ActiveAppBooks(Books): ...

From eae40dcd612c8683328665e907bf409832da9c5e Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 16:10:21 +0900
Subject: [PATCH 17/40] api as Any

---
 src/xlviews/dataframes/table.py |  9 ++++-----
 src/xlviews/style.py            | 16 +++++++---------
 2 files changed, 11 insertions(+), 14 deletions(-)

diff --git a/src/xlviews/dataframes/table.py b/src/xlviews/dataframes/table.py
index 42fad0a..c2d5727 100644
--- a/src/xlviews/dataframes/table.py
+++ b/src/xlviews/dataframes/table.py
@@ -12,13 +12,12 @@
 
 if TYPE_CHECKING:
     from xlwings import Sheet
-    from xlwings._xlwindows import COMRetryObjectWrapper
 
 
 class Table:
     sheet: Sheet
     cell: Range
-    api: COMRetryObjectWrapper
+    api: Any
 
     def __init__(
         self,
@@ -28,7 +27,7 @@ def __init__(
         const_header: bool = False,
         style: bool = False,
         sheet: Sheet | None = None,
-        api: COMRetryObjectWrapper | None = None,
+        api: Any | None = None,
         index_nlevels: int | None = None,
     ) -> None:
         if isinstance(rng, Range):
@@ -42,7 +41,7 @@ def __init__(
             )
         elif sheet and api:
             self.api = api
-            self.cell = sheet.range(api.Range.Row, api.Range.Column)  # pyright: ignore[reportUnknownMemberType, reportArgumentType, reportAttributeAccessIssue]
+            self.cell = sheet.range(api.Range.Row, api.Range.Column)
         else:
             msg = "Either range or sheet and api must be provided"
             raise ValueError(msg)
@@ -134,7 +133,7 @@ def auto_filter(
             for name, criteria in zip(args[::2], args[1::2], strict=True):
                 field_criteria[name] = criteria
 
-        auto_filter = self.api.Range.AutoFilter  # pyright: ignore[reportUnknownMemberType, reportAttributeAccessIssue, reportUnknownVariableType]
+        auto_filter = self.api.Range.AutoFilter
 
         columns = self.columns
 
diff --git a/src/xlviews/style.py b/src/xlviews/style.py
index 58bcca7..89133f5 100644
--- a/src/xlviews/style.py
+++ b/src/xlviews/style.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 import xlwings
 from xlwings import Range as RangeImpl
@@ -20,8 +20,6 @@
 from xlviews.utils import constant
 
 if TYPE_CHECKING:
-    from xlwings._xlwindows import COMRetryObjectWrapper
-
     from .core.range_collection import RangeCollection
 
 
@@ -99,7 +97,7 @@ def set_fill(
 
 
 def set_font_api(
-    api: COMRetryObjectWrapper,
+    api: Any,
     name: str | None = None,
     *,
     size: float | None = None,
@@ -109,15 +107,15 @@ def set_font_api(
 ) -> None:
     font = api.Font
     if name:
-        font.Name = name  # pyright: ignore[reportAttributeAccessIssue]
+        font.Name = name
     if size:
-        font.Size = size  # pyright: ignore[reportAttributeAccessIssue]
+        font.Size = size
     if bold is not None:
-        font.Bold = bold  # pyright: ignore[reportAttributeAccessIssue]
+        font.Bold = bold
     if italic is not None:
-        font.Italic = italic  # pyright: ignore[reportAttributeAccessIssue]
+        font.Italic = italic
     if color is not None:
-        font.Color = rgb(color)  # pyright: ignore[reportAttributeAccessIssue]
+        font.Color = rgb(color)
 
 
 def set_font(

From d95f57a7b68d35d7b9d6652d8bb0acd30d110bbf Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 16:11:03 +0900
Subject: [PATCH 18/40] columns_format: Any

---
 src/xlviews/dataframes/sheet_frame.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/xlviews/dataframes/sheet_frame.py b/src/xlviews/dataframes/sheet_frame.py
index 8bc5acf..ec0368a 100644
--- a/src/xlviews/dataframes/sheet_frame.py
+++ b/src/xlviews/dataframes/sheet_frame.py
@@ -599,7 +599,7 @@ def number_format(
         number_format: str | dict[str, str] | None = None,
         *,
         autofit: bool = False,
-        **columns_format: str,
+        **columns_format: Any,
     ) -> Self:
         if isinstance(number_format, dict):
             columns_format.update(number_format)

From 5445fb229040fe81942917a14a43426fc35a47c8 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 16:51:56 +0900
Subject: [PATCH 19/40] Update stubs

---
 typings/xlwings/__init__.pyi | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index a167c99..b2458ab 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -1,3 +1,4 @@
+import types
 from collections.abc import Iterator
 from typing import Any, Self
 
@@ -139,7 +140,12 @@ class App:
     @property
     def books(self) -> Books: ...
     def __enter__(self) -> Self: ...
-    def __exit__(self, exc_type, exc_value, exc_tb) -> None: ...  # noqa: ANN001  # pyright: ignore[reportUnknownParameterType, reportMissingParameterType]
+    def __exit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc_value: BaseException | None,
+        exc_tb: types.TracebackType | None,
+    ) -> None: ...
 
 class Apps:
     @property
@@ -159,6 +165,7 @@ class Sheets:
         before: Sheet | None = None,
         after: Sheet | None = None,
     ) -> Sheet: ...
+    def __getitem__(self, key: Any) -> Sheet: ...
 
 class ActiveEngineApps(Apps): ...
 class ActiveAppBooks(Books): ...

From 3cd4b51db7ba1bb1b078773f6925237b29cbc656 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 18:01:15 +0900
Subject: [PATCH 20/40] fix src

---
 src/xlviews/chart/axes.py                   |  1 +
 src/xlviews/core/index.py                   |  9 +++--
 src/xlviews/dataframes/heat_frame.py        | 14 ++++----
 src/xlviews/dataframes/sheet_frame.py       | 11 ++----
 src/xlviews/dataframes/stats_frame.py       | 22 +++++++-----
 src/xlviews/dataframes/table.py             |  7 +---
 src/xlviews/figure/grid.py                  | 31 ++++++-----------
 src/xlviews/figure/palette.py               | 12 +++----
 src/xlviews/figure/plot.py                  | 37 +++++++++------------
 src/xlviews/testing/__init__.py             |  2 ++
 src/xlviews/testing/chart.py                |  2 +-
 src/xlviews/testing/common.py               |  4 +--
 src/xlviews/testing/figure/facet.py         |  3 +-
 src/xlviews/testing/heat_frame/common.py    |  2 +-
 src/xlviews/testing/heat_frame/facet.py     |  6 ++--
 src/xlviews/testing/heat_frame/facet_agg.py |  6 ++--
 src/xlviews/testing/heat_frame/pair.py      |  6 ++--
 src/xlviews/testing/sheet_frame/pivot.py    |  4 +--
 src/xlviews/utils.py                        |  8 ++---
 19 files changed, 83 insertions(+), 104 deletions(-)

diff --git a/src/xlviews/chart/axes.py b/src/xlviews/chart/axes.py
index d009c81..21f9d09 100644
--- a/src/xlviews/chart/axes.py
+++ b/src/xlviews/chart/axes.py
@@ -368,6 +368,7 @@ def legend(
             if not series.label:
                 entry.Delete()
 
+        # `api.HasLegend` may be `False` after deleting entries.
         if api.HasLegend is False:  # pyright: ignore[reportUnnecessaryComparison]
             return self
 
diff --git a/src/xlviews/core/index.py b/src/xlviews/core/index.py
index 03b667a..c933e04 100644
--- a/src/xlviews/core/index.py
+++ b/src/xlviews/core/index.py
@@ -7,11 +7,10 @@
 import pandas as pd
 
 if TYPE_CHECKING:
-    from collections.abc import Iterable, Iterator
+    from collections.abc import Hashable, Iterable, Iterator
 
     from numpy.typing import NDArray
     from pandas import DataFrame
-    from pandas._typing import Axes
 
 
 class WideIndex(UserDict[str, list[Any]]):
@@ -46,7 +45,7 @@ class Index:
 
     def __init__(
         self,
-        index: Axes,
+        index: pd.Index | Iterable[Any],
         wide_index: WideIndex | dict[str, Any] | None = None,
     ) -> None:
         self.index = index if isinstance(index, pd.Index) else pd.Index(index)
@@ -62,8 +61,8 @@ def __len__(self) -> int:
         return len(self.index) + len(self.wide_index)
 
     @property
-    def names(self) -> list[str]:
-        return self.index.names  # pyright: ignore[reportReturnType]
+    def names(self) -> list[Hashable | None]:
+        return self.index.names
 
     @property
     def nlevels(self) -> int:
diff --git a/src/xlviews/dataframes/heat_frame.py b/src/xlviews/dataframes/heat_frame.py
index b581357..2023ac6 100644
--- a/src/xlviews/dataframes/heat_frame.py
+++ b/src/xlviews/dataframes/heat_frame.py
@@ -2,7 +2,8 @@
 
 from typing import TYPE_CHECKING, Any, Literal, Self
 
-from pandas import DataFrame, Index, MultiIndex
+import pandas as pd
+from pandas import DataFrame
 
 from xlviews.core.formula import aggregate
 from xlviews.core.range import Range
@@ -16,15 +17,14 @@
 if TYPE_CHECKING:
     from collections.abc import Hashable, Iterator, Sequence
 
-    from pandas import Index
     from xlwings import Sheet
 
     from xlviews.colors import Color
 
 
 class HeatFrame(SheetFrame):
-    index: Index
-    columns: Index
+    index: pd.Index[Any]
+    columns: pd.Index[str]
     range: Range
 
     @suspend_screen_updates
@@ -156,10 +156,10 @@ def pair(
 def clean_data(data: DataFrame) -> DataFrame:
     data = data.copy()
 
-    if isinstance(data.columns, MultiIndex):
+    if isinstance(data.columns, pd.MultiIndex):
         data.columns = data.columns.droplevel(list(range(1, data.columns.nlevels)))
 
-    if isinstance(data.index, MultiIndex):
+    if isinstance(data.index, pd.MultiIndex):
         data.index = data.index.droplevel(list(range(1, data.index.nlevels)))
 
     data.index.name = None
@@ -168,7 +168,7 @@ def clean_data(data: DataFrame) -> DataFrame:
 
 
 def iterrows(
-    index: Index,
+    index: pd.Index,
     levels: int | str | Sequence[int | str] | None,
     offset: int = 0,
     padding: int = 0,
diff --git a/src/xlviews/dataframes/sheet_frame.py b/src/xlviews/dataframes/sheet_frame.py
index ec0368a..f6326ca 100644
--- a/src/xlviews/dataframes/sheet_frame.py
+++ b/src/xlviews/dataframes/sheet_frame.py
@@ -36,7 +36,7 @@ class SheetFrame:
 
     cell: RangeImpl
     sheet: Sheet
-    index: pd.Index
+    index: pd.Index[Any]
     columns: Index
     table: Table | None = None
 
@@ -187,9 +187,6 @@ def get_range(
             case None:
                 start = self.row + 1
                 end = start + len(self) - 1
-            case _:  # pyright: ignore[reportUnnecessaryComparison]
-                msg = f"invalid offset: {offset}"  # pyright: ignore[reportUnreachable]
-                raise ValueError(msg)
 
         if isinstance(columns, str):
             loc = self.get_loc(columns)
@@ -209,7 +206,7 @@ def iter_ranges(self, axis: Literal[0, 1] = 0) -> Iterator[Range]:
             for index in range(len(self.columns)):
                 yield Range((start, index + offset), (end, index + offset), self.sheet)
 
-        elif axis == 1:
+        else:
             start = self.column + self.index.nlevels
             end = start + len(self.columns) - 1
             offset = self.row + self.columns.nlevels
@@ -217,10 +214,6 @@ def iter_ranges(self, axis: Literal[0, 1] = 0) -> Iterator[Range]:
             for index in range(len(self)):
                 yield Range((index + offset, start), (index + offset, end), self.sheet)
 
-        else:
-            msg = "axis must be 0 or 1"  # pyright: ignore[reportUnreachable]
-            raise ValueError(msg)
-
     def add_column(
         self,
         column: str,
diff --git a/src/xlviews/dataframes/stats_frame.py b/src/xlviews/dataframes/stats_frame.py
index a766eeb..dd23f4d 100644
--- a/src/xlviews/dataframes/stats_frame.py
+++ b/src/xlviews/dataframes/stats_frame.py
@@ -1,5 +1,7 @@
 from __future__ import annotations
 
+from typing import TYPE_CHECKING
+
 import pandas as pd
 from pandas import DataFrame
 from xlwings.constants import Direction
@@ -13,6 +15,9 @@
 from .groupby import GroupBy
 from .sheet_frame import SheetFrame
 
+if TYPE_CHECKING:
+    from collections.abc import Hashable
+
 
 class StatsFrame(SheetFrame):
     @suspend_screen_updates
@@ -78,7 +83,7 @@ def get_func(func: str | list[str] | None) -> list[str]:
 
 def get_by(sf: SheetFrame, by: str | list[str] | None) -> list[str]:
     if not by:
-        return sf.index.names  # pyright: ignore[reportReturnType]
+        return [name for name in sf.index.names if isinstance(name, str)]
 
     return list(iter_columns(sf.index.names, by))
 
@@ -113,11 +118,7 @@ def has_header(sf: SheetFrame) -> bool:
     start = sf.cell.offset(-1)
     end = start.offset(0, sf.index.nlevels)
     value = sf.sheet.range(start, end).options(ndim=1).value
-
-    if not isinstance(value, list):
-        raise NotImplementedError
-
-    return any(value)  # pyright: ignore[reportUnknownArgumentType]
+    return any(value)
 
 
 def move_down(sf: SheetFrame, length: int) -> int:
@@ -134,10 +135,15 @@ def move_down(sf: SheetFrame, length: int) -> int:
 
 
 def set_style(sf: SheetFrame, parent: SheetFrame, func_column_name: str) -> None:
-    idx = [sf.column + i for i in range(sf.index.nlevels + len(sf.columns))]
 
+    def get_number_format(column: Hashable | None) -> str | None:
+        if isinstance(column, str):
+            return parent.get_number_format(column)
+        return None
+
+    idx = [sf.column + i for i in range(sf.index.nlevels + len(sf.columns))]
     columns = (*parent.index.names, *parent.columns)
-    formats = [None, *[parent.get_number_format(column) for column in columns]]  # pyright: ignore[reportArgumentType]
+    formats = [None, *[get_number_format(column) for column in columns]]
 
     for (func,), rows in sf.groupby(func_column_name).items():
         for col, fmt in zip(idx, formats, strict=True):
diff --git a/src/xlviews/dataframes/table.py b/src/xlviews/dataframes/table.py
index c2d5727..e4ae8ae 100644
--- a/src/xlviews/dataframes/table.py
+++ b/src/xlviews/dataframes/table.py
@@ -74,12 +74,7 @@ def const_header(self) -> Range:
 
     @property
     def columns(self) -> list[str]:
-        names = self.header.value
-
-        if not isinstance(names, list):
-            raise NotImplementedError
-
-        return [name or "" for name in names]  # pyright: ignore[reportUnknownVariableType]
+        return [str(name) if name is not None else "" for name in self.header.value]
 
     def add_const_header(
         self,
diff --git a/src/xlviews/figure/grid.py b/src/xlviews/figure/grid.py
index 7bb8f80..247e4ee 100644
--- a/src/xlviews/figure/grid.py
+++ b/src/xlviews/figure/grid.py
@@ -1,10 +1,9 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, overload
+from typing import TYPE_CHECKING, Literal, overload
 
 if TYPE_CHECKING:
     from collections.abc import Iterator
-    from typing import Literal
 
     from xlviews.chart.axes import Axes
 
@@ -23,14 +22,7 @@ def __init__(
             self.axes = ax
             return
 
-        if axis == 0:
-            series = Grid(ax, 1, n)[0, :]
-        elif axis == 1:
-            series = Grid(ax, n, 1)[:, 0]
-        else:
-            msg = f"Invalid axis: {axis}"
-            raise ValueError(msg)
-
+        series = Grid(ax, 1, n)[0, :] if axis == 0 else Grid(ax, n, 1)[:, 0]
         self.axes = list(series)
 
     @overload
@@ -43,17 +35,13 @@ def __getitem__(self, key: int | slice) -> Axes | Series:
         if isinstance(key, int):
             return self.axes[key]
 
-        if isinstance(key, slice):
-            return Series(self.axes[key])
-
-        msg = f"Invalid key: {key}"
-        raise ValueError(msg)
+        return Series(self.axes[key])
 
     def __len__(self) -> int:
         return len(self.axes)
 
     def __iter__(self) -> Iterator[Axes]:
-        return iter(self.axes)
+        yield from self.axes
 
 
 class Grid:
@@ -74,9 +62,9 @@ def __init__(
         width = ax.chart.width
         height = ax.chart.height
 
-        axes = []
+        axes: list[list[Axes]] = []
         for r in range(nrows):
-            row = []
+            row: list[Axes] = []
             for c in range(ncols):
                 if r == 0 and c == 0:
                     row.append(ax)
@@ -107,11 +95,14 @@ def __getitem__(self, key: tuple[int, slice]) -> Series: ...
     @overload
     def __getitem__(self, key: tuple[slice, slice]) -> Grid: ...
 
-    def __getitem__(self, key: int | tuple) -> Axes | Series | Grid:
+    def __getitem__(
+        self,
+        key: int | tuple[int | slice, int | slice],
+    ) -> Axes | Series | Grid:
         if isinstance(key, int):
             return Series(self.axes[key])
 
-        if isinstance(key, tuple) and len(key) == 2:
+        if len(key) == 2:
             r, c = key
             if isinstance(r, int) and isinstance(c, int):
                 return self.axes[r][c]
diff --git a/src/xlviews/figure/palette.py b/src/xlviews/figure/palette.py
index ebec7e9..9d47f33 100644
--- a/src/xlviews/figure/palette.py
+++ b/src/xlviews/figure/palette.py
@@ -216,15 +216,15 @@ def get_palette[T](
     return cls(data, columns)
 
 
-def get_marker_palette[T](
+def get_marker_palette(
     data: DataFrame,
-    marker: PaletteStyle[T] | None,
-) -> MarkerPalette | FunctionPalette[T] | None:
+    marker: PaletteStyle[str] | None,
+) -> MarkerPalette | FunctionPalette[str] | None:
     return get_palette(MarkerPalette, data, marker)
 
 
-def get_color_palette[T](
+def get_color_palette(
     data: DataFrame,
-    color: PaletteStyle[T] | None,
-) -> ColorPalette | FunctionPalette[T] | None:
+    color: PaletteStyle[str] | None,
+) -> ColorPalette | FunctionPalette[str] | None:
     return get_palette(ColorPalette, data, color)
diff --git a/src/xlviews/figure/plot.py b/src/xlviews/figure/plot.py
index 4f792bd..136af70 100644
--- a/src/xlviews/figure/plot.py
+++ b/src/xlviews/figure/plot.py
@@ -5,12 +5,12 @@
 from typing import TYPE_CHECKING, Any, Self
 
 import pandas as pd
-from pandas import DataFrame, Index
+from pandas import DataFrame
 
 from .palette import PaletteStyle, get_color_palette, get_marker_palette
 
 if TYPE_CHECKING:
-    from collections.abc import Iterator, Sequence
+    from collections.abc import Iterator
 
     from xlviews.chart.axes import Axes
     from xlviews.chart.series import Series
@@ -40,30 +40,29 @@ def add(
         y: str | list[str],
         chart_type: int | None = None,
     ) -> Self:
-
         xs = x if isinstance(x, list) else [x]
         ys = y if isinstance(y, list) else [y]
 
         for x_, y_ in product(xs, ys):
             for idx, s in self.data.iterrows():
                 series = self.axes.add_series(s[x_], s[y_], chart_type=chart_type)
-                index = idx if isinstance(idx, tuple) else (idx,)  # pyright: ignore[reportUnknownVariableType]
-                self.index.append(index)  # pyright: ignore[reportUnknownArgumentType]
+                index: tuple[Hashable, ...] = idx if isinstance(idx, tuple) else (idx,)  # pyright: ignore[reportUnknownVariableType]
+                self.index.append(index)
                 self.series_collection.append(series)
 
         return self
 
-    def keys(self) -> Iterator[dict[str, Hashable]]:
+    def keys(self) -> Iterator[dict[Hashable | None, Hashable]]:
         names = self.data.index.names
 
         for index in self.index:
-            yield dict(zip(names, index, strict=True))  # pyright: ignore[reportReturnType]
+            yield dict(zip(names, index, strict=True))
 
-    def set[T](
+    def set(
         self,
         label: Label | None = None,
-        marker: PaletteStyle[T] | None = None,
-        color: PaletteStyle[T] | None = None,
+        marker: PaletteStyle[str] | None = None,
+        color: PaletteStyle[str] | None = None,
         alpha: float | None = None,
         weight: float | None = None,
         size: int | None = None,
@@ -112,26 +111,20 @@ def facet(
                 yield key, cls(axes_, sub)
 
 
-def get_label(label: Label, key: dict[str, Hashable]) -> str:
-    if isinstance(label, str):
-        return label.format(**key)
-
-    if callable(label):
-        return label(key)
-
-    msg = f"Invalid label: {label}"  # pyright: ignore[reportUnreachable]
-    raise ValueError(msg)
+def get_label(label: Label, key: dict[Hashable | None, Hashable]) -> str:
+    key_ = {k: v for k, v in key.items() if isinstance(k, str)}
+    return label(key_) if callable(label) else label.format(**key_)
 
 
 def iterrows(
-    index: Index,
-    levels: int | str | Sequence[int | str] | None,
+    index: pd.Index[Any],
+    levels: str | list[str] | None,
 ) -> Iterator[dict[str, Any]]:
     if levels is None:
         yield {}
         return
 
-    if isinstance(levels, int | str):
+    if isinstance(levels, str):
         levels = [levels]
 
     if levels:
diff --git a/src/xlviews/testing/__init__.py b/src/xlviews/testing/__init__.py
index d0ca63c..e12e636 100644
--- a/src/xlviews/testing/__init__.py
+++ b/src/xlviews/testing/__init__.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 from .common import (
     FrameContainer,
     create_sheet,
diff --git a/src/xlviews/testing/chart.py b/src/xlviews/testing/chart.py
index 9dc35cf..4f534b0 100644
--- a/src/xlviews/testing/chart.py
+++ b/src/xlviews/testing/chart.py
@@ -55,7 +55,7 @@ def dataframe(cls) -> DataFrame:
     ax = Axes(chart_type=ChartType.xlXYScatterLinesNoMarkers)
     df = sf.groupby(["b", "c"]).agg(include_sheetname=True)
     for key, s in df.iterrows():
-        x = ax.add_series(s["x"], s["y"], label=f"{key[0]}_{key[1]}")  # type: ignore
+        x = ax.add_series(s["x"], s["y"], label=f"{key}")
         x.set(marker="o")
 
     ax.set(
diff --git a/src/xlviews/testing/common.py b/src/xlviews/testing/common.py
index 9487a18..00c6ae7 100644
--- a/src/xlviews/testing/common.py
+++ b/src/xlviews/testing/common.py
@@ -69,7 +69,7 @@ def __init__(
         row: int = 0,
         column: int = 0,
         style: bool = False,
-        **kwargs,
+        **kwargs: Any,
     ) -> None:
         self.df = self.dataframe()
         self.row = row or self.row
@@ -84,7 +84,7 @@ def __init__(
         )
         self.init()
 
-    def kwargs(self, **kwargs) -> dict[str, Any]:
+    def kwargs(self, **kwargs: Any) -> dict[str, Any]:  # noqa: PLR6301
         return kwargs
 
     def init(self) -> None:
diff --git a/src/xlviews/testing/figure/facet.py b/src/xlviews/testing/figure/facet.py
index 35a927e..86e1959 100644
--- a/src/xlviews/testing/figure/facet.py
+++ b/src/xlviews/testing/figure/facet.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 from xlviews.chart.axes import Axes
 from xlviews.figure.palette import get_color_palette, get_marker_palette
@@ -10,7 +10,6 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterator
-    from typing import Any
 
     from xlviews.dataframes.sheet_frame import SheetFrame
 
diff --git a/src/xlviews/testing/heat_frame/common.py b/src/xlviews/testing/heat_frame/common.py
index 1f2bae4..e1d6894 100644
--- a/src/xlviews/testing/heat_frame/common.py
+++ b/src/xlviews/testing/heat_frame/common.py
@@ -27,5 +27,5 @@ def init(self) -> None:
         self.sf.autofit()
 
     @classmethod
-    def dataframe(cls, sf: SheetFrame) -> DataFrame:
+    def dataframe(cls, sf: SheetFrame) -> DataFrame:  # pyright: ignore[reportUnusedParameter]
         raise NotImplementedError
diff --git a/src/xlviews/testing/heat_frame/facet.py b/src/xlviews/testing/heat_frame/facet.py
index 9cc78fc..86b1c9f 100644
--- a/src/xlviews/testing/heat_frame/facet.py
+++ b/src/xlviews/testing/heat_frame/facet.py
@@ -1,15 +1,15 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 from xlviews.core.range import Range
-from xlviews.dataframes.heat_frame import Colorbar, HeatFrame
+from xlviews.dataframes.colorbar import Colorbar
+from xlviews.dataframes.heat_frame import HeatFrame
 from xlviews.testing.common import create_sheet
 from xlviews.testing.sheet_frame.pivot import Pivot
 
 if TYPE_CHECKING:
     from collections.abc import Hashable, Iterator
-    from typing import Any
 
     from xlviews.dataframes.sheet_frame import SheetFrame
 
diff --git a/src/xlviews/testing/heat_frame/facet_agg.py b/src/xlviews/testing/heat_frame/facet_agg.py
index b81eea7..7c10fc0 100644
--- a/src/xlviews/testing/heat_frame/facet_agg.py
+++ b/src/xlviews/testing/heat_frame/facet_agg.py
@@ -1,15 +1,15 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 from xlviews.core.range import Range
-from xlviews.dataframes.heat_frame import Colorbar, HeatFrame
+from xlviews.dataframes.colorbar import Colorbar
+from xlviews.dataframes.heat_frame import HeatFrame
 from xlviews.testing.common import create_sheet
 from xlviews.testing.sheet_frame.pivot import Pivot
 
 if TYPE_CHECKING:
     from collections.abc import Hashable, Iterator
-    from typing import Any
 
     from xlviews.dataframes.sheet_frame import SheetFrame
 
diff --git a/src/xlviews/testing/heat_frame/pair.py b/src/xlviews/testing/heat_frame/pair.py
index e0627f3..88ad034 100644
--- a/src/xlviews/testing/heat_frame/pair.py
+++ b/src/xlviews/testing/heat_frame/pair.py
@@ -1,15 +1,15 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, Literal
 
 from xlviews.core.range import Range
-from xlviews.dataframes.heat_frame import Colorbar, HeatFrame
+from xlviews.dataframes.colorbar import Colorbar
+from xlviews.dataframes.heat_frame import HeatFrame
 from xlviews.testing.common import create_sheet
 from xlviews.testing.sheet_frame.pivot import Pivot
 
 if TYPE_CHECKING:
     from collections.abc import Hashable, Iterator
-    from typing import Any, Literal
 
     from xlviews.dataframes.sheet_frame import SheetFrame
 
diff --git a/src/xlviews/testing/sheet_frame/pivot.py b/src/xlviews/testing/sheet_frame/pivot.py
index 832770f..7386616 100644
--- a/src/xlviews/testing/sheet_frame/pivot.py
+++ b/src/xlviews/testing/sheet_frame/pivot.py
@@ -27,7 +27,7 @@ class MultiIndex(FrameContainer):
     def dataframe(cls) -> DataFrame:
         df = Base.dataframe().reset_index()
 
-        dfs = []
+        dfs: list[DataFrame] = []
         for x in range(1, 4):
             for y in range(1, 5):
                 a = df.copy()
@@ -52,7 +52,7 @@ def dataframe(cls) -> DataFrame:
         for a, b in [(2, 1), (3, 3), (4, 1), (4, 3)]:
             df = df[~((df["Y"] == a) & (df["y"] == b))]
 
-        dfs = []
+        dfs: list[DataFrame] = []
         for x in range(1, 3):
             for y in range(1, 4):
                 if x == 1 and y == 3:
diff --git a/src/xlviews/utils.py b/src/xlviews/utils.py
index 907f5a7..9e8b17e 100644
--- a/src/xlviews/utils.py
+++ b/src/xlviews/utils.py
@@ -4,8 +4,8 @@
 from typing import TYPE_CHECKING, Any
 
 import xlwings
+import xlwings.constants
 from pandas import DataFrame, Series
-from xlwings.constants import DVType, FormatConditionOperator
 
 if TYPE_CHECKING:
     from collections.abc import Callable, Iterable, Iterator
@@ -38,7 +38,7 @@ def constant(type_: str, name: str | None = None) -> int:
     if not name.startswith("xl"):
         name = "xl" + name[0].upper() + name[1:]
 
-    type_ = getattr(xlwings.constants, type_)  # pyright: ignore[reportUnknownMemberType, reportUnknownArgumentType, reportAttributeAccessIssue]
+    type_ = getattr(xlwings.constants, type_)
 
     return getattr(type_, name)
 
@@ -113,8 +113,8 @@ def add_validate_list(
     if default:
         rng.value = default
 
-    type_ = DVType.xlValidateList
-    operator = FormatConditionOperator.xlEqual
+    type_ = xlwings.constants.DVType.xlValidateList
+    operator = xlwings.constants.FormatConditionOperator.xlEqual
     formula = ",".join(map(str, value))
 
     rng.api.Validation.Add(Type=type_, Operator=operator, Formula1=formula)

From 4d9cf189553fd778499acd1b4621adc09c58f7b1 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sat, 7 Feb 2026 18:17:18 +0900
Subject: [PATCH 21/40] Update stubs

---
 typings/xlwings/__init__.pyi | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index b2458ab..e43d23e 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -63,6 +63,7 @@ class Sheet:
     def api(self) -> Any: ...
     @property
     def impl(self) -> Any: ...
+    def __getitem__(self, item: Any) -> Range: ...
     @property
     def name(self) -> str: ...
     @name.setter
@@ -76,6 +77,7 @@ class Sheet:
     def book(self) -> Book: ...
     @property
     def charts(self) -> Charts: ...
+    def delete(self) -> None: ...
 
 class Chart:
     @property
@@ -122,6 +124,7 @@ class Book:
     def app(self) -> App: ...
     @property
     def sheets(self) -> Sheets: ...
+    def close(self) -> None: ...
 
 class App:
     def __init__(self, visible: bool | None = None) -> None: ...
@@ -155,6 +158,7 @@ class Apps:
 class Books:
     @property
     def active(self) -> Book: ...
+    def add(self) -> Book: ...
 
 class Sheets:
     @property

From 0da23e193bd006851a4cd5db06d36d26dedb41dd Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 06:07:31 +0900
Subject: [PATCH 22/40] Update stub

---
 typings/pytest_benchmark/fixture.pyi | 9 +++++++++
 1 file changed, 9 insertions(+)
 create mode 100644 typings/pytest_benchmark/fixture.pyi

diff --git a/typings/pytest_benchmark/fixture.pyi b/typings/pytest_benchmark/fixture.pyi
new file mode 100644
index 0000000..dac0736
--- /dev/null
+++ b/typings/pytest_benchmark/fixture.pyi
@@ -0,0 +1,9 @@
+from collections.abc import Callable
+
+class BenchmarkFixture:
+    def __call__[**P, R](
+        self,
+        function_to_benchmark: Callable[P, R],
+        *args: P.args,
+        **kwargs: P.kwargs,
+    ) -> R: ...

From 4d9474c3d9267cacf0cb2f34e25b9acefece98cf Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 06:12:51 +0900
Subject: [PATCH 23/40] fix benchmark

---
 tests/benchmark/test_address.py     | 35 +++++++++++++++++++++--------
 tests/benchmark/test_sheet_frame.py | 34 +++++++++++++++++++++++-----
 2 files changed, 54 insertions(+), 15 deletions(-)

diff --git a/tests/benchmark/test_address.py b/tests/benchmark/test_address.py
index aebdec9..3c33127 100644
--- a/tests/benchmark/test_address.py
+++ b/tests/benchmark/test_address.py
@@ -1,21 +1,28 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
 from pandas import DataFrame
-from xlwings import Range as RangeImpl
-from xlwings import Sheet
 
 from xlviews.core.range import Range
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from pytest_benchmark.fixture import BenchmarkFixture
+    from xlwings import Range as RangeImpl
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
 @pytest.fixture(
     scope="module",
     params=[(10, 10), (20, 10), (50, 10), (500, 500)],
-    ids=lambda x: str(x),
+    ids=str,
 )
-def shape(request: pytest.FixtureRequest):
+def shape(request: pytest.FixtureRequest) -> tuple[int, int]:
     return request.param
 
 
@@ -32,23 +39,33 @@ def rng(shape: tuple[int, int], sheet_module: Sheet):
 
 
 @pytest.mark.slow
-def test_address_impl(benchmark, rng_impl: RangeImpl, rng: Range, shape):
+def test_address_impl(
+    benchmark: BenchmarkFixture,
+    rng_impl: RangeImpl,
+    rng: Range,
+    shape: tuple[int, int],
+):
     x = benchmark(lambda: [r.get_address() for r in rng_impl])
+    assert isinstance(x, list)
     assert len(x) == shape[0] * shape[1]
     assert x == list(rng.iter_addresses())
 
 
-def test_address(benchmark, rng: Range, shape):
+def test_address(benchmark: BenchmarkFixture, rng: Range, shape: tuple[int, int]):
     x = benchmark(lambda: list(rng.iter_addresses()))
     assert len(x) == shape[0] * shape[1]
 
 
-def test_address_frame(benchmark, rng: Range, shape):
-    x = benchmark(lambda: rng.frame.get_address())
+def test_address_frame(benchmark: BenchmarkFixture, rng: Range, shape: tuple[int, int]):
+    x = benchmark(rng.frame.get_address)
     assert x.shape == (shape[0], shape[1])
 
 
-def test_address_iter_frame(benchmark, rng: Range, shape):
+def test_address_iter_frame(
+    benchmark: BenchmarkFixture,
+    rng: Range,
+    shape: tuple[int, int],
+):
     def f():
         x = np.array(list(rng.iter_addresses())).reshape(shape[0], shape[1])
         return DataFrame(x)
diff --git a/tests/benchmark/test_sheet_frame.py b/tests/benchmark/test_sheet_frame.py
index 4a349d7..d5cc5d7 100644
--- a/tests/benchmark/test_sheet_frame.py
+++ b/tests/benchmark/test_sheet_frame.py
@@ -1,13 +1,20 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Literal
+
 import numpy as np
 import pytest
 from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews.core.address import index_to_column_name
 from xlviews.dataframes.groupby import GroupBy
 from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from pytest_benchmark.fixture import BenchmarkFixture
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -23,7 +30,12 @@ def create_sheet_frame(df: DataFrame, sheet: Sheet) -> SheetFrame:
 
 
 @pytest.mark.parametrize(("rows", "columns"), [(10, 20), (100, 100), (1000, 100)])
-def test_create_sheet_frame(benchmark, sheet: Sheet, rows: int, columns: int):
+def test_create_sheet_frame(
+    benchmark: BenchmarkFixture,
+    sheet: Sheet,
+    rows: int,
+    columns: int,
+):
     df = create_data_frame(rows, columns)
     sf = benchmark(create_sheet_frame, df, sheet)
     assert isinstance(sf, SheetFrame)
@@ -57,24 +69,34 @@ def columns(request: pytest.FixtureRequest):
 
 
 @pytest.mark.parametrize("axis", [0, 1])
-def test_ranges(benchmark, sf: SheetFrame, shape, axis):
+def test_ranges(
+    benchmark: BenchmarkFixture,
+    sf: SheetFrame,
+    shape: tuple[int, int],
+    axis: Literal[0, 1],
+):
     x = benchmark(lambda: list(sf.iter_ranges(axis)))
     assert len(x) == shape[1 - axis] - 10 * (1 - axis)
 
 
-def test_agg(benchmark, sf: SheetFrame, columns):
+def test_agg(benchmark: BenchmarkFixture, sf: SheetFrame, columns: list[str]):
     x = benchmark(lambda: sf.agg(["sum", "count"], columns))
     assert isinstance(x, DataFrame)
     assert x.shape == (2, len(columns))
 
 
-def test_groupby(benchmark, sf: SheetFrame, columns):
+def test_groupby(benchmark: BenchmarkFixture, sf: SheetFrame, columns: list[str]):
     x = benchmark(lambda: sf.groupby(columns))
     assert isinstance(x, GroupBy)
     assert len(x) == len(sf)
 
 
-def test_groupby_agg(benchmark, sf: SheetFrame, columns, shape):
+def test_groupby_agg(
+    benchmark: BenchmarkFixture,
+    sf: SheetFrame,
+    columns: list[str],
+    shape: tuple[int, int],
+):
     x = benchmark(lambda: sf.groupby(columns).agg(["sum", "count"]))
     assert isinstance(x, DataFrame)
     assert x.shape == (len(sf), 2 * (shape[1] - 10))

From ad2d63e09acb70ca382863caed54abc2489ee131 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 06:13:42 +0900
Subject: [PATCH 24/40] fix top level tests

---
 tests/conftest.py    |   6 ++-
 tests/test_colors.py |  12 ++---
 tests/test_config.py |   6 +--
 tests/test_style.py  | 104 ++++++++++++++++++++++---------------------
 tests/test_utils.py  |  18 ++++----
 5 files changed, 75 insertions(+), 71 deletions(-)

diff --git a/tests/conftest.py b/tests/conftest.py
index cfd1573..d417346 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,7 +1,11 @@
+from __future__ import annotations
+
 import pytest
 import xlwings
 from xlwings import App, Book
 
+from xlviews.style import hide_gridlines
+
 
 @pytest.fixture(scope="session")
 def app():
@@ -20,8 +24,6 @@ def book(app: App):
 
 @pytest.fixture(scope="module")
 def sheet_module(book: Book):
-    from xlviews.style import hide_gridlines
-
     sheet = book.sheets.add()
     hide_gridlines(sheet)
 
diff --git a/tests/test_colors.py b/tests/test_colors.py
index 25ef365..00b21af 100644
--- a/tests/test_colors.py
+++ b/tests/test_colors.py
@@ -1,5 +1,9 @@
+from __future__ import annotations
+
 import pytest
 
+from xlviews.colors import rgb
+
 
 @pytest.mark.parametrize(
     ("name", "color"),
@@ -18,17 +22,13 @@
         (100, 100),
     ],
 )
-def test_rgb(name, color):
-    from xlviews.colors import rgb
-
+def test_rgb(name: str | int | tuple[int, int, int], color: int):
     assert rgb(name) == color
     if isinstance(name, tuple):
         assert rgb(*name) == color
 
 
 @pytest.mark.parametrize("name", ["invalid", (1, "x", "y")])
-def test_rgb_error(name):
-    from xlviews.colors import rgb
-
+def test_rgb_error(name: str):
     with pytest.raises(ValueError, match="Invalid color format"):
         rgb(name)
diff --git a/tests/test_config.py b/tests/test_config.py
index e864201..a148ec0 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -1,11 +1,11 @@
+from __future__ import annotations
+
 import pytest
 
-from xlviews.config import rcParams
+from xlviews.config import CONFIG_FILE, rcParams
 
 
 def test_config_file():
-    from xlviews.config import CONFIG_FILE
-
     assert CONFIG_FILE.exists()
 
 
diff --git a/tests/test_style.py b/tests/test_style.py
index f1d25a4..4f611d2 100644
--- a/tests/test_style.py
+++ b/tests/test_style.py
@@ -1,21 +1,52 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 from xlwings.constants import BordersIndex
 
 from xlviews.config import rcParams
 from xlviews.core.range import Range
+from xlviews.core.range_collection import RangeCollection
+from xlviews.style import (
+    hide_gridlines,
+    hide_succession,
+    hide_unique,
+    set_alignment,
+    set_banding,
+    set_border,
+    set_border_edge,
+    set_border_inside,
+    set_border_line,
+    set_fill,
+    set_font,
+    set_number_format,
+)
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+    from xlwings import Range as RangeImpl
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
 @pytest.mark.parametrize(("index", "value"), [("Vertical", 11), ("Horizontal", 12)])
-def test_border_index(index, value):
+def test_border_index(index: str, value: int):
     assert getattr(BordersIndex, f"xlInside{index}") == value
 
 
-@pytest.fixture(params=[lambda x: x, Range.from_range], ids=["RangeImpl", "Range"])
-def cls(request: pytest.FixtureRequest):
+type Cls = Callable[[RangeImpl], RangeImpl | Range]
+
+
+def identity(x: RangeImpl) -> RangeImpl:
+    return x
+
+
+@pytest.fixture(params=[identity, Range.from_range], ids=["RangeImpl", "Range"])
+def cls(request: pytest.FixtureRequest) -> Cls:
     return request.param
 
 
@@ -23,9 +54,12 @@ def cls(request: pytest.FixtureRequest):
     ("weight", "value"),
     [((1, 2, 3, 4), (1, 2, -4138, 4)), (2, (2, 2, 2, 2))],
 )
-def test_border_edge(weight, value, cls, sheet: Sheet):
-    from xlviews.style import set_border_edge
-
+def test_border_edge(
+    weight: tuple[int, int, int, int] | int,
+    value: tuple[int, int, int, int],
+    cls: Cls,
+    sheet: Sheet,
+):
     set_border_edge(cls(sheet["C3:E5"]), weight, color="red")
     assert sheet["B3:C5"].api.Borders(11).Weight == value[0]
     assert sheet["B3:C5"].api.Borders(11).Color == 255
@@ -37,9 +71,7 @@ def test_border_edge(weight, value, cls, sheet: Sheet):
     assert sheet["C5:E6"].api.Borders(12).Color == 255
 
 
-def test_border_inside(cls, sheet: Sheet):
-    from xlviews.style import set_border_inside
-
+def test_border_inside(cls: Cls, sheet: Sheet):
     set_border_inside(cls(sheet["C3:E5"]), weight=2, color="red")
     assert sheet["C3:E5"].api.Borders(11).Weight == 2
     assert sheet["C3:E5"].api.Borders(11).Color == 255
@@ -47,32 +79,24 @@ def test_border_inside(cls, sheet: Sheet):
     assert sheet["C3:E5"].api.Borders(12).Color == 255
 
 
-def test_border(cls, sheet: Sheet):
-    from xlviews.style import set_border
-
+def test_border(cls: Cls, sheet: Sheet):
     set_border(cls(sheet["C3:E5"]), edge_weight=2, inside_weight=1)
     assert sheet["B3:C5"].api.Borders(11).Weight == 2
     assert sheet["C3:E5"].api.Borders(11).Weight == 1
 
 
-def test_border_zero(cls, sheet: Sheet):
-    from xlviews.style import set_border_line
-
+def test_border_zero(cls: Cls, sheet: Sheet):
     set_border_line(cls(sheet["C3:D5"]), "xlInsideVertical", weight=0, color="red")
     assert sheet["C3:D5"].api.Borders(11).Weight == 2
     assert sheet["C3:D5"].api.Borders(12).Weight == 2
 
 
-def test_fill(cls, sheet: Sheet):
-    from xlviews.style import set_fill
-
+def test_fill(cls: Cls, sheet: Sheet):
     set_fill(cls(sheet["C3:E5"]), color="pink")
     assert sheet["C3:E5"].api.Interior.Color == 13353215
 
 
-def test_font(cls, sheet: Sheet):
-    from xlviews.style import set_font
-
+def test_font(cls: Cls, sheet: Sheet):
     rng = cls(sheet["C3"])
     rng.value = "abc"
     set_font(rng, "Times", size=24, bold=True, italic=True, color="green")
@@ -84,9 +108,6 @@ def test_font(cls, sheet: Sheet):
 
 
 def test_font_collection(sheet: Sheet):
-    from xlviews.core.range_collection import RangeCollection
-    from xlviews.style import set_font
-
     rc = RangeCollection([(2, 3), (6, 7)], 2, sheet)
     set_font(rc, "Times", size=24, bold=True, italic=True, color="green")
 
@@ -103,9 +124,7 @@ def test_font_collection(sheet: Sheet):
         assert rng.api.Font.Size != 24
 
 
-def test_font_without_name(cls, sheet: Sheet):
-    from xlviews.style import set_font
-
+def test_font_without_name(cls: Cls, sheet: Sheet):
     rng = cls(sheet["C3"])
     rng.value = "abc"
     set_font(rng)
@@ -116,9 +135,7 @@ def test_font_without_name(cls, sheet: Sheet):
     ("align", "value"),
     [("right", -4152), ("left", -4131), ("center", -4108)],
 )
-def test_alignment_horizontal(align, value, cls, sheet: Sheet):
-    from xlviews.style import set_alignment
-
+def test_alignment_horizontal(align: str, value: int, cls: Cls, sheet: Sheet):
     rng = cls(sheet["C3"])
     rng.value = "a"
     set_alignment(rng, horizontal_alignment=align)
@@ -129,27 +146,20 @@ def test_alignment_horizontal(align, value, cls, sheet: Sheet):
     ("align", "value"),
     [("top", -4160), ("bottom", -4107), ("center", -4108)],
 )
-def test_alignment_vertical(align, value, cls, sheet: Sheet):
-    from xlviews.style import set_alignment
-
+def test_alignment_vertical(align: str, value: int, cls: Cls, sheet: Sheet):
     rng = cls(sheet["C3"])
     rng.value = "a"
     set_alignment(rng, vertical_alignment=align)
     assert rng.api.VerticalAlignment == value
 
 
-def test_number_format(cls, sheet: Sheet):
-    from xlviews.style import set_number_format
-
+def test_number_format(cls: Cls, sheet: Sheet):
     rng = cls(sheet["C3"])
     set_number_format(rng, "0.0%")
     assert rng.api.NumberFormat == "0.0%"
 
 
 def test_number_format_collection(sheet: Sheet):
-    from xlviews.core.range_collection import RangeCollection
-    from xlviews.style import set_number_format
-
     rc = RangeCollection([(2, 3), (6, 7)], 3, sheet)
     set_number_format(rc, "0.0%")
 
@@ -166,18 +176,14 @@ def test_number_format_collection(sheet: Sheet):
     ("axis", "even_color", "odd_color"),
     [(0, 100, 200), (1, 300, 400)],
 )
-def test_banding(axis, even_color, odd_color, cls, sheet: Sheet):
-    from xlviews.style import set_banding
-
+def test_banding(axis: int, even_color: int, odd_color: int, cls: Cls, sheet: Sheet):
     rng = cls(sheet["C3:F6"])
     set_banding(rng, axis, even_color, odd_color)
     assert rng.api.FormatConditions(1).Interior.Color == even_color
     assert rng.api.FormatConditions(2).Interior.Color == odd_color
 
 
-def test_hide_succession(cls, sheet: Sheet):
-    from xlviews.style import hide_succession
-
+def test_hide_succession(cls: Cls, sheet: Sheet):
     rng = sheet["C3:C8"]
     rng.options(transpose=True).value = [1, 1, 2, 2, 3, 3]
     rng = sheet["D3:D8"]
@@ -187,9 +193,7 @@ def test_hide_succession(cls, sheet: Sheet):
     assert rng.api.FormatConditions(1).Font.Color == 255
 
 
-def test_hide_unique(cls, sheet: Sheet):
-    from xlviews.style import hide_unique
-
+def test_hide_unique(cls: Cls, sheet: Sheet):
     rng = sheet["C3:C8"]
     rng.options(transpose=True).value = [1, 1, 2, 2, 3, 3]
     rng = sheet["D3:D8"]
@@ -201,7 +205,5 @@ def test_hide_unique(cls, sheet: Sheet):
 
 
 def test_hide_gridlines(sheet: Sheet):
-    from xlviews.style import hide_gridlines
-
     hide_gridlines(sheet)
     assert sheet.book.app.api.ActiveWindow.DisplayGridlines is False
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 4a8a919..7044810 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -1,8 +1,15 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews.testing import is_app_available
+from xlviews.utils import add_validate_list, constant, iter_columns
+
+if TYPE_CHECKING:
+    from xlwings import Sheet
 
 
 @pytest.mark.parametrize(
@@ -19,8 +26,6 @@
     ],
 )
 def test_constant(name: str, value: int):
-    from xlviews.utils import constant
-
     assert constant(name) == value
     assert constant(*name.split(".")) == value
 
@@ -34,21 +39,16 @@ def test_constant(name: str, value: int):
         (["::B", "C"], ["A", "C"]),
     ],
 )
-def test_iter_columns(columns, lst):
-    from xlviews.utils import iter_columns
-
+def test_iter_columns(columns: str | list[str], lst: list[str]):
     df = DataFrame([[1, 2, 3], [4, 5, 6], [7, 8, 9]], columns=["A", "B", "C"])
     assert list(iter_columns(df, columns)) == lst
 
 
 @pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 def test_validate_list(sheet: Sheet):
-    from xlviews.utils import add_validate_list
-
     rng = sheet.range("a1")
     add_validate_list(rng, [1, 2, 3], 2)
     assert rng.value == 2
-
     assert rng.api.Validation.Type == 3
     assert rng.api.Validation.Operator == 3
     assert rng.api.Validation.Formula1 == "1,2,3"

From 00b498deb15d6b072ddb44693addffe8af20937a Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 06:26:27 +0900
Subject: [PATCH 25/40] tests/core

---
 tests/core/test_address.py          |  5 +--
 tests/core/test_formula.py          | 48 ++++++++++++++---------------
 tests/core/test_index.py            |  4 ++-
 tests/core/test_range.py            | 46 +++++++++++++++++++--------
 tests/core/test_range_collection.py | 22 +++++++++++--
 5 files changed, 83 insertions(+), 42 deletions(-)

diff --git a/tests/core/test_address.py b/tests/core/test_address.py
index 58a7e4f..072adac 100644
--- a/tests/core/test_address.py
+++ b/tests/core/test_address.py
@@ -1,5 +1,8 @@
+from __future__ import annotations
+
 import pytest
 
+from xlviews.core.address import column_name_to_index, index_to_column_name
 from xlviews.testing import is_app_available
 
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
@@ -7,6 +10,4 @@
 
 @pytest.mark.parametrize("index", range(1, 1000, 50))
 def test_column_name(index: int):
-    from xlviews.core.address import column_name_to_index, index_to_column_name
-
     assert column_name_to_index(index_to_column_name(index)) == index
diff --git a/tests/core/test_formula.py b/tests/core/test_formula.py
index 9cc9933..a0194ad 100644
--- a/tests/core/test_formula.py
+++ b/tests/core/test_formula.py
@@ -1,10 +1,14 @@
+from __future__ import annotations
+
+from collections.abc import Callable
+
 import numpy as np
 import pytest
 from pandas import DataFrame
 from xlwings import Range as RangeImpl
 from xlwings import Sheet
 
-from xlviews.core.formula import NONCONST_VALUE
+from xlviews.core.formula import NONCONST_VALUE, aggregate, const
 from xlviews.core.range import Range
 from xlviews.testing import is_app_available
 
@@ -35,7 +39,7 @@ def test_range_address(rng: Range | RangeImpl):
 def column(rng: Range | RangeImpl):
     start = rng[0].offset(1)
     end = start.offset(3)
-    return rng.__class__((start.row, start.column), (end.row, end.column))
+    return rng.__class__((start.row, start.column), (end.row, end.column))  # pyright: ignore[reportCallIssue]
 
 
 def test_column(column: Range | RangeImpl):
@@ -47,7 +51,7 @@ def const_header(rng: Range | RangeImpl):
     start = (rng[0].row, rng[0].column)
     rng_impl = rng if isinstance(rng, RangeImpl) else rng.impl
     end = rng_impl[0].expand("right")
-    return rng.__class__(start, (end[-1].row, end[-1].column)).offset(-1)
+    return rng.__class__(start, (end[-1].row, end[-1].column)).offset(-1)  # pyright: ignore[reportCallIssue]
 
 
 def test_header(const_header: Range | RangeImpl):
@@ -55,9 +59,12 @@ def test_header(const_header: Range | RangeImpl):
 
 
 @pytest.mark.parametrize(("k", "value"), [(0, 1), (1, NONCONST_VALUE), (2, 4)])
-def test_const(column: Range | RangeImpl, const_header: Range | RangeImpl, k, value):
-    from xlviews.core.formula import const
-
+def test_const(
+    column: Range | RangeImpl,
+    const_header: Range | RangeImpl,
+    k: int,
+    value: int,
+):
     const_header.value = "=" + const(column)
     assert const_header.value[k] == value
 
@@ -83,29 +90,21 @@ def test_ranges(ranges: list[Range]):
 
 
 def test_aggregate_value(ranges: list[Range]):
-    from xlviews.core.formula import aggregate
-
     x = aggregate("count", ranges)
     assert x == "AGGREGATE(2,7,$B$100:$B$110,$C$100:$C$110)"
 
 
 def test_aggregate_none(ranges: list[Range]):
-    from xlviews.core.formula import aggregate
-
     x = aggregate(None, ranges)
     assert x == "$B$100:$B$110,$C$100:$C$110"
 
 
 def test_aggregate_formula(ranges: list[Range]):
-    from xlviews.core.formula import aggregate
-
     x = aggregate("max", ranges, formula=True)
     assert x == "=AGGREGATE(4,7,$B$100:$B$110,$C$100:$C$110)"
 
 
 def test_aggreate_range_range(ranges: list[Range]):
-    from xlviews.core.formula import aggregate
-
     assert aggregate("max", ranges[0]) == "AGGREGATE(4,7,$B$100:$B$110)"
 
 
@@ -122,20 +121,23 @@ def test_aggreate_range_range(ranges: list[Range]):
 
 
 @pytest.mark.parametrize(("func", "value"), FUNC_VALUES)
-def test_aggregate_str(ranges: list[Range], func, value):
-    from xlviews.core.formula import aggregate
-
+def test_aggregate_str(ranges: list[Range], func: str, value: float):
     cell = ranges[0].sheet.range("D100")
     cell.value = aggregate(func, ranges, formula=True)
     assert cell.value == value
 
 
-@pytest.mark.parametrize(("func", "value"), FUNC_VALUES)
-@pytest.mark.parametrize("apply", [lambda x: x, Range.from_range])
-def test_aggregate_range(ranges: list[Range], func, value, apply):
-    from xlviews.core.formula import aggregate
+type Cls = Callable[[RangeImpl], RangeImpl | Range]
+
+
+def identity(x: RangeImpl) -> RangeImpl:
+    return x
 
-    ref = apply(ranges[0].sheet.range("E100"))
+
+@pytest.mark.parametrize(("func", "value"), FUNC_VALUES)
+@pytest.mark.parametrize("cls", [identity, Range.from_range])
+def test_aggregate_range(ranges: list[Range], func: str, value: float, cls: Cls):
+    ref = cls(ranges[0].sheet.range("E100"))
     ref.value = func
     formula = aggregate(ref, ranges)
     cell = ranges[0].sheet.range("D100")
@@ -144,7 +146,5 @@ def test_aggregate_range(ranges: list[Range], func, value, apply):
 
 
 def test_aggreate_func_invalid():
-    from xlviews.core.formula import aggregate
-
     with pytest.raises(ValueError, match="Invalid aggregate function: sin"):
         aggregate("sin", "A1:A10")
diff --git a/tests/core/test_index.py b/tests/core/test_index.py
index 4d8f35c..8fd49f3 100644
--- a/tests/core/test_index.py
+++ b/tests/core/test_index.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import pytest
 
 from xlviews.core.index import Index, WideIndex
@@ -27,7 +29,7 @@ def test_wide_to_list(wide_index: WideIndex):
 
 
 @pytest.mark.parametrize(("key", "loc"), [("A", (0, 3)), ("B", (3, 7))])
-def test_wide_loc(wide_index: WideIndex, key, loc):
+def test_wide_loc(wide_index: WideIndex, key: str, loc: tuple[int, int]):
     assert wide_index.get_loc(key) == loc
 
 
diff --git a/tests/core/test_range.py b/tests/core/test_range.py
index b436ff5..29157a7 100644
--- a/tests/core/test_range.py
+++ b/tests/core/test_range.py
@@ -1,11 +1,17 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
-from xlwings import Range as RangeImpl
-from xlwings import Sheet
 
 from xlviews.core.range import Range
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Range as RangeImpl
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -15,7 +21,7 @@ def addr(request: pytest.FixtureRequest):
 
 
 @pytest.fixture(scope="module")
-def rng_impl(addr, sheet_module: Sheet):
+def rng_impl(addr: str, sheet_module: Sheet):
     return sheet_module.range(addr)
 
 
@@ -30,32 +36,41 @@ def external(request: pytest.FixtureRequest):
 
 
 @pytest.fixture(scope="module")
-def addr_impl(rng_impl: RangeImpl, include_sheetname, external):
+def addr_impl(rng_impl: RangeImpl, include_sheetname: bool, external: bool):
     return rng_impl.get_address(include_sheetname=include_sheetname, external=external)
 
 
-def test_range_int_int(rng_impl: RangeImpl, include_sheetname, external):
+def test_range_int_int(rng_impl: RangeImpl, include_sheetname: bool, external: bool):
     rng = Range(rng_impl.row, rng_impl.column)
     x = rng.get_address(include_sheetname=include_sheetname, external=external)
     y = rng_impl[0].get_address(include_sheetname=include_sheetname, external=external)
     assert x == y
 
 
-def test_range_tuple_first(rng_impl: RangeImpl, include_sheetname, external):
+def test_range_tuple_first(
+    rng_impl: RangeImpl,
+    include_sheetname: bool,
+    external: bool,
+):
     rng = Range((rng_impl.row, rng_impl.column))
     x = rng.get_address(include_sheetname=include_sheetname, external=external)
     y = rng_impl[0].get_address(include_sheetname=include_sheetname, external=external)
     assert x == y
 
 
-def test_range_tuple_last(rng_impl: RangeImpl, include_sheetname, external):
+def test_range_tuple_last(rng_impl: RangeImpl, include_sheetname: bool, external: bool):
     rng = Range((rng_impl.last_cell.row, rng_impl.last_cell.column))
     x = rng.get_address(include_sheetname=include_sheetname, external=external)
     y = rng_impl[-1].get_address(include_sheetname=include_sheetname, external=external)
     assert x == y
 
 
-def test_range_tuple_tuple(rng_impl: RangeImpl, addr_impl, include_sheetname, external):
+def test_range_tuple_tuple(
+    rng_impl: RangeImpl,
+    addr_impl: str,
+    include_sheetname: bool,
+    external: bool,
+):
     cell1 = (rng_impl.row, rng_impl.column)
     cell2 = (rng_impl.last_cell.row, rng_impl.last_cell.column)
     rng = Range(cell1, cell2)
@@ -63,7 +78,12 @@ def test_range_tuple_tuple(rng_impl: RangeImpl, addr_impl, include_sheetname, ex
     assert x == addr_impl
 
 
-def test_range_from_range(rng_impl: RangeImpl, addr_impl, include_sheetname, external):
+def test_range_from_range(
+    rng_impl: RangeImpl,
+    addr_impl: str,
+    include_sheetname: bool,
+    external: bool,
+):
     rng = Range.from_range(rng_impl)
     x = rng.get_address(include_sheetname=include_sheetname, external=external)
     assert x == addr_impl
@@ -80,11 +100,13 @@ def test_range_from_range_last(rng_impl: RangeImpl):
 
 
 def test_range_error_tuple(sheet_module: Sheet):
+    assert sheet_module
     with pytest.raises(TypeError, match="cell2 must be a tuple or None"):
         Range((1, 1), 1)
 
 
 def test_range_error_int(sheet_module: Sheet):
+    assert sheet_module
     with pytest.raises(TypeError, match="cell2 must be an integer"):
         Range(1, (1, 1))
 
@@ -129,7 +151,7 @@ def test_last_cell(rng: Range, rng_impl: RangeImpl):
 
 @pytest.mark.parametrize("row_offset", [2, 0, -2])
 @pytest.mark.parametrize("column_offset", [2, 0, -2])
-def test_offset(rng: Range, rng_impl: RangeImpl, row_offset, column_offset):
+def test_offset(rng: Range, rng_impl: RangeImpl, row_offset: int, column_offset: int):
     x = rng.offset(row_offset, column_offset)
     y = rng_impl.offset(row_offset, column_offset)
     assert x.get_address() == y.get_address()
@@ -145,13 +167,13 @@ def test_impl_to(rng: Range, rng_impl: RangeImpl):
     assert rng_impl.value == rng.impl.value
 
 
-def test_iter_addresses(rng: Range, rng_impl: RangeImpl, external):
+def test_iter_addresses(rng: Range, rng_impl: RangeImpl, external: bool):
     x = list(rng.iter_addresses(external=external))
     y = [r.get_address(external=external) for r in rng_impl]
     assert x == y
 
 
-def test_iter_addresses_formula(rng: Range, rng_impl: RangeImpl, external):
+def test_iter_addresses_formula(rng: Range, rng_impl: RangeImpl, external: bool):
     x = list(rng.iter_addresses(external=external, formula=True))
     y = ["=" + r.get_address(external=external) for r in rng_impl]
     assert x == y
diff --git a/tests/core/test_range_collection.py b/tests/core/test_range_collection.py
index 0b72fab..a5ea78e 100644
--- a/tests/core/test_range_collection.py
+++ b/tests/core/test_range_collection.py
@@ -1,9 +1,15 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
 from xlviews.core.range_collection import RangeCollection
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -16,7 +22,12 @@
         (4, 1, "E4"),
     ],
 )
-def test_range_collection_row(row, n, address, sheet_module: Sheet):
+def test_range_collection_row(
+    row: int | list[int] | list[tuple[int, int]],
+    n: int,
+    address: str,
+    sheet_module: Sheet,
+):
     rc = RangeCollection(row, 5, sheet_module)
     assert len(rc) == n
     a = rc.get_address(row_absolute=False, column_absolute=False)
@@ -33,7 +44,12 @@ def test_range_collection_row(row, n, address, sheet_module: Sheet):
         (4, 1, "$D$5"),
     ],
 )
-def test_range_collection_column(column, n, address, sheet_module: Sheet):
+def test_range_collection_column(
+    column: int | list[int] | list[tuple[int, int]],
+    n: int,
+    address: str,
+    sheet_module: Sheet,
+):
     rc = RangeCollection(5, column, sheet_module)
     assert len(rc) == n
     assert rc.get_address() == address

From 0f50439393167f5c4d1ed25c75c05d0b58503829 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 06:41:42 +0900
Subject: [PATCH 26/40] Use type instead of TypeAlias

---
 src/xlviews/core/formula.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/xlviews/core/formula.py b/src/xlviews/core/formula.py
index c93ffe3..dbd1269 100644
--- a/src/xlviews/core/formula.py
+++ b/src/xlviews/core/formula.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any, TypeAlias
+from typing import TYPE_CHECKING, Any
 
 from xlwings import Range as RangeImpl
 
@@ -10,7 +10,7 @@
 if TYPE_CHECKING:
     from collections.abc import Iterable
 
-Func: TypeAlias = str | Range | RangeImpl | None
+type Func = str | Range | RangeImpl | None
 
 NONCONST_VALUE = "*"
 

From f0bf4bd3b1bdcc2ee522455a5194e81a2905abf5 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 06:42:26 +0900
Subject: [PATCH 27/40] fix tests/dataframes

---
 tests/dataframes/test_colorbar.py | 13 +++++----
 tests/dataframes/test_groupby.py  | 48 +++++++++++++++++++------------
 tests/dataframes/test_style.py    | 32 ++++++++++-----------
 tests/dataframes/test_table.py    | 18 ++++++++++--
 4 files changed, 69 insertions(+), 42 deletions(-)

diff --git a/tests/dataframes/test_colorbar.py b/tests/dataframes/test_colorbar.py
index cc65685..76403de 100644
--- a/tests/dataframes/test_colorbar.py
+++ b/tests/dataframes/test_colorbar.py
@@ -1,9 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
 from xlviews.core.range import Range
+from xlviews.dataframes.colorbar import Colorbar
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -15,8 +22,6 @@ def rng(sheet_module: Sheet):
 
 
 def test_colorbar_vertical(rng: Range, sheet_module: Sheet):
-    from xlviews.dataframes.colorbar import Colorbar
-
     cb = Colorbar(2, 5, 6, sheet=sheet_module)
     cb.set(vmin=rng, vmax=rng, label="T", autofit=True)
     cb.set_adjacent_column_width(1)
@@ -29,8 +34,6 @@ def test_colorbar_vertical(rng: Range, sheet_module: Sheet):
 
 
 def test_colorbar_horizontal(rng: Range, sheet_module: Sheet):
-    from xlviews.dataframes.colorbar import Colorbar
-
     cb = Colorbar(2, 7, 10, orientation="horizontal", sheet=sheet_module)
     cb.set(vmin=rng, vmax=rng, label="T", autofit=True)
     cb.set_adjacent_column_width(1)
diff --git a/tests/dataframes/test_groupby.py b/tests/dataframes/test_groupby.py
index 0b995c1..85599f0 100644
--- a/tests/dataframes/test_groupby.py
+++ b/tests/dataframes/test_groupby.py
@@ -1,12 +1,20 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any
+
 import numpy as np
 import pytest
 from pandas import DataFrame, Series
-from xlwings import Sheet
 
-from xlviews.dataframes.groupby import GroupBy, to_dict
+from xlviews.dataframes.groupby import GroupBy, create_group_index, to_dict
 from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -20,29 +28,33 @@
         ([None, None], ["a", "b"], {None: ["a", "b"]}),
     ],
 )
-def test_to_dict(keys, values, expected):
+def test_to_dict(
+    keys: list[int | str | bool | None],
+    values: list[str | float],
+    expected: dict[int | str | bool | None, list[str | float]],
+):
     assert to_dict(keys, values) == expected
 
 
-@pytest.mark.parametrize("func", [lambda x: x, np.array, Series])
-def test_create_group_index_series(func):
-    from xlviews.dataframes.groupby import create_group_index
+def identity[T](x: T) -> T:
+    return x
+
 
+@pytest.mark.parametrize("func", [identity, np.array, Series])
+def test_create_group_index_series(func: Callable[..., Any]):
     values = [1, 1, 2, 2, 2, 3, 3, 1, 1, 2, 2, 3, 3]
     index = create_group_index(func(values))
-    assert index[(1,)] == [(0, 1), (7, 8)]
-    assert index[(2,)] == [(2, 4), (9, 10)]
-    assert index[(3,)] == [(5, 6), (11, 12)]
-
+    assert index[1,] == [(0, 1), (7, 8)]
+    assert index[2,] == [(2, 4), (9, 10)]
+    assert index[3,] == [(5, 6), (11, 12)]
 
-@pytest.mark.parametrize("func", [lambda x: x, DataFrame])
-def test_create_group_index_dataframe(func):
-    from xlviews.dataframes.groupby import create_group_index
 
+@pytest.mark.parametrize("func", [identity, DataFrame])
+def test_create_group_index_dataframe(func: Callable[..., Any]):
     values = [[1, 2], [1, 2], [3, 4], [3, 4], [1, 2], [3, 4], [3, 4]]
     index = create_group_index(func(values))
-    assert index[(1, 2)] == [(0, 1), (4, 4)]
-    assert index[(3, 4)] == [(2, 3), (5, 6)]
+    assert index[1, 2] == [(0, 1), (4, 4)]
+    assert index[3, 4] == [(2, 3), (5, 6)]
 
 
 @pytest.fixture(scope="module")
@@ -69,7 +81,7 @@ def sf(sheet_module: Sheet):
         (["a", "b", "c"], 4),
     ],
 )
-def test_len(sf: SheetFrame, by, n: int):
+def test_len(sf: SheetFrame, by: str | list[str], n: int):
     gr = GroupBy(sf, by)
     assert len(gr) == n
 
@@ -104,7 +116,7 @@ def test_iter(gp: GroupBy):
         (("c", 200), [(5, 7), (10, 12)]),
     ],
 )
-def test_getitem(gp: GroupBy, key, value):
+def test_getitem(gp: GroupBy, key: tuple[str, int], value: list[tuple[int, int]]):
     assert gp[key] == value
 
 
@@ -126,7 +138,7 @@ def sf2(sheet: Sheet):
     ("by", "n"),
     [(None, 1), ("x", 2), (["x", "y"], 4), (["x", "y", "z"], 20)],
 )
-def test_by(sf2: SheetFrame, by, n):
+def test_by(sf2: SheetFrame, by: str | list[str] | None, n: int):
     gp = GroupBy(sf2, by)
     assert len(gp.group) == n
 
diff --git a/tests/dataframes/test_style.py b/tests/dataframes/test_style.py
index 13fb460..360eaec 100644
--- a/tests/dataframes/test_style.py
+++ b/tests/dataframes/test_style.py
@@ -1,12 +1,26 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 from pandas import DataFrame, MultiIndex
-from xlwings import Sheet
 
 from xlviews.colors import rgb
 from xlviews.config import rcParams
 from xlviews.dataframes.sheet_frame import SheetFrame
+from xlviews.dataframes.style import (
+    _set_style,
+    set_frame_style,
+    set_table_style,
+    set_wide_column_style,
+)
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+# pyright: reportPrivateUsage=false
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -14,9 +28,7 @@
     "name",
     ["index.name", "index", "columns.name", "columns", "values"],
 )
-def test_set_style(sheet: Sheet, name):
-    from xlviews.dataframes.style import _set_style
-
+def test_set_style(sheet: Sheet, name: str):
     rng = sheet["C3:E5"]
     _set_style(rng[0], rng[-1], name)
     param = f"frame.{name}.fill.color"
@@ -26,8 +38,6 @@ def test_set_style(sheet: Sheet, name):
 
 @pytest.fixture(scope="module")
 def sf_basic(sheet_module: Sheet):
-    from xlviews.dataframes.style import set_frame_style
-
     df = DataFrame({"a": [1, 2, 3, 4], "b": [5, 6, 7, 8]})
     sf = SheetFrame(2, 2, data=df, sheet=sheet_module)
     set_frame_style(sf)
@@ -44,8 +54,6 @@ def test_frame_style_basic(sf_basic: SheetFrame, cell: str, name: str):
 
 
 def test_frame_style_banding_succession(sheet_module: Sheet):
-    from xlviews.dataframes.style import set_frame_style
-
     df = DataFrame({"x": [1, 1, 2, 2], "a": [1, 2, 3, 4], "b": [5, 6, 7, 8]})
     df = df.set_index("x")
     sf = SheetFrame(2, 6, data=df, sheet=sheet_module)
@@ -65,8 +73,6 @@ def df_mc():
 
 @pytest.fixture(scope="module")
 def sf_mc(sheet_module: Sheet, df_mc: DataFrame):
-    from xlviews.dataframes.style import set_frame_style
-
     sf = SheetFrame(9, 2, data=df_mc, sheet=sheet_module)
     set_frame_style(sf)
     return sf
@@ -104,8 +110,6 @@ def df_mic(df_mc: DataFrame):
 
 @pytest.fixture(scope="module")
 def sf_mic(sheet_module: Sheet, df_mic: DataFrame):
-    from xlviews.dataframes.style import set_frame_style
-
     sf = SheetFrame(9, 7, data=df_mic, sheet=sheet_module)
     set_frame_style(sf)
     return sf
@@ -133,8 +137,6 @@ def test_frame_style_multi_index_names(sf_mic: SheetFrame, cell: str, name: str)
 
 @pytest.fixture(scope="module")
 def sf_wide(sheet_module: Sheet):
-    from xlviews.dataframes.style import set_wide_column_style
-
     df = DataFrame({"x": ["i", "j"], "y": ["k", "l"], "a": [1, 2], "b": [3, 4]})
     sf = SheetFrame(24, 2, data=df, sheet=sheet_module)
     sf.add_wide_column("u", range(3), autofit=True)
@@ -153,8 +155,6 @@ def test_frame_style_wide(sf_wide: SheetFrame, cell: str, name: str):
 
 
 def test_table_style(sheet_module: Sheet):
-    from xlviews.dataframes.style import set_table_style
-
     df = DataFrame({"x": [1, 1, 2, 2], "a": [1, 2, 3, 4], "b": [5, 6, 7, 8]})
     df = df.set_index("x")
     sf = SheetFrame(17, 2, data=df, sheet=sheet_module)
diff --git a/tests/dataframes/test_table.py b/tests/dataframes/test_table.py
index 6a18db5..db2a664 100644
--- a/tests/dataframes/test_table.py
+++ b/tests/dataframes/test_table.py
@@ -1,11 +1,17 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 from pandas import DataFrame
-from xlwings import Range, Sheet
 
 from xlviews.core.formula import NONCONST_VALUE
 from xlviews.dataframes.table import Table
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Range, Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -61,7 +67,7 @@ def test_add_const_header_clear(table: Table):
 
 
 def test_from_api(table: Table):
-    api = list(table.cell.sheet.api.ListObjects)[0]
+    api = next(iter(table.cell.sheet.api.ListObjects))
     table2 = Table(api=api, sheet=table.sheet)
     assert table2.cell.row == table.cell.row
     assert table2.cell.column == table.cell.column
@@ -92,7 +98,13 @@ def test_unlist(df: DataFrame, sheet: Sheet):
     ],
 )
 @pytest.mark.parametrize("to_dict", [True, False])
-def test_auto_filter(table: Table, name, value, const, to_dict):
+def test_auto_filter(
+    table: Table,
+    name: str,
+    value: int | list[int] | tuple[int, int],
+    const: list[int | str],
+    to_dict: bool,
+):
     table.add_const_header()
 
     if to_dict:

From 171e51cfeaf3a63277b1f164e723ba6409a51199 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 06:45:08 +0900
Subject: [PATCH 28/40] Update stub

---
 typings/xlwings/__init__.pyi | 1 +
 1 file changed, 1 insertion(+)

diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index e43d23e..d27881f 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -78,6 +78,7 @@ class Sheet:
     @property
     def charts(self) -> Charts: ...
     def delete(self) -> None: ...
+    def activate(self) -> None: ...
 
 class Chart:
     @property

From 3cc2e221b9091877d7a41730d9114f2b8a90b4e2 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 07:27:12 +0900
Subject: [PATCH 29/40] fix tests/sheet_frame

---
 src/xlviews/__init__.py                       |  2 +
 src/xlviews/core/formula.py                   |  5 ++-
 src/xlviews/core/range_collection.py          | 10 +++--
 src/xlviews/dataframes/sheet_frame.py         | 12 ++----
 tests/dataframes/sheet_frame/test_add.py      | 12 ++++--
 tests/dataframes/sheet_frame/test_common.py   | 34 ++++-----------
 tests/dataframes/sheet_frame/test_index.py    | 28 +++++++++----
 tests/dataframes/sheet_frame/test_move.py     |  8 +++-
 .../sheet_frame/test_multi_column.py          | 18 +++++---
 .../sheet_frame/test_multi_index.py           | 41 +++++++++++++------
 .../sheet_frame/test_multi_index_column.py    | 13 ++++--
 tests/dataframes/sheet_frame/test_noindex.py  | 40 +++++++++---------
 tests/dataframes/sheet_frame/test_table.py    | 15 +++++--
 .../sheet_frame/test_wide_column.py           | 11 ++++-
 14 files changed, 149 insertions(+), 100 deletions(-)

diff --git a/src/xlviews/__init__.py b/src/xlviews/__init__.py
index 3f46fac..0e60f5c 100644
--- a/src/xlviews/__init__.py
+++ b/src/xlviews/__init__.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 from xlviews.chart.axes import Axes
 from xlviews.chart.series import Series
 from xlviews.core.formula import aggregate
diff --git a/src/xlviews/core/formula.py b/src/xlviews/core/formula.py
index dbd1269..6a99bce 100644
--- a/src/xlviews/core/formula.py
+++ b/src/xlviews/core/formula.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, TypeAlias
 
 from xlwings import Range as RangeImpl
 
@@ -10,7 +10,8 @@
 if TYPE_CHECKING:
     from collections.abc import Iterable
 
-type Func = str | Range | RangeImpl | None
+# Used for `isinstance` in `sheet_frame.py`
+Func: TypeAlias = str | Range | RangeImpl | None  # noqa: UP040
 
 NONCONST_VALUE = "*"
 
diff --git a/src/xlviews/core/range_collection.py b/src/xlviews/core/range_collection.py
index 2179f95..862183e 100644
--- a/src/xlviews/core/range_collection.py
+++ b/src/xlviews/core/range_collection.py
@@ -1,11 +1,12 @@
 from __future__ import annotations
 
+from collections.abc import Sequence
 from typing import TYPE_CHECKING, Any
 
 from .range import Range, iter_addresses
 
 if TYPE_CHECKING:
-    from collections.abc import Iterator, Sequence
+    from collections.abc import Iterator
 
     from xlwings import Sheet
 
@@ -87,15 +88,16 @@ def _iter_ranges_from_index(
     column: int | Sequence[int | tuple[int, int]],
     sheet: Sheet | None = None,
 ) -> Iterator[Range]:
-    if isinstance(row, int) and isinstance(column, int):
+    # row/column may be np.int
+    if not isinstance(row, Sequence) and not isinstance(column, Sequence):
         yield Range((row, column), sheet=sheet)
 
-    elif isinstance(row, int) and not isinstance(column, int):
+    elif not isinstance(row, Sequence) and isinstance(column, Sequence):
         for c in column:
             start, end = (c, c) if isinstance(c, int) else c
             yield Range((row, start), (row, end), sheet)
 
-    elif isinstance(column, int) and not isinstance(row, int):
+    elif not isinstance(column, Sequence) and isinstance(row, Sequence):
         for r in row:
             start, end = (r, r) if isinstance(r, int) else r
             yield Range((start, column), (end, column), sheet)
diff --git a/src/xlviews/dataframes/sheet_frame.py b/src/xlviews/dataframes/sheet_frame.py
index f6326ca..c457956 100644
--- a/src/xlviews/dataframes/sheet_frame.py
+++ b/src/xlviews/dataframes/sheet_frame.py
@@ -129,17 +129,11 @@ def get_loc(self, column: str) -> int | tuple[int, int]:
 
         return self.columns.get_loc(column, self.column + self.index.nlevels)
 
-    @overload
-    def get_indexer(self, columns: list[str] | None) -> list[int]: ...
-
-    @overload
-    def get_indexer(self, columns: dict[str, Any]) -> NDArray[np.intp]: ...
-
     def get_indexer(
         self,
         columns: list[str] | dict[str, Any] | None = None,
         **kwargs: Any,
-    ) -> list[int] | NDArray[np.intp]:
+    ) -> NDArray[np.intp]:
         if isinstance(columns, dict) or (columns is None and kwargs):
             return self.columns.get_indexer(
                 columns,
@@ -152,10 +146,10 @@ def get_indexer(
             columns = self.columns.to_list()
             start = column + self.index.nlevels
             end = start + len(columns)
-            return list(range(start, end))
+            return np.arange(start, end)
 
         cs = [*self.index.names, *self.columns]
-        return [cs.index(c) + column for c in columns]
+        return np.array([cs.index(c) + column for c in columns])
 
     @overload
     def get_range(
diff --git a/tests/dataframes/sheet_frame/test_add.py b/tests/dataframes/sheet_frame/test_add.py
index 22fb6c8..3528ef2 100644
--- a/tests/dataframes/sheet_frame/test_add.py
+++ b/tests/dataframes/sheet_frame/test_add.py
@@ -1,10 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -26,7 +32,7 @@ def test_add_column_value(sheet: Sheet):
     ("formula", "value"),
     [("={a}+{b}", [6, 8, 10, 12]), ("={a}*{b}", [5, 12, 21, 32])],
 )
-def test_add_formula_column(formula, value, sheet: Sheet):
+def test_add_formula_column(formula: str, value: list[int], sheet: Sheet):
     df = DataFrame({"a": [1, 2, 3, 4], "b": [5, 6, 7, 8]})
     sf = SheetFrame(2, 3, data=df, sheet=sheet)
     sf.add_formula_column("c", formula)
@@ -43,7 +49,7 @@ def test_add_formula_column(formula, value, sheet: Sheet):
         ("={a}*{b}*{c}", ([5, 12, 21, 32], [20, 48, 84, 128])),
     ],
 )
-def test_formula_wide(formula, value, sheet: Sheet):
+def test_formula_wide(formula: str, value: tuple[list[int], list[int]], sheet: Sheet):
     df = DataFrame({"a": [1, 2, 3, 4], "b": [5, 6, 7, 8]})
     sf = SheetFrame(10, 3, data=df, sheet=sheet)
     sf.add_wide_column("c", [1, 2, 3, 4], number_format="0", style=True)
diff --git a/tests/dataframes/sheet_frame/test_common.py b/tests/dataframes/sheet_frame/test_common.py
index 7994012..c649a14 100644
--- a/tests/dataframes/sheet_frame/test_common.py
+++ b/tests/dataframes/sheet_frame/test_common.py
@@ -1,10 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -40,32 +46,6 @@ def test_adjacent_column_width(sf: SheetFrame):
     assert sf.sheet["F1"].column_width == 10
 
 
-# def test_child_frame(sf: SheetFrame):
-#     cell = sf.get_child_cell()
-#     assert cell.get_address() == "$G$3"
-
-#     cell = sf.get_adjacent_cell(offset=3)
-#     assert cell.get_address() == "$J$3"
-
-#     df = DataFrame({"x": [1, 2], "y": [5, 6], "z": [7, 8]})
-#     sf_child = SheetFrame(parent=sf, data=df)
-#     assert sf_child.cell.get_address() == "$G$3"
-
-#     assert sf_child.parent is sf
-#     assert sf.children[0] is sf_child
-
-#     cell = sf.get_adjacent_cell()
-#     assert cell.get_address() == "$L$3"
-
-
-# def test_head_frame(sf: SheetFrame):
-#     df = DataFrame({"x": [1, 2], "y": [5, 6], "z": [7, 8]})
-#     sf_tail = SheetFrame(head=sf, data=df)
-#     assert sf_tail.cell.get_address() == "$C$9"
-#     assert sf.tail is sf_tail
-#     assert sf_tail.head is sf
-
-
 def test_active_sheet(sheet: Sheet):
     sheet.name = "active"
     sheet.activate()
diff --git a/tests/dataframes/sheet_frame/test_index.py b/tests/dataframes/sheet_frame/test_index.py
index 4661930..01c9e5f 100644
--- a/tests/dataframes/sheet_frame/test_index.py
+++ b/tests/dataframes/sheet_frame/test_index.py
@@ -1,11 +1,18 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Literal
+
 import pytest
-from pandas import DataFrame
-from xlwings import Sheet
 
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import FrameContainer, is_app_available
 from xlviews.testing.sheet_frame.base import Index
 
+if TYPE_CHECKING:
+    from pandas import DataFrame
+    from xlwings import Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -44,7 +51,7 @@ def test_index_names(sf: SheetFrame):
 
 
 @pytest.mark.parametrize(("x", "b"), [("name", False), ("a", True)])
-def test_contains(sf: SheetFrame, x, b):
+def test_contains(sf: SheetFrame, x: str, b: bool):
     assert (x in sf) is b
 
 
@@ -60,13 +67,13 @@ def test_value(sf: SheetFrame, df: DataFrame):
 
 
 @pytest.mark.parametrize(("column", "index"), [("name", 2), ("a", 3), ("b", 4)])
-def test_loc(sf: SheetFrame, column, index):
+def test_loc(sf: SheetFrame, column: str, index: int):
     assert sf.get_loc(column) == index
 
 
 @pytest.mark.parametrize(("column", "index"), [(["name", "b"], [2, 4])])
-def test_indexer(sf: SheetFrame, column, index):
-    assert sf.get_indexer(column) == index
+def test_indexer(sf: SheetFrame, column: list[str], index: list[int]):
+    assert sf.get_indexer(column).tolist() == index
 
 
 @pytest.mark.parametrize(
@@ -79,7 +86,12 @@ def test_indexer(sf: SheetFrame, column, index):
         ("a", None, "$C$9:$C$12"),
     ],
 )
-def test_get_range(sf: SheetFrame, column: str, offset, address):
+def test_get_range(
+    sf: SheetFrame,
+    column: str,
+    offset: Literal[0, -1] | None,
+    address: str,
+):
     assert sf.get_range(column, offset).get_address() == address
 
 
diff --git a/tests/dataframes/sheet_frame/test_move.py b/tests/dataframes/sheet_frame/test_move.py
index 8cdbc1c..eec2343 100644
--- a/tests/dataframes/sheet_frame/test_move.py
+++ b/tests/dataframes/sheet_frame/test_move.py
@@ -1,10 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
diff --git a/tests/dataframes/sheet_frame/test_multi_column.py b/tests/dataframes/sheet_frame/test_multi_column.py
index 34076f5..643cfcb 100644
--- a/tests/dataframes/sheet_frame/test_multi_column.py
+++ b/tests/dataframes/sheet_frame/test_multi_column.py
@@ -1,13 +1,19 @@
+from __future__ import annotations
+
 import string
+from typing import TYPE_CHECKING, Any
 
 import pytest
 from pandas import DataFrame
-from xlwings import Sheet
 
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import FrameContainer, is_app_available
 from xlviews.testing.sheet_frame.base import MultiColumn
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -66,9 +72,9 @@ def test_value(sf: SheetFrame, df: DataFrame):
         ({"t": "c", "i": "x"}, [12, 14, 20, 22]),
     ],
 )
-def test_get_indexer(sf: SheetFrame, columns, indexer):
-    assert all(sf.get_indexer(columns) == indexer)
-    assert all(sf.get_indexer(**columns) == indexer)
+def test_get_indexer(sf: SheetFrame, columns: dict[str, Any], indexer: list[int]):
+    assert sf.get_indexer(columns).tolist() == indexer
+    assert sf.get_indexer(**columns).tolist() == indexer
 
 
 def test_iter_ranges(sf: SheetFrame):
@@ -101,7 +107,7 @@ def test_melt_columns(df_melt: DataFrame):
         (15, ["b", "d", 8, "y", "=$AA$6:$AA$11"]),
     ],
 )
-def test_melt_value(df_melt: DataFrame, i, v):
+def test_melt_value(df_melt: DataFrame, i: int, v: list[str | int]):
     assert df_melt.iloc[i].to_list() == v
 
 
diff --git a/tests/dataframes/sheet_frame/test_multi_index.py b/tests/dataframes/sheet_frame/test_multi_index.py
index d4b1177..fbea9df 100644
--- a/tests/dataframes/sheet_frame/test_multi_index.py
+++ b/tests/dataframes/sheet_frame/test_multi_index.py
@@ -1,12 +1,19 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Literal
+
 import pytest
-from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews.dataframes.groupby import groupby
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import FrameContainer, is_app_available
 from xlviews.testing.sheet_frame.base import MultiIndex
 
+if TYPE_CHECKING:
+    from pandas import DataFrame
+    from xlwings import Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -42,7 +49,7 @@ def test_index_names(sf: SheetFrame):
 
 
 @pytest.mark.parametrize(("x", "b"), [("x", False), ("b", True)])
-def test_contains(sf: SheetFrame, x, b):
+def test_contains(sf: SheetFrame, x: str, b: bool):
     assert (x in sf) is b
 
 
@@ -67,7 +74,12 @@ def test_value(sf: SheetFrame, df: DataFrame):
         ("y", None, "$G$3:$G$10"),
     ],
 )
-def test_get_range(sf: SheetFrame, column, offset, address):
+def test_get_range(
+    sf: SheetFrame,
+    column: str,
+    offset: Literal[0, -1] | None,
+    address: str,
+):
     assert sf.get_range(column, offset).get_address() == address
 
 
@@ -78,20 +90,25 @@ def test_get_range(sf: SheetFrame, column, offset, address):
         ("y", [(3, 4), (7, 8)], [(5, 6), (9, 10)]),
     ],
 )
-def test_groupby(sf: SheetFrame, by, v1, v2):
+def test_groupby(
+    sf: SheetFrame,
+    by: str,
+    v1: list[tuple[int, int]],
+    v2: list[tuple[int, int]],
+):
     g = groupby(sf, by)
     assert len(g) == 2
-    assert g[(1,)] == v1
-    assert g[(2,)] == v2
+    assert g[1,] == v1
+    assert g[2,] == v2
 
 
 def test_groupby_list(sf: SheetFrame):
     g = groupby(sf, ["x", "y"])
     assert len(g) == 4
-    assert g[(1, 1)] == [(3, 4)]
-    assert g[(1, 2)] == [(5, 6)]
-    assert g[(2, 1)] == [(7, 8)]
-    assert g[(2, 2)] == [(9, 10)]
+    assert g[1, 1] == [(3, 4)]
+    assert g[1, 2] == [(5, 6)]
+    assert g[2, 1] == [(7, 8)]
+    assert g[2, 2] == [(9, 10)]
 
 
 def test_get_address(sf: SheetFrame):
diff --git a/tests/dataframes/sheet_frame/test_multi_index_column.py b/tests/dataframes/sheet_frame/test_multi_index_column.py
index 55b4338..97b2f70 100644
--- a/tests/dataframes/sheet_frame/test_multi_index_column.py
+++ b/tests/dataframes/sheet_frame/test_multi_index_column.py
@@ -1,11 +1,18 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from pandas import DataFrame
-from xlwings import Sheet
 
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import FrameContainer, is_app_available
 from xlviews.testing.sheet_frame.base import MultiIndexColumn
 
+if TYPE_CHECKING:
+    from pandas import DataFrame
+    from xlwings import Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
diff --git a/tests/dataframes/sheet_frame/test_noindex.py b/tests/dataframes/sheet_frame/test_noindex.py
index 858a416..5e251c1 100644
--- a/tests/dataframes/sheet_frame/test_noindex.py
+++ b/tests/dataframes/sheet_frame/test_noindex.py
@@ -1,12 +1,19 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Literal
+
 import pytest
 from pandas import DataFrame, Series
-from xlwings import App, Sheet
 
 from xlviews.core.range import Range
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import FrameContainer, is_app_available
 from xlviews.testing.sheet_frame.base import NoIndex
 
+if TYPE_CHECKING:
+    from xlwings import App, Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -45,7 +52,7 @@ def test_len(sf: SheetFrame):
 
 
 @pytest.mark.parametrize(("x", "b"), [("a", True), ("x", False), (0, False)])
-def test_contains(sf: SheetFrame, x, b):
+def test_contains(sf: SheetFrame, x: str, b: bool):
     assert (x in sf) is b
 
 
@@ -61,7 +68,7 @@ def test_value(sf: SheetFrame, df: DataFrame):
 
 
 @pytest.mark.parametrize(("column", "loc"), [("a", 3), ("b", 4)])
-def test_loc(sf: SheetFrame, column, loc):
+def test_loc(sf: SheetFrame, column: str, loc: int):
     assert sf.get_loc(column) == loc
 
 
@@ -69,8 +76,8 @@ def test_loc(sf: SheetFrame, column, loc):
     ("columns", "indexer"),
     [(["a"], [3]), (["b"], [4]), (None, [3, 4])],
 )
-def test_get_indexer(sf: SheetFrame, columns, indexer):
-    assert sf.get_indexer(columns) == indexer
+def test_get_indexer(sf: SheetFrame, columns: list[str] | None, indexer: list[int]):
+    assert sf.get_indexer(columns).tolist() == indexer
 
 
 @pytest.mark.parametrize(
@@ -82,32 +89,27 @@ def test_get_indexer(sf: SheetFrame, columns, indexer):
         ("a", None, "$C$3:$C$6"),
     ],
 )
-def test_get_range(sf: SheetFrame, column: str, offset, address):
+def test_get_range(
+    sf: SheetFrame,
+    column: str,
+    offset: Literal[0, -1] | None,
+    address: str,
+):
     assert sf.get_range(column, offset).get_address() == address
 
 
-def test_get_range_error(sf: SheetFrame):
-    with pytest.raises(ValueError, match="invalid offset"):
-        sf.get_range(None, offset=1)  # type: ignore
-
-
 @pytest.mark.parametrize(
     ("axis", "v0", "v1"),
     [(0, [1, 2, 3, 4], [5, 6, 7, 8]), (1, [1, 5], [2, 6])],
 )
-def test_iter_ranges(sf: SheetFrame, axis, v0, v1):
+def test_iter_ranges(sf: SheetFrame, axis: Literal[0, 1], v0: list[int], v1: list[int]):
     values = list(sf.iter_ranges(axis))
     assert values[0].value == v0
     assert values[1].value == v1
 
 
-def test_iter_ranges_error(sf: SheetFrame):
-    with pytest.raises(ValueError, match="axis must be 0 or 1"):
-        list(sf.iter_ranges(axis=2))  # type: ignore
-
-
 @pytest.mark.parametrize("columns", [["a", "b"], None])
-def test_get_address_none(sf: SheetFrame, columns):
+def test_get_address_none(sf: SheetFrame, columns: list[str] | None):
     df = sf.get_address(columns)
     assert df.columns.to_list() == ["a", "b"]
     assert df.index.to_list() == [0, 1, 2, 3]
diff --git a/tests/dataframes/sheet_frame/test_table.py b/tests/dataframes/sheet_frame/test_table.py
index 68be888..bbd3edd 100644
--- a/tests/dataframes/sheet_frame/test_table.py
+++ b/tests/dataframes/sheet_frame/test_table.py
@@ -1,11 +1,18 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.sheet_frame import SheetFrame
-from xlviews.dataframes.table import Table
 from xlviews.testing import FrameContainer, is_app_available
 from xlviews.testing.sheet_frame.base import Index
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
+    from xlviews.dataframes.table import Table
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -31,7 +38,7 @@ def table(sf: SheetFrame):
 
 
 @pytest.mark.parametrize("value", ["x", "y"])
-def test_table(table: Table, value):
+def test_table(table: Table, value: str):
     table.auto_filter("name", value)
     header = table.const_header.value
     assert isinstance(header, list)
diff --git a/tests/dataframes/sheet_frame/test_wide_column.py b/tests/dataframes/sheet_frame/test_wide_column.py
index 971b49e..1409e01 100644
--- a/tests/dataframes/sheet_frame/test_wide_column.py
+++ b/tests/dataframes/sheet_frame/test_wide_column.py
@@ -1,10 +1,17 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import FrameContainer, is_app_available
 from xlviews.testing.sheet_frame.base import WideColumn
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 

From 2bf79232f35dedfc270aab345e24138cc3d1dd90 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 07:38:49 +0900
Subject: [PATCH 30/40] fix tests/stats_frame

---
 tests/dataframes/stats_frame/conftest.py      | 11 +++++--
 .../dataframes/stats_frame/test_funcs_list.py | 12 +++++--
 .../dataframes/stats_frame/test_funcs_str.py  | 10 ++++--
 tests/dataframes/stats_frame/test_group.py    | 18 +++++------
 tests/dataframes/stats_frame/test_style.py    | 20 +++++++++---
 tests/dataframes/stats_frame/test_utils.py    | 31 +++++++------------
 6 files changed, 61 insertions(+), 41 deletions(-)

diff --git a/tests/dataframes/stats_frame/conftest.py b/tests/dataframes/stats_frame/conftest.py
index dffb76d..5f2b751 100644
--- a/tests/dataframes/stats_frame/conftest.py
+++ b/tests/dataframes/stats_frame/conftest.py
@@ -1,9 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
-from xlviews.testing import FrameContainer
 from xlviews.testing.stats_frame import Parent
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.testing import FrameContainer
+
 
 @pytest.fixture(scope="module")
 def fc(sheet_module: Sheet):
diff --git a/tests/dataframes/stats_frame/test_funcs_list.py b/tests/dataframes/stats_frame/test_funcs_list.py
index 38b85bd..8ac2d48 100644
--- a/tests/dataframes/stats_frame/test_funcs_list.py
+++ b/tests/dataframes/stats_frame/test_funcs_list.py
@@ -1,11 +1,17 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
 from pandas import DataFrame
 
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.dataframes.stats_frame import StatsFrame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -45,7 +51,7 @@ def test_index_names(sf: StatsFrame):
         ("median", "c", [18, 30, 2, 7]),
     ],
 )
-def test_value_float(df: DataFrame, func, column, value):
+def test_value_float(df: DataFrame, func: str, column: str, value: list[float]):
     np.testing.assert_allclose(df.loc[func][column], value)
 
 
@@ -57,6 +63,6 @@ def test_value_float(df: DataFrame, func, column, value):
         ("c", [[20, 22, 24, 12, 14, 16, 18], [28, 30, 34]]),
     ],
 )
-def test_value_soa(df: DataFrame, column, value):
+def test_value_soa(df: DataFrame, column: str, value: list[list[int]]):
     soa = [np.std(x) / np.median(x) for x in value]
     np.testing.assert_allclose(df.loc["soa"][column][:2], soa)
diff --git a/tests/dataframes/stats_frame/test_funcs_str.py b/tests/dataframes/stats_frame/test_funcs_str.py
index e803dad..c559313 100644
--- a/tests/dataframes/stats_frame/test_funcs_str.py
+++ b/tests/dataframes/stats_frame/test_funcs_str.py
@@ -1,9 +1,15 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.dataframes.stats_frame import StatsFrame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -31,5 +37,5 @@ def test_index_names(sf: SheetFrame):
         ("H3:H5", ["c", 10, 7]),
     ],
 )
-def test_value(sf: SheetFrame, cell, value):
+def test_value(sf: SheetFrame, cell: str, value: list[str | int | None]):
     assert sf.sheet[cell].value == value
diff --git a/tests/dataframes/stats_frame/test_group.py b/tests/dataframes/stats_frame/test_group.py
index 1b46e2a..fb1562d 100644
--- a/tests/dataframes/stats_frame/test_group.py
+++ b/tests/dataframes/stats_frame/test_group.py
@@ -1,9 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 
 from xlviews.dataframes.groupby import GroupBy
-from xlviews.dataframes.sheet_frame import SheetFrame
+from xlviews.dataframes.stats_frame import get_by, get_frame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -16,22 +23,17 @@ def gr(sf_parent: SheetFrame):
     ("funcs", "shape"),
     [(["mean"], (4, 3)), (["min", "max"], (8, 3))],
 )
-def test_get_frame_shape(gr: GroupBy, funcs, shape):
-    from xlviews.dataframes.stats_frame import get_frame
+def test_get_frame_shape(gr: GroupBy, funcs: list[str], shape: tuple[int, int]):
 
     assert get_frame(gr, funcs).shape == shape
 
 
 def test_get_frame_index_list(gr: GroupBy):
-    from xlviews.dataframes.stats_frame import get_frame
-
     df = get_frame(gr, ["mean"])
     assert df.index.names == ["func", "x", "y", "z"]
 
 
 def test_get_frame_offset(gr: GroupBy):
-    from xlviews.dataframes.stats_frame import get_frame
-
     df = get_frame(gr, ["mean"]).reset_index()
     assert df["x"].iloc[0] == "=$C$4"
     assert df["y"].iloc[-1] == "=$D$16"
@@ -40,6 +42,4 @@ def test_get_frame_offset(gr: GroupBy):
 
 
 def test_get_by_none(sf_parent: SheetFrame):
-    from xlviews.dataframes.stats_frame import get_by
-
     assert get_by(sf_parent, None) == ["x", "y", "z"]
diff --git a/tests/dataframes/stats_frame/test_style.py b/tests/dataframes/stats_frame/test_style.py
index 2534765..4c4f3f7 100644
--- a/tests/dataframes/stats_frame/test_style.py
+++ b/tests/dataframes/stats_frame/test_style.py
@@ -1,11 +1,21 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
 
 from xlviews.colors import rgb
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.dataframes.stats_frame import StatsFrame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
+# pyright: reportAttributeAccessIssue=false
+# pyright: reportUnknownArgumentType=false
+# pyright: reportUnknownMemberType=false
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -39,7 +49,7 @@ def test_func(sf: StatsFrame, funcs: list[str]):
 )
 @pytest.mark.parametrize("c", ["func", "c"])
 @pytest.mark.parametrize("o", [0, 8])
-def test_color(sf: StatsFrame, funcs: list[str], func: str, color, c, o):
+def test_color(sf: StatsFrame, funcs: list[str], func: str, color: str, c: str, o: int):
     row = funcs.index(func) + sf.row + o + 1
     column = sf.get_loc(c)
     rng = sf.sheet.range(row, column)
@@ -49,7 +59,7 @@ def test_color(sf: StatsFrame, funcs: list[str], func: str, color, c, o):
 @pytest.mark.parametrize("func", ["soa", "sum"])
 @pytest.mark.parametrize("c", ["func", "a"])
 @pytest.mark.parametrize("o", [16, 24])
-def test_italic(sf: StatsFrame, funcs: list[str], func: str, c, o):
+def test_italic(sf: StatsFrame, funcs: list[str], func: str, c: str, o: int):
     row = funcs.index(func) + sf.row + o + 1
     column = sf.get_loc(c)
     rng = sf.sheet.range(row, column)
@@ -57,7 +67,7 @@ def test_italic(sf: StatsFrame, funcs: list[str], func: str, c, o):
 
 
 @pytest.mark.parametrize("c", ["a", "b"])
-def test_soa(sf: StatsFrame, funcs: list[str], c):
+def test_soa(sf: StatsFrame, funcs: list[str], c: str):
     row = funcs.index("soa") + sf.row + 1
     column = sf.get_loc(c)
     rng = sf.sheet.range(row, column)
@@ -66,7 +76,7 @@ def test_soa(sf: StatsFrame, funcs: list[str], c):
 
 @pytest.mark.parametrize("func", ["median", "min", "mean", "max", "std", "sum"])
 @pytest.mark.parametrize("o", [0, 16])
-def test_number_format(sf: StatsFrame, funcs: list[str], func, o):
+def test_number_format(sf: StatsFrame, funcs: list[str], func: str, o: int):
     row = funcs.index(func) + sf.row + o + 1
     column = sf.get_loc("c")
     rng = sf.sheet.range(row, column)
diff --git a/tests/dataframes/stats_frame/test_utils.py b/tests/dataframes/stats_frame/test_utils.py
index 9293f2b..6964472 100644
--- a/tests/dataframes/stats_frame/test_utils.py
+++ b/tests/dataframes/stats_frame/test_utils.py
@@ -1,28 +1,29 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews.dataframes.sheet_frame import SheetFrame
+from xlviews.dataframes.stats_frame import get_func, get_length, has_header, move_down
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
 
-def test_func_none():
-    from xlviews.dataframes.stats_frame import get_func
 
+def test_func_none():
     func = ["count", "max", "mean", "median", "min", "soa"]
     assert sorted(get_func(None)) == func
 
 
 def test_func_str():
-    from xlviews.dataframes.stats_frame import get_func
-
     assert get_func("count") == ["count"]
 
 
-@pytest.mark.parametrize("func", [["count"], {"a": "count"}])
-def test_func_else(func):
-    from xlviews.dataframes.stats_frame import get_func
-
+@pytest.mark.parametrize("func", [["count"]])
+def test_func_else(func: list[str]):
     assert get_func(func) == func
 
 
@@ -31,30 +32,22 @@ def test_func_else(func):
     ("funcs", "n"),
     [(["mean"], 4), (["min", "max", "median"], 12)],
 )
-def test_length(sf_parent: SheetFrame, funcs, n):
-    from xlviews.dataframes.stats_frame import get_length
-
+def test_length(sf_parent: SheetFrame, funcs: list[str], n: int):
     assert get_length(sf_parent, ["x", "y"], funcs) == n
 
 
 @pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 def test_length_none_list(sf_parent: SheetFrame):
-    from xlviews.dataframes.stats_frame import get_length
-
     assert get_length(sf_parent, [], ["min", "max"]) == 2
 
 
 @pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 def test_has_header(sf_parent: SheetFrame):
-    from xlviews.dataframes.stats_frame import has_header
-
     assert has_header(sf_parent)
 
 
 @pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 def test_move_down(sheet: Sheet):
-    from xlviews.dataframes.stats_frame import move_down
-
     df = DataFrame([[1, 2, 3], [4, 5, 6]], columns=["a", "b", "c"])
     sf = SheetFrame(3, 3, data=df, sheet=sheet)
     assert sheet["D3:F3"].value == ["a", "b", "c"]
@@ -67,8 +60,6 @@ def test_move_down(sheet: Sheet):
 
 @pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 def test_move_down_header(sheet: Sheet):
-    from xlviews.dataframes.stats_frame import move_down
-
     df = DataFrame([[1, 2, 3], [4, 5, 6]], columns=["a", "b", "c"])
     sf = SheetFrame(3, 3, data=df, sheet=sheet)
     sheet["D2"].value = "x"

From 93e2c986b5c88f469570ff871d5eb8189cdff17b Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 07:43:50 +0900
Subject: [PATCH 31/40] fix tests/dist_frame

---
 tests/dataframes/dist_frame/conftest.py       | 13 ++++++++---
 tests/dataframes/dist_frame/test_columns.py   | 10 ++++++--
 tests/dataframes/dist_frame/test_dist_func.py |  9 ++++----
 tests/dataframes/dist_frame/test_frame.py     | 23 ++++++++-----------
 tests/dataframes/dist_frame/test_sigma.py     | 16 ++++++++-----
 5 files changed, 42 insertions(+), 29 deletions(-)

diff --git a/tests/dataframes/dist_frame/conftest.py b/tests/dataframes/dist_frame/conftest.py
index 1022a47..bad75fd 100644
--- a/tests/dataframes/dist_frame/conftest.py
+++ b/tests/dataframes/dist_frame/conftest.py
@@ -1,12 +1,19 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews.dataframes.dist_frame import DistFrame
-from xlviews.dataframes.sheet_frame import SheetFrame
-from xlviews.testing import FrameContainer
 from xlviews.testing.dist_frame import Parent
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
+    from xlviews.testing import FrameContainer
+
 
 @pytest.fixture(scope="module")
 def fc(sheet_module: Sheet):
diff --git a/tests/dataframes/dist_frame/test_columns.py b/tests/dataframes/dist_frame/test_columns.py
index 269846d..3b895bd 100644
--- a/tests/dataframes/dist_frame/test_columns.py
+++ b/tests/dataframes/dist_frame/test_columns.py
@@ -1,12 +1,18 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
 from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews.dataframes.dist_frame import DistFrame
 from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.dist_frame import Parent
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -18,7 +24,7 @@
         ("b", ["b_n", "b_v", "b_s"]),
     ],
 )
-def test_columns(columns, values, sheet: Sheet):
+def test_columns(columns: str | None, values: list[str], sheet: Sheet):
     fc = Parent(sheet, 3, 2)
     sf = DistFrame(fc.sf, columns, by=["x", "y"])
     assert sf.columns.to_list() == values
diff --git a/tests/dataframes/dist_frame/test_dist_func.py b/tests/dataframes/dist_frame/test_dist_func.py
index 05b96cf..26a064f 100644
--- a/tests/dataframes/dist_frame/test_dist_func.py
+++ b/tests/dataframes/dist_frame/test_dist_func.py
@@ -1,12 +1,13 @@
-def test_dist_func_str():
-    from xlviews.dataframes.dist_frame import get_dist_func
+from __future__ import annotations
+
+from xlviews.dataframes.dist_frame import get_dist_func
+
 
+def test_dist_func_str():
     df = get_dist_func("norm", ["a", "b"])
     assert df == {"a": "norm", "b": "norm"}
 
 
 def test_dist_func_dict():
-    from xlviews.dataframes.dist_frame import get_dist_func
-
     df = get_dist_func({"a": "none"}, ["a", "b"])
     assert df == {"a": "none", "b": "norm"}
diff --git a/tests/dataframes/dist_frame/test_frame.py b/tests/dataframes/dist_frame/test_frame.py
index 1700ae6..8a367df 100644
--- a/tests/dataframes/dist_frame/test_frame.py
+++ b/tests/dataframes/dist_frame/test_frame.py
@@ -1,34 +1,35 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
 from pandas import Index, MultiIndex
 from scipy.stats import norm
 
-from xlviews.dataframes.dist_frame import DistFrame
-from xlviews.dataframes.sheet_frame import SheetFrame
+from xlviews.dataframes.dist_frame import get_init_data, select_index
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlviews.dataframes.dist_frame import DistFrame
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
 def test_select_index():
-    from xlviews.dataframes.dist_frame import select_index
-
     index = Index(["a", "b"], name="x")
     x = select_index(index, ["x"])
     assert x.equals(index)
 
 
 def test_select_index_none():
-    from xlviews.dataframes.dist_frame import select_index
-
     index = Index(["a", "b"], name="x")
     x = select_index(index, ["y"])
     assert x.equals(Index([0, 1]))
 
 
 def test_select_index_multi_one():
-    from xlviews.dataframes.dist_frame import select_index
-
     index = MultiIndex.from_tuples([(1, 2), (3, 4)], names=["x", "y"])
     x = select_index(index, ["x"])
     assert isinstance(x, Index)
@@ -38,8 +39,6 @@ def test_select_index_multi_one():
 
 
 def test_select_index_multi_two():
-    from xlviews.dataframes.dist_frame import select_index
-
     index = MultiIndex.from_tuples([(1, 2), (3, 4)], names=["x", "y"])
     x = select_index(index, ["x", "y"])
     assert isinstance(x, MultiIndex)
@@ -47,16 +46,12 @@ def test_select_index_multi_two():
 
 
 def test_select_index_multi_none():
-    from xlviews.dataframes.dist_frame import select_index
-
     index = MultiIndex.from_tuples([(1, 2), (3, 4)], names=["x", "y"])
     x = select_index(index, [])
     assert x.equals(Index([0, 1]))
 
 
 def test_init_data(sf_parent: SheetFrame):
-    from xlviews.dataframes.dist_frame import get_init_data
-
     df = get_init_data(sf_parent.index, ["a", "b"])
     c = ["a_n", "a_v", "a_s", "b_n", "b_v", "b_s"]
     assert df.columns.to_list() == c
diff --git a/tests/dataframes/dist_frame/test_sigma.py b/tests/dataframes/dist_frame/test_sigma.py
index 5b3a959..bb60847 100644
--- a/tests/dataframes/dist_frame/test_sigma.py
+++ b/tests/dataframes/dist_frame/test_sigma.py
@@ -1,11 +1,19 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
 from scipy.stats import norm
-from xlwings import Sheet
 
 from xlviews.core.range import Range
+from xlviews.dataframes.dist_frame import set_formula, sigma_value
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from numpy.typing import NDArray
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -16,8 +24,6 @@ def dist(request: pytest.FixtureRequest):
 
 @pytest.fixture
 def value(sheet_module: Sheet, dist: str):
-    from xlviews.dataframes.dist_frame import set_formula, sigma_value
-
     rng = Range((1, 1), (10, 1), sheet_module)
     rng.value = [[x] for x in range(1, 11)]
     cell = rng[0]
@@ -34,12 +40,10 @@ def expected(dist: str):
     return np.log(-np.log(1 - np.arange(1, 11) / 11))
 
 
-def test_sigma_value(value, expected):
+def test_sigma_value(value: list[float], expected: NDArray[np.float64]):
     np.testing.assert_allclose(value, expected)
 
 
 def test_sigma_value_error(sheet_module: Sheet):
-    from xlviews.dataframes.dist_frame import sigma_value
-
     with pytest.raises(ValueError, match="unknown distribution"):
         sigma_value(Range((1, 1), (1, 1), sheet_module), 10, "unknown")

From 8bc8277584ea2bf8ce17fd96f4a349488915168b Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 07:54:26 +0900
Subject: [PATCH 32/40] fix tests/agg

---
 src/xlviews/dataframes/sheet_frame.py    |  9 +++---
 tests/dataframes/agg/test_multi_index.py | 36 +++++++++++++++++-------
 tests/dataframes/agg/test_wide_column.py | 13 ++++++---
 3 files changed, 40 insertions(+), 18 deletions(-)

diff --git a/src/xlviews/dataframes/sheet_frame.py b/src/xlviews/dataframes/sheet_frame.py
index c457956..d2f8044 100644
--- a/src/xlviews/dataframes/sheet_frame.py
+++ b/src/xlviews/dataframes/sheet_frame.py
@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 import re
+from collections.abc import Mapping
 from functools import partial
 from typing import TYPE_CHECKING, Any, Literal, Self, overload
 
@@ -387,7 +388,7 @@ def get_address(
     @overload
     def agg(
         self,
-        func: Func | dict[str, str] = None,
+        func: Func | Mapping[str, str | None] = None,
         columns: str | list[str] | None = None,
         row_absolute: bool = True,
         column_absolute: bool = True,
@@ -410,7 +411,7 @@ def agg(
 
     def agg(
         self,
-        func: Func | dict[str, str] | Sequence[Func] = None,
+        func: Func | Mapping[str, str | None] | Sequence[Func] = None,
         columns: str | list[str] | None = None,
         row_absolute: bool = True,
         column_absolute: bool = True,
@@ -431,7 +432,7 @@ def agg(
 
             raise NotImplementedError
 
-        if isinstance(func, dict):
+        if isinstance(func, Mapping):
             columns = list(func.keys())
         elif isinstance(columns, str):
             columns = [columns]
@@ -458,7 +459,7 @@ def agg(
             formula=formula,
         )
 
-        if isinstance(func, dict):
+        if isinstance(func, Mapping):
             it = zip(rngs, func.values(), strict=True)
             return Series([agg(f, r) for r, f in it], index=columns)
 
diff --git a/tests/dataframes/agg/test_multi_index.py b/tests/dataframes/agg/test_multi_index.py
index 4747b24..da6bb02 100644
--- a/tests/dataframes/agg/test_multi_index.py
+++ b/tests/dataframes/agg/test_multi_index.py
@@ -1,14 +1,19 @@
+from __future__ import annotations
+
 from importlib.metadata import version
+from typing import TYPE_CHECKING
 
 import numpy as np
 import pytest
 from pandas import DataFrame, Index, MultiIndex, Series
-from xlwings import Sheet
 
 from xlviews.core.range import Range
 from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -114,9 +119,8 @@ def test_sf_dict(sf: SheetFrame, df: DataFrame):
 
 
 def test_sf_list(sf: SheetFrame, df: DataFrame):
-    func = ["min", "max"]
-    a = sf.agg(func, formula=True)
-    b = df.agg(func)  # type: ignore
+    a = sf.agg(["min", "max"], formula=True)
+    b = df.agg(["min", "max"])
     assert isinstance(a, DataFrame)
     assert a.index.to_list() == b.index.to_list()
     assert a.columns.to_list() == b.columns.to_list()
@@ -125,6 +129,7 @@ def test_sf_list(sf: SheetFrame, df: DataFrame):
 
 
 def test_sf_list_columns(sf: SheetFrame, df: DataFrame):
+    assert isinstance(df, DataFrame)
     a = sf.agg(["sum", "count"], columns="b", formula=True)
     assert isinstance(a, DataFrame)
     sf = SheetFrame(20, 2, data=a, sheet=sf.sheet)
@@ -230,7 +235,7 @@ def test_index_list_as_address(sf: SheetFrame):
 
 @pytest.mark.parametrize("func", ["sum", "median", "mean"])
 @pytest.mark.parametrize("by", ["x", "y"])
-def test_sf_group_str_str(sf: SheetFrame, df: DataFrame, func, by):
+def test_sf_group_str_str(sf: SheetFrame, df: DataFrame, func: str, by: str):
     a = sf.groupby(by).agg(func, as_address=True, formula=True)
     b = df.groupby(by).agg(func).astype(float)
     sf = SheetFrame(50, 2, data=a, sheet=sf.sheet)
@@ -242,7 +247,7 @@ def test_sf_group_str_str(sf: SheetFrame, df: DataFrame, func, by):
 
 @pytest.mark.parametrize("func", ["sum", "median", "mean"])
 @pytest.mark.parametrize("by", ["x", "y"])
-def test_sf_group_str_range(sf: SheetFrame, df: DataFrame, func, by):
+def test_sf_group_str_range(sf: SheetFrame, df: DataFrame, func: str, by: str):
     rng = Range((50, 1), sheet=sf.sheet)
     rng.value = func
     a = sf.groupby(by).agg(rng, as_address=True, formula=True)
@@ -256,7 +261,7 @@ def test_sf_group_str_range(sf: SheetFrame, df: DataFrame, func, by):
 
 @pytest.mark.parametrize("func", ["sum", "min", "max"])
 @pytest.mark.parametrize("by", [["x", "y"], ["y", "x"]])
-def test_sf_group_list_str(sf: SheetFrame, df: DataFrame, func, by):
+def test_sf_group_list_str(sf: SheetFrame, df: DataFrame, func: str, by: list[str]):
     a = sf.groupby(by).agg(func, as_address=True, formula=True)
     b = df.groupby(by).agg(func).astype(float)
     sf = SheetFrame(50, 10, data=a, sheet=sf.sheet)
@@ -268,7 +273,12 @@ def test_sf_group_list_str(sf: SheetFrame, df: DataFrame, func, by):
 
 @pytest.mark.parametrize("by", [["x", "y"], ["y", "x"]])
 @pytest.mark.parametrize("sort", [True, False])
-def test_sf_group_list_str_sort(sf: SheetFrame, df: DataFrame, by, sort):
+def test_sf_group_list_str_sort(
+    sf: SheetFrame,
+    df: DataFrame,
+    by: list[str],
+    sort: bool,
+):
     a = sf.groupby(by, sort=sort).agg("sum", as_address=True, formula=True)
     b = df.groupby(by, sort=sort).agg("sum").astype(float)
     sf = SheetFrame(50, 20, data=a, sheet=sf.sheet)
@@ -284,7 +294,13 @@ def test_sf_group_list_str_sort(sf: SheetFrame, df: DataFrame, by, sort):
 )
 @pytest.mark.parametrize("by", [["x", "y"], ["y", "x"]])
 @pytest.mark.parametrize("sort", [True, False])
-def test_sf_group_list_dict(sf: SheetFrame, df: DataFrame, func, by, sort):
+def test_sf_group_list_dict(
+    sf: SheetFrame,
+    df: DataFrame,
+    func: dict[str, str],
+    by: list[str],
+    sort: bool,
+):
     a = sf.groupby(by, sort=sort).agg(func, as_address=True, formula=True)
     b = df.groupby(by, sort=sort).agg(func).astype(float)
     sf = SheetFrame(50, 30, data=a, sheet=sf.sheet)
@@ -296,7 +312,7 @@ def test_sf_group_list_dict(sf: SheetFrame, df: DataFrame, func, by, sort):
 
 @pytest.mark.parametrize("func", [["sum", "mean"], ["min", "max"]])
 @pytest.mark.parametrize("sort", [True, False])
-def test_sf_group_list_list(sf: SheetFrame, df: DataFrame, func, sort):
+def test_sf_group_list_list(sf: SheetFrame, df: DataFrame, func: list[str], sort: bool):
     by = ["y", "x"]
     a = sf.groupby(by, sort=sort).agg(func, as_address=True, formula=True)
     b = df.groupby(by, sort=sort).agg(func).astype(float)
diff --git a/tests/dataframes/agg/test_wide_column.py b/tests/dataframes/agg/test_wide_column.py
index fad1311..30ba7df 100644
--- a/tests/dataframes/agg/test_wide_column.py
+++ b/tests/dataframes/agg/test_wide_column.py
@@ -1,12 +1,18 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
 from pandas import DataFrame, Series
-from xlwings import Sheet
 
 from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import FrameContainer, is_app_available
 from xlviews.testing.sheet_frame.base import WideColumn
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -38,9 +44,8 @@ def test_str(sf: SheetFrame, df: DataFrame, func: str):
 
 
 def test_list(sf: SheetFrame, df: DataFrame):
-    func = ["min", "max", "median", "sum"]
-    a = sf.agg(func, formula=True)
-    b = df.agg(func)  # type: ignore
+    a = sf.agg(["min", "max", "median", "sum"], formula=True)
+    b = df.agg(["min", "max", "median", "sum"])
     assert isinstance(a, DataFrame)
     assert isinstance(b, DataFrame)
     assert a.index.to_list() == b.index.to_list()

From c5398eb66c9bc5e100a27b7e1509d3cb4f23c0a9 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 07:59:45 +0900
Subject: [PATCH 33/40] fix tests/head_frame

---
 tests/dataframes/heat_frame/test_agg.py         | 13 ++++++++++---
 tests/dataframes/heat_frame/test_base.py        | 14 +++++++++++---
 tests/dataframes/heat_frame/test_facet.py       | 15 +++++++++++----
 tests/dataframes/heat_frame/test_facet_agg.py   | 15 +++++++++++----
 tests/dataframes/heat_frame/test_multi_index.py | 11 +++++++++--
 tests/dataframes/heat_frame/test_pair_1.py      | 15 +++++++++++----
 tests/dataframes/heat_frame/test_pair_2.py      | 15 +++++++++++----
 tests/dataframes/heat_frame/test_pair_3.py      | 15 +++++++++++----
 8 files changed, 85 insertions(+), 28 deletions(-)

diff --git a/tests/dataframes/heat_frame/test_agg.py b/tests/dataframes/heat_frame/test_agg.py
index dc031d4..4813e34 100644
--- a/tests/dataframes/heat_frame/test_agg.py
+++ b/tests/dataframes/heat_frame/test_agg.py
@@ -1,10 +1,17 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.heat_frame import HeatFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.heat_frame.agg import AggParent, AggRange, AggStr
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.heat_frame import HeatFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -43,6 +50,6 @@ def sf_range(fc_parent: AggParent):
     ("func", "value"),
     [("min", 0), ("max", 17), ("mean", 8.5), ("count", 18)],
 )
-def test_values_func(sf_range: HeatFrame, func, value):
+def test_values_func(sf_range: HeatFrame, func: str, value: float):
     sf_range.sheet.range("$N$13").value = func
     assert sf_range.sheet.range("J9").value == value
diff --git a/tests/dataframes/heat_frame/test_base.py b/tests/dataframes/heat_frame/test_base.py
index f28c6ba..3eac57a 100644
--- a/tests/dataframes/heat_frame/test_base.py
+++ b/tests/dataframes/heat_frame/test_base.py
@@ -1,10 +1,18 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.heat_frame import HeatFrame
 from xlviews.testing import is_app_available
-from xlviews.testing.heat_frame.base import Base, BaseParent
+from xlviews.testing.heat_frame.base import Base
+from xlviews.testing.sheet_frame.pivot import Base as BaseParent
+
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.heat_frame import HeatFrame
 
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
diff --git a/tests/dataframes/heat_frame/test_facet.py b/tests/dataframes/heat_frame/test_facet.py
index 41394c6..a5e0082 100644
--- a/tests/dataframes/heat_frame/test_facet.py
+++ b/tests/dataframes/heat_frame/test_facet.py
@@ -1,12 +1,19 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.heat_frame import HeatFrame
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.heat_frame.facet import facet
 from xlviews.testing.sheet_frame.pivot import Pivot
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.heat_frame import HeatFrame
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -34,5 +41,5 @@ def hfs(sf: SheetFrame):
     ("i", "v"),
     [(0, 1411), (1, 2511), (2, 1711), (3, 2811), (4, None), (5, 3111)],
 )
-def test_value(hfs: list[HeatFrame], i: int, v):
+def test_value(hfs: list[HeatFrame], i: int, v: int | None):
     assert hfs[i].cell.offset(1, 1).value == v
diff --git a/tests/dataframes/heat_frame/test_facet_agg.py b/tests/dataframes/heat_frame/test_facet_agg.py
index 9911e52..faba67e 100644
--- a/tests/dataframes/heat_frame/test_facet_agg.py
+++ b/tests/dataframes/heat_frame/test_facet_agg.py
@@ -1,13 +1,20 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from pandas import DataFrame
-from xlwings import Sheet
 
-from xlviews.dataframes.heat_frame import HeatFrame
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.heat_frame.facet_agg import facet
 from xlviews.testing.sheet_frame.pivot import Pivot
 
+if TYPE_CHECKING:
+    from pandas import DataFrame
+    from xlwings import Sheet
+
+    from xlviews.dataframes.heat_frame import HeatFrame
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
diff --git a/tests/dataframes/heat_frame/test_multi_index.py b/tests/dataframes/heat_frame/test_multi_index.py
index 87c330f..1cab52c 100644
--- a/tests/dataframes/heat_frame/test_multi_index.py
+++ b/tests/dataframes/heat_frame/test_multi_index.py
@@ -1,11 +1,18 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.heat_frame import HeatFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.heat_frame.base import MultiIndex, MultiIndexParent
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.heat_frame import HeatFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
diff --git a/tests/dataframes/heat_frame/test_pair_1.py b/tests/dataframes/heat_frame/test_pair_1.py
index 2cb6f35..31c872d 100644
--- a/tests/dataframes/heat_frame/test_pair_1.py
+++ b/tests/dataframes/heat_frame/test_pair_1.py
@@ -1,12 +1,19 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.heat_frame import HeatFrame
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.heat_frame.pair import pair
 from xlviews.testing.sheet_frame.pivot import Pivot
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.heat_frame import HeatFrame
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -51,5 +58,5 @@ def test_len(hfs: list[HeatFrame]):
         (11, 402),
     ],
 )
-def test_value(hfs: list[HeatFrame], i: int, v):
+def test_value(hfs: list[HeatFrame], i: int, v: int | None):
     assert hfs[i].cell.offset(1, 1).value == v
diff --git a/tests/dataframes/heat_frame/test_pair_2.py b/tests/dataframes/heat_frame/test_pair_2.py
index 2d1cb7e..de3ed4a 100644
--- a/tests/dataframes/heat_frame/test_pair_2.py
+++ b/tests/dataframes/heat_frame/test_pair_2.py
@@ -1,12 +1,19 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.heat_frame import HeatFrame
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.heat_frame.pair import pair
 from xlviews.testing.sheet_frame.pivot import Pivot
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.heat_frame import HeatFrame
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -38,5 +45,5 @@ def test_len(hfs: list[HeatFrame]):
     ("i", "v"),
     [(0, 2614), (1, 2914), (2, 3214)],
 )
-def test_value(hfs: list[HeatFrame], i: int, v):
+def test_value(hfs: list[HeatFrame], i: int, v: int):
     assert hfs[i].cell.offset(1, 15).value == v
diff --git a/tests/dataframes/heat_frame/test_pair_3.py b/tests/dataframes/heat_frame/test_pair_3.py
index b96eb1b..d32e2aa 100644
--- a/tests/dataframes/heat_frame/test_pair_3.py
+++ b/tests/dataframes/heat_frame/test_pair_3.py
@@ -1,12 +1,19 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.heat_frame import HeatFrame
-from xlviews.dataframes.sheet_frame import SheetFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.heat_frame.pair import pair
 from xlviews.testing.sheet_frame.pivot import Pivot
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.heat_frame import HeatFrame
+    from xlviews.dataframes.sheet_frame import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -38,5 +45,5 @@ def test_len(hfs: list[HeatFrame]):
     ("i", "v"),
     [(0, 0), (1, 241), (2, 138), (3, 333), (4, None), (5, 402)],
 )
-def test_value(hfs: list[HeatFrame], i: int, v):
+def test_value(hfs: list[HeatFrame], i: int, v: int | None):
     assert hfs[i].cell.offset(1, 1).value == v

From f545b68aefa24462cb82e5308b64ab4b4c2b4fb3 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 08:07:59 +0900
Subject: [PATCH 34/40] fix tests/pivot

---
 tests/dataframes/pivot/test_base.py        | 44 ++++++++++++++++++----
 tests/dataframes/pivot/test_multi_index.py | 13 +++++--
 2 files changed, 46 insertions(+), 11 deletions(-)

diff --git a/tests/dataframes/pivot/test_base.py b/tests/dataframes/pivot/test_base.py
index 44bc278..784b0c3 100644
--- a/tests/dataframes/pivot/test_base.py
+++ b/tests/dataframes/pivot/test_base.py
@@ -1,11 +1,17 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any
+
 import pytest
-from pandas import DataFrame
-from xlwings import Sheet
 
 from xlviews import SheetFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.sheet_frame.pivot import Base
 
+if TYPE_CHECKING:
+    from pandas import DataFrame
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -40,7 +46,13 @@ def columns(request: pytest.FixtureRequest):
 
 
 @pytest.fixture
-def sf(sf_parent: SheetFrame, values, index, columns, sheet):
+def sf(
+    sf_parent: SheetFrame,
+    values: str | list[str] | None,
+    index: str | list[str],
+    columns: str | list[str],
+    sheet: Sheet,
+):
     df = sf_parent.pivot_table(
         values,
         index,
@@ -52,8 +64,13 @@ def sf(sf_parent: SheetFrame, values, index, columns, sheet):
 
 
 @pytest.fixture
-def df(df_parent: DataFrame, values, index, columns):
-    return df_parent.pivot_table(values, index, columns, aggfunc=lambda x: x)
+def df(
+    df_parent: DataFrame,
+    values: str | list[str] | None,
+    index: str | list[str],
+    columns: str | list[str],
+):
+    return df_parent.pivot_table(values, index, columns, aggfunc=lambda x: x)  # pyright: ignore[reportUnknownArgumentType, reportUnknownLambdaType]
 
 
 def test_index(sf: SheetFrame, df: DataFrame):
@@ -79,7 +96,13 @@ def aggfunc(request: pytest.FixtureRequest):
 
 
 @pytest.fixture
-def sf_agg(sf_parent: SheetFrame, values, index_columns, aggfunc, sheet):
+def sf_agg(
+    sf_parent: SheetFrame,
+    values: str | list[str] | None,
+    index_columns: tuple[str | None, str | None],
+    aggfunc: Any,
+    sheet: Sheet,
+):
     index, columns = index_columns
     df = sf_parent.pivot_table(
         values,
@@ -93,7 +116,12 @@ def sf_agg(sf_parent: SheetFrame, values, index_columns, aggfunc, sheet):
 
 
 @pytest.fixture
-def df_agg(df_parent: DataFrame, values, index_columns, aggfunc):
+def df_agg(
+    df_parent: DataFrame,
+    values: str | list[str] | None,
+    index_columns: tuple[str | None, str | None],
+    aggfunc: Any,
+):
     index, columns = index_columns
     return df_parent.pivot_table(values, index, columns, aggfunc)
 
@@ -115,6 +143,6 @@ def test_agg_values(sf_agg: SheetFrame, df_agg: DataFrame):
 
 
 @pytest.mark.parametrize("aggfunc", [None, "mean"])
-def test_error(sf_parent: SheetFrame, aggfunc):
+def test_error(sf_parent: SheetFrame, aggfunc: str | None):
     with pytest.raises(ValueError, match="No group keys passed!"):
         sf_parent.pivot_table(None, None, None, aggfunc, formula=True)
diff --git a/tests/dataframes/pivot/test_multi_index.py b/tests/dataframes/pivot/test_multi_index.py
index 8e80d46..b331f0d 100644
--- a/tests/dataframes/pivot/test_multi_index.py
+++ b/tests/dataframes/pivot/test_multi_index.py
@@ -1,12 +1,19 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from pandas import DataFrame
-from xlwings import Sheet
 
-from xlviews import SheetFrame
 from xlviews.testing import is_app_available
 from xlviews.testing.sheet_frame.pivot import Pivot
 from xlviews.utils import iter_group_locs
 
+if TYPE_CHECKING:
+    from pandas import DataFrame
+    from xlwings import Sheet
+
+    from xlviews import SheetFrame
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 

From 9581f6ea5c12b11b5673a1151f1c22dbc59cf6fa Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 08:16:09 +0900
Subject: [PATCH 35/40] fix tests/chart

---
 tests/chart/axes/test_axes.py       |  8 +++++-
 tests/chart/axes/test_position.py   |  8 +++++-
 tests/chart/axes/test_series.py     | 22 ++++++----------
 tests/chart/axes/test_style.py      | 10 ++++++--
 tests/chart/series/test_property.py | 11 ++++++--
 tests/chart/series/test_style.py    | 39 +++++++++++++++++++++++++----
 tests/chart/test_style.py           |  9 ++++---
 typings/xlwings/__init__.pyi        |  3 +++
 8 files changed, 81 insertions(+), 29 deletions(-)

diff --git a/tests/chart/axes/test_axes.py b/tests/chart/axes/test_axes.py
index f14061e..440cbec 100644
--- a/tests/chart/axes/test_axes.py
+++ b/tests/chart/axes/test_axes.py
@@ -1,10 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 from xlwings.constants import ChartType, TickMark
 
 from xlviews.chart.axes import Axes
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
diff --git a/tests/chart/axes/test_position.py b/tests/chart/axes/test_position.py
index 5702456..f875ab1 100644
--- a/tests/chart/axes/test_position.py
+++ b/tests/chart/axes/test_position.py
@@ -1,10 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
 from xlviews.chart.axes import Axes
 from xlviews.config import rcParams
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 LEFT = rcParams["chart.left"]
diff --git a/tests/chart/axes/test_series.py b/tests/chart/axes/test_series.py
index bd56328..7322628 100644
--- a/tests/chart/axes/test_series.py
+++ b/tests/chart/axes/test_series.py
@@ -1,11 +1,17 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 from xlwings.constants import ChartType
 
 from xlviews.chart.axes import Axes
-from xlviews.core.range import Range
+from xlviews.core.range_collection import RangeCollection
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -56,19 +62,7 @@ def test_add_series_chart_type(ax: Axes):
     assert s.chart_type == ChartType.xlXYScatter
 
 
-# def test_add_series_name_range(ax: Axes):
-#     x = ax.sheet.range("A2:A5")
-#     rng = Range(1, 1, ax.sheet)
-#     label = rng.get_address(include_sheetname=True, formula=True)
-#     s = ax.add_series(x, label=label)
-
-#     rng.value = "Series Name"
-#     assert s.api.Name == "Series Name"
-#     assert s.label == "Series Name"
-
-
 def test_add_series_xy_range_collection(ax: Axes):
-    from xlviews.core.range_collection import RangeCollection
 
     ax.sheet.range("A1:A10").options(transpose=True).value = list(range(10))
     ax.sheet.range("B1:B10").options(transpose=True).value = list(range(10, 20))
diff --git a/tests/chart/axes/test_style.py b/tests/chart/axes/test_style.py
index 2a65272..01ac132 100644
--- a/tests/chart/axes/test_style.py
+++ b/tests/chart/axes/test_style.py
@@ -1,10 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 from xlwings.constants import ChartType
 
 from xlviews.chart.axes import Axes
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -156,7 +162,7 @@ def ax2(sheet: Sheet):
         ((1, -1), 145, 148),
     ],
 )
-def test_legend_position(ax2: Axes, loc, left, top):
+def test_legend_position(ax2: Axes, loc: tuple[int, int], left: int, top: int):
     ax2.set(legend=loc)
     assert ax2.chart.api[1].HasLegend
     legend = ax2.chart.api[1].Legend
diff --git a/tests/chart/series/test_property.py b/tests/chart/series/test_property.py
index 788d21b..dce8c7a 100644
--- a/tests/chart/series/test_property.py
+++ b/tests/chart/series/test_property.py
@@ -1,11 +1,18 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 from xlwings.constants import ChartType
 
 from xlviews.chart.axes import Axes
-from xlviews.chart.series import Series
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.chart.series import Series
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
diff --git a/tests/chart/series/test_style.py b/tests/chart/series/test_style.py
index a688e0f..80f5bff 100644
--- a/tests/chart/series/test_style.py
+++ b/tests/chart/series/test_style.py
@@ -1,10 +1,18 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 from xlwings.constants import ChartType, LineStyle, MarkerStyle
 
 from xlviews.chart.axes import Axes
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.core.range import Range
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -43,7 +51,14 @@ def ax(sheet_module: Sheet):
         ("*", MarkerStyle.xlMarkerStyleStar, 2),
     ],
 )
-def test_series_style_marker(ax: Axes, x, y, style, value, size):
+def test_series_style_marker(
+    ax: Axes,
+    x: Range,
+    y: Range,
+    style: str,
+    value: int,
+    size: int,
+):
     series = ax.add_series(x, y, label="a")
     series.marker(style, size=size)
     assert series.api.MarkerStyle == value
@@ -61,14 +76,21 @@ def test_series_style_marker(ax: Axes, x, y, style, value, size):
         (".", LineStyle.xlDot, 2),
     ],
 )
-def test_series_style_line(ax: Axes, x, y, style, value, weight):
+def test_series_style_line(
+    ax: Axes,
+    x: Range,
+    y: Range,
+    style: str,
+    value: int,
+    weight: int,
+):
     series = ax.add_series(x, y, label="a")
     series.line(style, weight=weight)
     assert series.api.Border.LineStyle == value
     series.delete()
 
 
-def test_series_style_line_none(x, y, sheet: Sheet):
+def test_series_style_line_none(x: Range, y: Range, sheet: Sheet):
     ct = ChartType.xlXYScatterLines
     ax = Axes(300, 10, chart_type=ct, sheet=sheet)
     series = ax.add_series(x, y, label="a")
@@ -86,7 +108,14 @@ def test_series_style_line_none(x, y, sheet: Sheet):
         ("lime", 65280, 0.7),
     ],
 )
-def test_series_style_color(ax: Axes, x, y, color, value, alpha):
+def test_series_style_color(
+    ax: Axes,
+    x: Range,
+    y: Range,
+    color: str,
+    value: int,
+    alpha: float,
+):
     series = ax.add_series(x, y, label="a")
     series.line("-", color=color, alpha=alpha)
     assert value == series.api.Format.Line.ForeColor.RGB
diff --git a/tests/chart/test_style.py b/tests/chart/test_style.py
index e7808cb..779bb7b 100644
--- a/tests/chart/test_style.py
+++ b/tests/chart/test_style.py
@@ -1,10 +1,11 @@
-def test_marker_style_int():
-    from xlviews.chart.style import get_marker_style
+from __future__ import annotations
+
+from xlviews.chart.style import get_line_style, get_marker_style
+
 
+def test_marker_style_int():
     assert get_marker_style(1) == 1
 
 
 def test_line_style_int():
-    from xlviews.chart.style import get_line_style
-
     assert get_line_style(1) == 1
diff --git a/typings/xlwings/__init__.pyi b/typings/xlwings/__init__.pyi
index d27881f..b76af27 100644
--- a/typings/xlwings/__init__.pyi
+++ b/typings/xlwings/__init__.pyi
@@ -31,6 +31,7 @@ class Range:
     @value.setter
     def value(self, value: Any) -> None: ...
     def expand(self, mode: str = "table") -> Range: ...
+    def __call__(self, *args: Any) -> Range: ...
     def __getitem__(self, key: Any) -> Range: ...
     def offset(self, row_offset: int = 0, column_offset: int = 0) -> Range: ...
     @property
@@ -79,6 +80,8 @@ class Sheet:
     def charts(self) -> Charts: ...
     def delete(self) -> None: ...
     def activate(self) -> None: ...
+    @property
+    def cells(self) -> Range: ...
 
 class Chart:
     @property

From 0216a488100c581edae4bb2614c67c083cb99f38 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 08:31:15 +0900
Subject: [PATCH 36/40] fix tests/figure

---
 src/xlviews/figure/plot.py |  4 ++--
 tests/figure/test_facet.py | 35 ++++++++++++++++++++++++++-------
 tests/figure/test_grid.py  | 27 +++++++++++--------------
 tests/figure/test_plot.py  | 40 ++++++++++++++++++++------------------
 4 files changed, 62 insertions(+), 44 deletions(-)

diff --git a/src/xlviews/figure/plot.py b/src/xlviews/figure/plot.py
index 136af70..58aa786 100644
--- a/src/xlviews/figure/plot.py
+++ b/src/xlviews/figure/plot.py
@@ -10,7 +10,7 @@
 from .palette import PaletteStyle, get_color_palette, get_marker_palette
 
 if TYPE_CHECKING:
-    from collections.abc import Iterator
+    from collections.abc import Iterator, Mapping
 
     from xlviews.chart.axes import Axes
     from xlviews.chart.series import Series
@@ -111,7 +111,7 @@ def facet(
                 yield key, cls(axes_, sub)
 
 
-def get_label(label: Label, key: dict[Hashable | None, Hashable]) -> str:
+def get_label(label: Label, key: Mapping[Hashable | None, Hashable]) -> str:
     key_ = {k: v for k, v in key.items() if isinstance(k, str)}
     return label(key_) if callable(label) else label.format(**key_)
 
diff --git a/tests/figure/test_facet.py b/tests/figure/test_facet.py
index a7f41c9..7fe1b71 100644
--- a/tests/figure/test_facet.py
+++ b/tests/figure/test_facet.py
@@ -1,12 +1,21 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import pandas as pd
 import pytest
-from xlwings import Sheet
 
-from xlviews.dataframes.sheet_frame import SheetFrame
-from xlviews.figure.plot import Plot
+from xlviews.figure.plot import iterrows
 from xlviews.testing import is_app_available
 from xlviews.testing.figure.facet import facet
 from xlviews.testing.sheet_frame.pivot import Pivot
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
+    from xlviews.figure.plot import Plot
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -42,9 +51,21 @@ def test_title(plots: list[Plot], i: int, title: str):
     assert plots[i].axes.title == title
 
 
-def test_iterrows_none():
-    from pandas import Index
+def test_iterrows() -> None:
+    df = pd.DataFrame({"a": [1, 1, 2, 2], "b": [1, 2, 3, 4]})
+    df = df.set_index("a")
+    result = list(iterrows(df.index, "a"))
+    assert result == [{"a": 1}, {"a": 2}]
+
 
-    from xlviews.figure.plot import iterrows
+def test_iterrows_multi() -> None:
+    df = pd.DataFrame({"a": [1, 1, 2, 2], "b": [1, 1, 3, 4], "c": range(4)})
+    df = df.set_index(["a", "b"])
+    result = list(iterrows(df.index, ["a"]))
+    assert result == [{"a": 1}, {"a": 2}]
+    result = list(iterrows(df.index, ["a", "b"]))
+    assert result == [{"a": 1, "b": 1}, {"a": 2, "b": 3}, {"a": 2, "b": 4}]
 
-    assert list(iterrows(Index([]), None)) == [{}]
+
+def test_iterrows_none():
+    assert list(iterrows(pd.Index([]), None)) == [{}]
diff --git a/tests/figure/test_grid.py b/tests/figure/test_grid.py
index 378041e..2a06d89 100644
--- a/tests/figure/test_grid.py
+++ b/tests/figure/test_grid.py
@@ -1,10 +1,16 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
 import pytest
-from xlwings import Sheet
 
 from xlviews.chart.axes import Axes
 from xlviews.figure.grid import Grid, Series
 from xlviews.testing import is_app_available
 
+if TYPE_CHECKING:
+    from xlwings import Sheet
+
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
@@ -22,7 +28,7 @@ def test_series_len(seriesx: Series):
     ("k", "left", "top"),
     [(0, 30, 40), (1, 150, 40), (2, 270, 40)],
 )
-def test_seriesx_init(seriesx: Series, k: int, left, top):
+def test_seriesx_init(seriesx: Series, k: int, left: int, top: int):
     assert seriesx[k].chart.left == left
     assert seriesx[k].chart.top == top
     assert seriesx[:][k].chart.left == left
@@ -39,30 +45,19 @@ def seriesy(sheet_module: Sheet):
     ("k", "left", "top"),
     [(0, 30, 40), (1, 30, 190), (2, 30, 340)],
 )
-def test_seriesy_init(seriesy: Series, k: int, left, top):
+def test_seriesy_init(seriesy: Series, k: int, left: int, top: int):
     assert seriesy[k].chart.left == left
     assert seriesy[k].chart.top == top
     assert seriesy[:][k].chart.left == left
     assert seriesy[:][k].chart.top == top
 
 
-def test_series_getitem_error(seriesx: Series):
-    with pytest.raises(ValueError, match="Invalid key: abc"):
-        seriesx["abc"]  # type: ignore
-
-
 def test_series_iter(seriesx: Series):
     ax = list(seriesx)[-1]
     assert ax.chart.left == 270
     assert ax.chart.top == 40
 
 
-def test_series_axis_error(seriesx):
-    ax = seriesx[0]
-    with pytest.raises(ValueError, match="Invalid axis: 2"):
-        Series(ax, 1, axis=2)  # type: ignore
-
-
 @pytest.fixture(scope="module")
 def grid(sheet_module: Sheet):
     ax = Axes(left=30, top=40, width=120, height=150, sheet=sheet_module)
@@ -86,7 +81,7 @@ def grid(sheet_module: Sheet):
         (2, 3, 390, 340),
     ],
 )
-def test_grid_init(grid: Grid, r: int, c: int, left, top):
+def test_grid_init(grid: Grid, r: int, c: int, left: int, top: int):
     assert grid[r, c].chart.left == left
     assert grid[r, c].chart.top == top
     assert grid[r][c].chart.left == left
@@ -113,7 +108,7 @@ def test_grid_shape_empty():
 
 def test_grid_getitem_error(grid: Grid):
     with pytest.raises(ValueError, match="Invalid key: abc"):
-        grid["abc"]  # type: ignore
+        grid["abc"]  # pyright: ignore[reportCallIssue, reportArgumentType]
 
 
 def test_grid_iter(grid: Grid):
diff --git a/tests/figure/test_plot.py b/tests/figure/test_plot.py
index ddb11a9..a5fc79f 100644
--- a/tests/figure/test_plot.py
+++ b/tests/figure/test_plot.py
@@ -1,37 +1,45 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any
+
 import pytest
-from xlwings import Sheet
 from xlwings.constants import ChartType, MarkerStyle
 
 from xlviews.chart.axes import Axes
-from xlviews.dataframes.sheet_frame import SheetFrame
+from xlviews.figure.plot import Plot, get_label
 from xlviews.testing import is_app_available
 from xlviews.testing.chart import Base
 
+if TYPE_CHECKING:
+    from collections.abc import Callable, Hashable, Mapping
+
+    from xlwings import Sheet
+
+    from xlviews.dataframes.sheet_frame import SheetFrame
 pytestmark = pytest.mark.skipif(not is_app_available(), reason="Excel not installed")
 
 
+def func(x: Any) -> str:
+    return f"_{x['a']}_"
+
+
 @pytest.mark.parametrize(
     ("label", "key", "expected"),
     [
         ("a", {}, "a"),
         ("a{b}", {"b": "B"}, "aB"),
         ("{a}{b}", {"a": "A", "b": "B"}, "AB"),
-        (lambda x: f"_{x['a']}_", {"a": "A"}, "_A_"),
+        (func, {"a": "A"}, "_A_"),
     ],
 )
-def test_get_label(label, key, expected):
-    from xlviews.figure.plot import get_label
-
+def test_get_label(
+    label: str | Callable[..., str],
+    key: Mapping[Hashable, str],
+    expected: str,
+):
     assert get_label(label, key) == expected
 
 
-def test_get_label_error():
-    from xlviews.figure.plot import get_label
-
-    with pytest.raises(ValueError, match="Invalid label"):
-        get_label(1, 1)  # type: ignore
-
-
 @pytest.fixture
 def sf(sheet: Sheet):
     fc = Base(sheet, style=True)
@@ -44,8 +52,6 @@ def ax(sf: SheetFrame):
 
 
 def test_plot_series(ax: Axes, sf: SheetFrame):
-    from xlviews.figure.plot import Plot
-
     data = sf.agg(include_sheetname=True)
     p = (
         Plot(ax, data)
@@ -58,8 +64,6 @@ def test_plot_series(ax: Axes, sf: SheetFrame):
 
 
 def test_plot_index(ax: Axes, sf: SheetFrame):
-    from xlviews.figure.plot import Plot
-
     data = sf.groupby("b").agg(include_sheetname=True)
     p = (
         Plot(ax, data)
@@ -76,8 +80,6 @@ def test_plot_index(ax: Axes, sf: SheetFrame):
 
 
 def test_plot_multi_index(ax: Axes, sf: SheetFrame):
-    from xlviews.figure.plot import Plot
-
     data = sf.groupby(["b", "c"]).agg(include_sheetname=True)
     p = (
         Plot(ax, data)

From c4ec3b8f28d9c08f4022043d88407d84edc479bd Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 09:21:34 +0900
Subject: [PATCH 37/40] Series -> AxesSeries

---
 src/xlviews/figure/grid.py | 26 +++++++++++++-------------
 tests/figure/test_grid.py  | 14 +++++++-------
 2 files changed, 20 insertions(+), 20 deletions(-)

diff --git a/src/xlviews/figure/grid.py b/src/xlviews/figure/grid.py
index 247e4ee..d9eb401 100644
--- a/src/xlviews/figure/grid.py
+++ b/src/xlviews/figure/grid.py
@@ -8,7 +8,7 @@
     from xlviews.chart.axes import Axes
 
 
-class Series:
+class AxesSeries:
     axes: list[Axes]
 
     def __init__(
@@ -29,13 +29,13 @@ def __init__(
     def __getitem__(self, key: int) -> Axes: ...
 
     @overload
-    def __getitem__(self, key: slice) -> Series: ...
+    def __getitem__(self, key: slice) -> AxesSeries: ...
 
-    def __getitem__(self, key: int | slice) -> Axes | Series:
+    def __getitem__(self, key: int | slice) -> Axes | AxesSeries:
         if isinstance(key, int):
             return self.axes[key]
 
-        return Series(self.axes[key])
+        return AxesSeries(self.axes[key])
 
     def __len__(self) -> int:
         return len(self.axes)
@@ -81,16 +81,16 @@ def shape(self) -> tuple[int, int]:
         return 0, 0
 
     @overload
-    def __getitem__(self, key: int) -> Series: ...
+    def __getitem__(self, key: int) -> AxesSeries: ...
 
     @overload
     def __getitem__(self, key: tuple[int, int]) -> Axes: ...
 
     @overload
-    def __getitem__(self, key: tuple[slice, int]) -> Series: ...
+    def __getitem__(self, key: tuple[slice, int]) -> AxesSeries: ...
 
     @overload
-    def __getitem__(self, key: tuple[int, slice]) -> Series: ...
+    def __getitem__(self, key: tuple[int, slice]) -> AxesSeries: ...
 
     @overload
     def __getitem__(self, key: tuple[slice, slice]) -> Grid: ...
@@ -98,9 +98,9 @@ def __getitem__(self, key: tuple[slice, slice]) -> Grid: ...
     def __getitem__(
         self,
         key: int | tuple[int | slice, int | slice],
-    ) -> Axes | Series | Grid:
+    ) -> Axes | AxesSeries | Grid:
         if isinstance(key, int):
-            return Series(self.axes[key])
+            return AxesSeries(self.axes[key])
 
         if len(key) == 2:
             r, c = key
@@ -108,10 +108,10 @@ def __getitem__(
                 return self.axes[r][c]
 
             if isinstance(r, slice) and isinstance(c, int):
-                return Series([row[c] for row in self.axes[r]])
+                return AxesSeries([row[c] for row in self.axes[r]])
 
             if isinstance(r, int) and isinstance(c, slice):
-                return Series(self.axes[r][c])
+                return AxesSeries(self.axes[r][c])
 
             if isinstance(r, slice) and isinstance(c, slice):
                 return Grid([row[c] for row in self.axes[r]])
@@ -122,6 +122,6 @@ def __getitem__(
     def __len__(self) -> int:
         return len(self.axes)
 
-    def __iter__(self) -> Iterator[Series]:
+    def __iter__(self) -> Iterator[AxesSeries]:
         for row in self.axes:
-            yield Series(row)
+            yield AxesSeries(row)
diff --git a/tests/figure/test_grid.py b/tests/figure/test_grid.py
index 2a06d89..6dab1e0 100644
--- a/tests/figure/test_grid.py
+++ b/tests/figure/test_grid.py
@@ -5,7 +5,7 @@
 import pytest
 
 from xlviews.chart.axes import Axes
-from xlviews.figure.grid import Grid, Series
+from xlviews.figure.grid import AxesSeries, Grid
 from xlviews.testing import is_app_available
 
 if TYPE_CHECKING:
@@ -17,10 +17,10 @@
 @pytest.fixture(scope="module")
 def seriesx(sheet_module: Sheet):
     ax = Axes(left=30, top=40, width=120, height=150, sheet=sheet_module)
-    return Series(ax, 3, axis=0)
+    return AxesSeries(ax, 3, axis=0)
 
 
-def test_series_len(seriesx: Series):
+def test_series_len(seriesx: AxesSeries):
     assert len(seriesx) == 3
 
 
@@ -28,7 +28,7 @@ def test_series_len(seriesx: Series):
     ("k", "left", "top"),
     [(0, 30, 40), (1, 150, 40), (2, 270, 40)],
 )
-def test_seriesx_init(seriesx: Series, k: int, left: int, top: int):
+def test_seriesx_init(seriesx: AxesSeries, k: int, left: int, top: int):
     assert seriesx[k].chart.left == left
     assert seriesx[k].chart.top == top
     assert seriesx[:][k].chart.left == left
@@ -38,21 +38,21 @@ def test_seriesx_init(seriesx: Series, k: int, left: int, top: int):
 @pytest.fixture(scope="module")
 def seriesy(sheet_module: Sheet):
     ax = Axes(left=30, top=40, width=120, height=150, sheet=sheet_module)
-    return Series(ax, 3, axis=1)
+    return AxesSeries(ax, 3, axis=1)
 
 
 @pytest.mark.parametrize(
     ("k", "left", "top"),
     [(0, 30, 40), (1, 30, 190), (2, 30, 340)],
 )
-def test_seriesy_init(seriesy: Series, k: int, left: int, top: int):
+def test_seriesy_init(seriesy: AxesSeries, k: int, left: int, top: int):
     assert seriesy[k].chart.left == left
     assert seriesy[k].chart.top == top
     assert seriesy[:][k].chart.left == left
     assert seriesy[:][k].chart.top == top
 
 
-def test_series_iter(seriesx: Series):
+def test_series_iter(seriesx: AxesSeries):
     ax = list(seriesx)[-1]
     assert ax.chart.left == 270
     assert ax.chart.top == 40

From 677c158933be190c758a461a60e9a90a266b8974 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Sun, 8 Feb 2026 10:28:15 +0900
Subject: [PATCH 38/40] fix tests

---
 lcov.info                     | 4887 ++++++++++++++++-----------------
 src/xlviews/figure/palette.py |   87 +-
 src/xlviews/figure/plot.py    |    4 +-
 tests/figure/test_palette.py  |  143 +-
 4 files changed, 2557 insertions(+), 2564 deletions(-)

diff --git a/lcov.info b/lcov.info
index f66aaf6..7d54dd6 100644
--- a/lcov.info
+++ b/lcov.info
@@ -1,6 +1,5 @@
 SF:src\xlviews\__init__.py
 DA:1,1
-DA:2,1
 DA:3,1
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 DA:5,1
@@ -10,9 +9,11 @@ DA:8,1
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 DA:10,1
 DA:11,1
+DA:12,1
 DA:13,1
-LF:12
-LH:12
+DA:15,1
+LF:13
+LH:13
 end_of_record
 SF:src\xlviews\chart\__init__.py
 end_of_record
@@ -27,343 +28,343 @@ DA:10,1
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 SF:src\xlviews\core\range_collection.py
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 SF:src\xlviews\dataframes\__init__.py
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 SF:src\xlviews\dataframes\stats_frame.py
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+DA:210,1
+DA:213,1
+DA:218,0
+DA:219,0
+DA:221,0
+DA:222,0
+DA:223,0
+DA:224,0
+DA:225,0
+DA:227,0
+DA:228,0
+DA:229,0
+DA:230,0
+DA:231,0
+DA:232,0
+DA:235,1
+DA:236,0
+DA:237,0
+DA:240,1
+DA:245,0
+DA:246,0
+DA:248,0
+DA:249,0
+DA:250,0
+DA:251,0
+DA:252,0
+DA:255,1
+DA:260,0
+DA:261,0
+DA:263,0
+DA:264,0
+DA:266,0
+DA:267,0
+DA:269,0
 LF:127
-LH:127
-FN:28,41,set_border_line
-FNDA:1,set_border_line
-FN:44,67,set_border_edge
-FNDA:1,set_border_edge
-FN:70,76,set_border_inside
-FNDA:1,set_border_inside
-FN:79,90,set_border
-FNDA:1,set_border
-FN:93,98,set_fill
-FNDA:1,set_fill
-FN:101,120,set_font_api
-FNDA:1,set_font_api
-FN:123,133,set_font
-FNDA:1,set_font
-FN:136,145,set_alignment
-FNDA:1,set_alignment
-FN:148,149,set_number_format
-FNDA:1,set_number_format
-FN:156,177,set_banding
-FNDA:1,set_banding
-FN:162,172,set_banding.banding
-FNDA:1,set_banding.banding
-FN:183,209,hide_succession
-FNDA:1,hide_succession
-FN:215,234,hide_unique
-FNDA:1,hide_unique
-FN:220,221,hide_unique.address
-FNDA:1,hide_unique.address
-FN:237,239,hide_gridlines
-FNDA:1,hide_gridlines
-FN:242,254,set_color_condition
-FNDA:1,set_color_condition
-FN:257,271,set_color_scale
-FNDA:1,set_color_scale
+LH:29
+FN:26,39,set_border_line
+FNDA:0,set_border_line
+FN:42,65,set_border_edge
+FNDA:0,set_border_edge
+FN:68,74,set_border_inside
+FNDA:0,set_border_inside
+FN:77,88,set_border
+FNDA:0,set_border
+FN:91,96,set_fill
+FNDA:0,set_fill
+FN:99,118,set_font_api
+FNDA:0,set_font_api
+FN:121,131,set_font
+FNDA:0,set_font
+FN:134,143,set_alignment
+FNDA:0,set_alignment
+FN:146,147,set_number_format
+FNDA:0,set_number_format
+FN:154,175,set_banding
+FNDA:0,set_banding
+FN:160,170,set_banding.banding
+FNDA:0,set_banding.banding
+FN:181,207,hide_succession
+FNDA:0,hide_succession
+FN:213,232,hide_unique
+FNDA:0,hide_unique
+FN:218,219,hide_unique.address
+FNDA:0,hide_unique.address
+FN:235,237,hide_gridlines
+FNDA:0,hide_gridlines
+FN:240,252,set_color_condition
+FNDA:0,set_color_condition
+FN:255,269,set_color_scale
+FNDA:0,set_color_scale
 FNF:17
-FNH:17
+FNH:0
 end_of_record
 SF:src\xlviews\utils.py
 DA:1,1
@@ -2992,66 +2989,64 @@ DA:4,1
 DA:6,1
 DA:7,1
 DA:8,1
-DA:20,1
-DA:31,1
-DA:32,1
-DA:33,1
-DA:35,1
-DA:37,1
-DA:38,1
-DA:40,1
-DA:42,1
-DA:45,1
-DA:61,1
-DA:62,1
-DA:64,1
-DA:66,1
-DA:67,1
-DA:68,1
-DA:69,1
-DA:70,1
-DA:72,1
-DA:75,1
-DA:99,1
-DA:100,1
-DA:102,1
-DA:103,1
-DA:104,1
-DA:107,1
-DA:112,1
-DA:113,1
-DA:115,1
-DA:116,1
-DA:117,1
-DA:119,1
-DA:122,1
+DA:21,1
+DA:32,0
+DA:33,0
+DA:34,0
+DA:36,0
+DA:38,0
+DA:39,0
+DA:41,0
+DA:43,0
+DA:46,1
+DA:62,0
+DA:63,0
+DA:65,0
+DA:67,0
+DA:68,0
+DA:69,0
+DA:70,0
+DA:71,0
+DA:73,0
+DA:76,1
+DA:100,0
+DA:101,0
+DA:103,0
+DA:104,0
+DA:105,0
+DA:108,1
+DA:113,0
+DA:114,0
+DA:116,0
+DA:117,0
+DA:118,0
+DA:120,0
 DA:123,1
 DA:126,1
-DA:129,1
-DA:130,1
-DA:131,1
-DA:133,1
-DA:134,1
-DA:135,1
-DA:137,1
-DA:138,1
+DA:127,1
+DA:128,0
+DA:130,0
+DA:131,0
+DA:132,0
+DA:134,0
+DA:135,0
+DA:137,0
+DA:138,0
 DA:140,1
-DA:141,1
-DA:143,1
-LF:52
-LH:52
-FN:20,42,constant
-FNDA:1,constant
-FN:45,72,iter_columns
-FNDA:1,iter_columns
-FN:75,104,iter_group_locs
-FNDA:1,iter_group_locs
-FN:107,119,add_validate_list
-FNDA:1,add_validate_list
-FN:126,143,suspend_screen_updates
+LF:50
+LH:14
+FN:21,43,constant
+FNDA:0,constant
+FN:46,73,iter_columns
+FNDA:0,iter_columns
+FN:76,105,iter_group_locs
+FNDA:0,iter_group_locs
+FN:108,120,add_validate_list
+FNDA:0,add_validate_list
+FN:123,140,suspend_screen_updates
 FNDA:1,suspend_screen_updates
-FN:130,141,suspend_screen_updates._func
-FNDA:1,suspend_screen_updates._func
+FN:127,138,suspend_screen_updates._func
+FNDA:0,suspend_screen_updates._func
 FNF:6
-FNH:6
+FNH:1
 end_of_record
diff --git a/src/xlviews/figure/palette.py b/src/xlviews/figure/palette.py
index 9d47f33..902885a 100644
--- a/src/xlviews/figure/palette.py
+++ b/src/xlviews/figure/palette.py
@@ -1,9 +1,9 @@
 from __future__ import annotations
 
 from abc import ABC, abstractmethod
-from collections.abc import Callable, Hashable
+from collections.abc import Callable, Hashable, Mapping
 from itertools import cycle, islice
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, overload
 
 from pandas import MultiIndex
 
@@ -15,45 +15,69 @@
     from pandas import DataFrame
 
 
+@overload
+def get_columns_default(
+    data: DataFrame,
+    columns: str | list[str],
+    default: None = None,
+) -> tuple[list[str], dict[Any, Any]]: ...
+
+
+@overload
 def get_columns_default[T](
     data: DataFrame,
     columns: str | list[str],
-    default: dict[Hashable, T] | list[T] | None = None,
-) -> tuple[list[str], dict[Hashable, T]]:
+    default: list[T],
+) -> tuple[list[str], dict[Any, T]]: ...
+
+
+@overload
+def get_columns_default[T, K](
+    data: DataFrame,
+    columns: str | list[str],
+    default: Mapping[K, T],
+) -> tuple[list[str], dict[K, T]]: ...
+
+
+def get_columns_default[T, K](
+    data: DataFrame,
+    columns: str | list[str],
+    default: Mapping[K, T] | list[T] | None = None,
+) -> tuple[list[str], dict[Any, Any]]:
     if isinstance(columns, str):
         columns = [columns]
 
     if default is None:
         return columns, {}
 
-    if isinstance(default, dict):
-        return columns, default
+    if isinstance(default, Mapping):
+        return columns, default if isinstance(default, dict) else dict(default)
 
     data = data[columns].drop_duplicates()
     values = [tuple(t) for t in data.itertuples(index=False)]
-    default = dict(zip(values, cycle(default), strict=False))
+    default_ = dict(zip(values, cycle(default), strict=False))
 
-    return columns, default
+    return columns, default_
 
 
 def get_index(
     data: DataFrame,
-    default: Iterable[Hashable] | None = None,
-) -> dict[tuple[Hashable, ...], int]:
+    default: Iterable[Any] | None = None,
+) -> dict[tuple[Any, ...], int]:
     data = data.drop_duplicates()
     values = [tuple(t) for t in data.itertuples(index=False)]
 
     if default is None:
         return dict(zip(values, range(len(data)), strict=True))
 
-    index: dict[tuple[Hashable, ...], int] = {}
+    index: dict[tuple[Any, ...], int] = {}
     current_index = 0
 
     for default_value in default:
         if isinstance(default_value, tuple):
             value = default_value  # pyright: ignore[reportUnknownVariableType]
         elif isinstance(default_value, list):
-            value = tuple(default_value)  # pyright: ignore[reportUnknownVariableType]
+            value = tuple(default_value)  # pyright: ignore[reportUnknownArgumentType, reportUnknownVariableType]
         else:
             value = (default_value,)
 
@@ -73,14 +97,14 @@ class Palette[T](ABC):
     """A palette of items."""
 
     columns: list[str]
-    index: dict[tuple[Hashable, ...], int]
+    index: dict[tuple[Any, ...], int]
     items: list[T]
 
     def __init__(
         self,
         data: DataFrame,
         columns: str | list[str],
-        default: dict[Hashable, T] | list[T] | None = None,
+        default: Mapping[Any, T] | list[T] | None = None,
     ) -> None:
         self.columns, default = get_columns_default(data, columns, default)
         self.index = get_index(data[self.columns], default)
@@ -93,13 +117,13 @@ def __init__(
     def cycle(self, defaults: Iterable[T]) -> Iterator[T]:
         """Generate an infinite iterator of items."""
 
-    def get(self, value: Hashable) -> int:
+    def get(self, value: Any) -> int:
         if not isinstance(value, tuple):
             value = (value,)
 
         return self.index[value]
 
-    def __getitem__(self, key: dict[str | None, Hashable]) -> T:
+    def __getitem__(self, key: Mapping[Any, Any]) -> T:
         if key == {None: 0}:  # from series
             return self.items[0]
 
@@ -142,15 +166,19 @@ def cycle_colors(skips: Iterable[str] | None = None) -> Iterator[str]:
 
 
 class FunctionPalette[T]:
-    columns: str | list[str]
-    func: Callable[[Hashable], T]
+    columns: Hashable | list[Hashable | None] | None
+    func: Callable[[Any], T]
 
-    def __init__(self, columns: str | list[str], func: Callable[[Hashable], T]) -> None:
+    def __init__(
+        self,
+        columns: Hashable | list[Hashable | None] | None,
+        func: Callable[[Any], T],
+    ) -> None:
         self.columns = columns
         self.func = func
 
-    def __getitem__(self, key: dict[str, Hashable]) -> T:
-        if isinstance(self.columns, str):
+    def __getitem__(self, key: Mapping[Any, Any]) -> T:
+        if not isinstance(self.columns, list):
             return self.func(key[self.columns])
 
         value = tuple(key[k] for k in self.columns)
@@ -160,17 +188,14 @@ def __getitem__(self, key: dict[str, Hashable]) -> T:
 type PaletteStyle[T] = (
     str
     | list[str]
-    | dict[Hashable, str]
-    | Callable[[Hashable], str]
-    | tuple[str | list[str], list[str] | dict[Hashable, str]]
-    | tuple[str | list[str], Callable[[Hashable], str]]
+    | dict[Hashable, T]
+    | Callable[[Any], T]
+    | tuple[Any, list[T] | dict[Hashable, T]]
+    | tuple[Any, Callable[[Any], T]]
     | Palette[T]
     | FunctionPalette[T]
 )
 
-# pyright: reportArgumentType=false
-# pyright: reportReturnType=false
-
 
 def get_palette[T](
     cls: type[Palette[T]],
@@ -211,7 +236,7 @@ def get_palette[T](
         data = data.drop_duplicates()
         values = [tuple(t) for t in data.itertuples(index=False)]
         default = dict(zip(values, cycle(columns), strict=False))
-        return cls(data, data.columns.tolist(), default)
+        return cls(data, data.columns.tolist(), default)  # pyright: ignore[reportArgumentType]
 
     return cls(data, columns)
 
@@ -220,11 +245,11 @@ def get_marker_palette(
     data: DataFrame,
     marker: PaletteStyle[str] | None,
 ) -> MarkerPalette | FunctionPalette[str] | None:
-    return get_palette(MarkerPalette, data, marker)
+    return get_palette(MarkerPalette, data, marker)  # pyright: ignore[reportReturnType]
 
 
 def get_color_palette(
     data: DataFrame,
     color: PaletteStyle[str] | None,
 ) -> ColorPalette | FunctionPalette[str] | None:
-    return get_palette(ColorPalette, data, color)
+    return get_palette(ColorPalette, data, color)  # pyright: ignore[reportReturnType]
diff --git a/src/xlviews/figure/plot.py b/src/xlviews/figure/plot.py
index 58aa786..75599e6 100644
--- a/src/xlviews/figure/plot.py
+++ b/src/xlviews/figure/plot.py
@@ -73,8 +73,8 @@ def set(
         for key, s in zip(self.keys(), self.series_collection, strict=True):
             s.set(
                 label=label and get_label(label, key),
-                color=color_palette and color_palette[key],  # pyright: ignore[reportArgumentType]
-                marker=marker_palette and marker_palette[key],  # pyright: ignore[reportArgumentType]
+                color=color_palette and color_palette[key],
+                marker=marker_palette and marker_palette[key],
                 alpha=alpha,
                 weight=weight,
                 size=size,
diff --git a/tests/figure/test_palette.py b/tests/figure/test_palette.py
index 3a26e67..3789b42 100644
--- a/tests/figure/test_palette.py
+++ b/tests/figure/test_palette.py
@@ -1,7 +1,27 @@
+from __future__ import annotations
+
 from itertools import islice
+from operator import itemgetter
+from typing import TYPE_CHECKING
 
 import pytest
-from pandas import DataFrame
+from pandas import DataFrame, Series
+
+from xlviews.figure.palette import (
+    ColorPalette,
+    FunctionPalette,
+    MarkerPalette,
+    cycle_colors,
+    cycle_markers,
+    get_color_palette,
+    get_columns_default,
+    get_index,
+    get_marker_palette,
+    get_palette,
+)
+
+if TYPE_CHECKING:
+    from collections.abc import Iterable
 
 
 @pytest.fixture(scope="module")
@@ -16,21 +36,23 @@ def df():
 
 
 def test_get_columns_default(df: DataFrame):
-    from xlviews.figure.palette import get_columns_default
-
     columns, default = get_columns_default(df, "a")
     assert columns == ["a"]
     assert default == {}
 
 
 def test_get_columns_default_with_default_list(df: DataFrame):
-    from xlviews.figure.palette import get_columns_default
-
     columns, default = get_columns_default(df, "a", ["red", "blue"])
     assert columns == ["a"]
-    assert default[(1,)] == "red"
-    assert default[(2,)] == "blue"
-    assert default[(3,)] == "red"
+    assert default[1,] == "red"
+    assert default[2,] == "blue"
+    assert default[3,] == "red"
+
+
+def test_get_columns_default_with_default_dict(df: DataFrame):
+    columns, default = get_columns_default(df, ["a", "b"], {"x": 0})
+    assert columns == ["a", "b"]
+    assert default == {"x": 0}
 
 
 @pytest.mark.parametrize(
@@ -44,9 +66,11 @@ def test_get_columns_default_with_default_list(df: DataFrame):
         (["b", "c"], {(4, 10): 0, (5, 10): 1, (6, 11): 2, (7, 11): 3}),
     ],
 )
-def test_get_index(df: DataFrame, columns, index):
-    from xlviews.figure.palette import get_index
-
+def test_get_index(
+    df: DataFrame,
+    columns: list[str],
+    index: dict[tuple[int, ...], int],
+):
     assert get_index(df[columns]) == index
 
 
@@ -65,36 +89,31 @@ def test_get_index(df: DataFrame, columns, index):
         (["b", "c"], [], {(4, 10): 0, (5, 10): 1, (6, 11): 2, (7, 11): 3}),
     ],
 )
-def test_get_index_default(df: DataFrame, columns, default, index):
-    from xlviews.figure.palette import get_index
-
+def test_get_index_default(
+    df: DataFrame,
+    columns: list[str],
+    default: list[int] | list[Iterable[int]],
+    index: dict[tuple[int, ...], int],
+):
     assert get_index(df[columns], default) == index
 
 
 def test_cycle_colors():
-    from xlviews.figure.palette import cycle_colors
-
     x = list(islice(cycle_colors(), 3))
     assert x == ["#1f77b4", "#ff7f0e", "#2ca02c"]
 
 
 def test_cycle_colors_skips():
-    from xlviews.figure.palette import cycle_colors
-
     x = list(islice(cycle_colors(["#ff7f0e"]), 3))
     assert x == ["#1f77b4", "#2ca02c", "#d62728"]
 
 
 def test_cycle_markers():
-    from xlviews.figure.palette import cycle_markers
-
     x = list(islice(cycle_markers(), 3))
     assert x == ["o", "^", "s"]
 
 
 def test_cycle_markers_skips():
-    from xlviews.figure.palette import cycle_markers
-
     x = list(islice(cycle_markers(["o"]), 3))
     assert x == ["^", "s", "d"]
 
@@ -103,9 +122,7 @@ def test_cycle_markers_skips():
     ("key", "value"),
     [(1, 0), ((1,), 0), (3, 2), ((3,), 2)],
 )
-def test_marker_palette_get(df: DataFrame, key, value):
-    from xlviews.figure.palette import MarkerPalette
-
+def test_marker_palette_get(df: DataFrame, key: int | tuple[int], value: int):
     p = MarkerPalette(df, "a")
     assert p.get(key) == value
 
@@ -114,9 +131,7 @@ def test_marker_palette_get(df: DataFrame, key, value):
     ("key", "value"),
     [({"a": 1}, "o"), ({"a": 2}, "^"), ({"a": 3}, "s")],
 )
-def test_marker_palette(df: DataFrame, key, value):
-    from xlviews.figure.palette import MarkerPalette
-
+def test_marker_palette(df: DataFrame, key: dict[str, int], value: str):
     p = MarkerPalette(df, "a")
     assert p[key] == value
 
@@ -125,9 +140,7 @@ def test_marker_palette(df: DataFrame, key, value):
     ("key", "value"),
     [({"a": 1, "b": 0}, "o"), ({"x": 0, "a": 2}, "^"), ({"a": 3}, "s")],
 )
-def test_marker_palette_dict(df: DataFrame, key, value):
-    from xlviews.figure.palette import MarkerPalette
-
+def test_marker_palette_dict(df: DataFrame, key: dict[str, int], value: str):
     p = MarkerPalette(df, "a")
     assert p[key] == value
 
@@ -136,9 +149,7 @@ def test_marker_palette_dict(df: DataFrame, key, value):
     ("key", "value"),
     [({"a": 1, "b": 0}, "^"), ({"a": 2, "b": 0}, "o"), ({"a": 3, "b": 0}, "x")],
 )
-def test_marker_palette_default(df: DataFrame, key, value):
-    from xlviews.figure.palette import MarkerPalette
-
+def test_marker_palette_default(df: DataFrame, key: dict[str, int], value: str):
     p = MarkerPalette(df, "a", {2: "o", 3: "x"})
     assert p[key] == value
 
@@ -147,9 +158,7 @@ def test_marker_palette_default(df: DataFrame, key, value):
     ("key", "value"),
     [({"a": 1, "b": 4}, "o"), ({"a": 2, "b": 5}, "^"), ({"a": 2, "b": 6}, "s")],
 )
-def test_marker_palette_multi(df: DataFrame, key, value):
-    from xlviews.figure.palette import MarkerPalette
-
+def test_marker_palette_multi(df: DataFrame, key: dict[str, int], value: str):
     p = MarkerPalette(df, ["a", "b"])
     assert p[key] == value
 
@@ -158,9 +167,11 @@ def test_marker_palette_multi(df: DataFrame, key, value):
     ("key", "value"),
     [({"a": 1, "b": 4}, "o"), ({"a": 2, "b": 5}, "x"), ({"a": 2, "b": 6}, "o")],
 )
-def test_marker_palette_multi_default_list(df: DataFrame, key, value):
-    from xlviews.figure.palette import MarkerPalette
-
+def test_marker_palette_multi_default_list(
+    df: DataFrame,
+    key: dict[str, int],
+    value: str,
+):
     p = MarkerPalette(df, ["a", "b"], ["o", "x"])
     assert p[key] == value
 
@@ -173,38 +184,28 @@ def test_marker_palette_multi_default_list(df: DataFrame, key, value):
         ({"a": 2, "b": 6, "c": 2}, "s"),
     ],
 )
-def test_marker_palette_multi_dict(df: DataFrame, key, value):
-    from xlviews.figure.palette import MarkerPalette
-
+def test_marker_palette_multi_dict(df: DataFrame, key: dict[str, int], value: str):
     p = MarkerPalette(df, ["a", "b"])
     assert p[key] == value
 
 
 @pytest.mark.parametrize(("key", "value"), [(4, "#1f77b4"), (5, "red"), (6, "blue")])
-def test_color_palette(df: DataFrame, key, value):
-    from xlviews.figure.palette import ColorPalette
-
+def test_color_palette(df: DataFrame, key: int, value: str):
     p = ColorPalette(df, "b", {5: "red", 6: "blue", 7: "green"})
     assert p[{"b": key}] == value
 
 
 @pytest.mark.parametrize(("key", "value"), [(4, "red"), (5, "blue"), (6, "red")])
-def test_color_palette_default_list(df: DataFrame, key, value):
-    from xlviews.figure.palette import ColorPalette
-
+def test_color_palette_default_list(df: DataFrame, key: int, value: str):
     p = ColorPalette(df, "b", ["red", "blue"])
     assert p[{"b": key}] == value
 
 
 def test_get_palette_none(df: DataFrame):
-    from xlviews.figure.palette import MarkerPalette, get_palette
-
     assert get_palette(MarkerPalette, df, None) is None
 
 
 def test_get_palette(df: DataFrame):
-    from xlviews.figure.palette import MarkerPalette, get_palette
-
     p = get_palette(MarkerPalette, df, "a")
     assert isinstance(p, MarkerPalette)
     assert p[{"a": 1}] == "o"
@@ -215,8 +216,6 @@ def test_get_palette(df: DataFrame):
 
 
 def test_get_palette_dict(df: DataFrame):
-    from xlviews.figure.palette import MarkerPalette, get_palette
-
     p = get_palette(MarkerPalette, df, {(1, 4, 10): "x"})
     assert isinstance(p, MarkerPalette)
     assert p[{"a": 1, "b": 4, "c": 10}] == "x"
@@ -224,8 +223,6 @@ def test_get_palette_dict(df: DataFrame):
 
 
 def test_get_palette_tuple_list(df: DataFrame):
-    from xlviews.figure.palette import MarkerPalette, get_palette
-
     p = get_palette(MarkerPalette, df, ("b", ["o", "x"]))
     assert isinstance(p, MarkerPalette)
     assert p[{"b": 4}] == "o"
@@ -235,8 +232,6 @@ def test_get_palette_tuple_list(df: DataFrame):
 
 
 def test_get_palette_tuple_dict(df: DataFrame):
-    from xlviews.figure.palette import MarkerPalette, get_palette
-
     p = get_palette(MarkerPalette, df, ("b", {"4": "X", "5": "Y"}))
     assert isinstance(p, MarkerPalette)
     assert p[{"b": 4}] == "X"
@@ -246,10 +241,6 @@ def test_get_palette_tuple_dict(df: DataFrame):
 
 
 def test_series():
-    from pandas import Series
-
-    from xlviews.figure.palette import MarkerPalette, get_palette
-
     s = Series([1, 2, 3], index=["a", "b", "c"])
     data = s.to_frame().T
     p = get_palette(MarkerPalette, data, "x")
@@ -258,8 +249,6 @@ def test_series():
 
 
 def test_get_palette_new_default(df: DataFrame):
-    from xlviews.figure.palette import ColorPalette, get_palette
-
     p = get_palette(ColorPalette, df, "red")
     assert p
     assert p[{"a": 1, "b": 4, "c": 10}] == "red"
@@ -267,8 +256,6 @@ def test_get_palette_new_default(df: DataFrame):
 
 
 def test_get_palette_new_default_list(df: DataFrame):
-    from xlviews.figure.palette import ColorPalette, get_palette
-
     p = get_palette(ColorPalette, df, ["red", "blue", "green"])
     assert p
     assert p[{"a": 1, "b": 4, "c": 10}] == "red"
@@ -278,49 +265,37 @@ def test_get_palette_new_default_list(df: DataFrame):
 
 
 def test_function_palette_str():
-    from xlviews.figure.palette import FunctionPalette
-
     p = FunctionPalette("a", lambda x: x)
     assert p[{"a": 1}] == 1
 
 
 def test_function_palette_list():
-    from xlviews.figure.palette import FunctionPalette
-
-    p = FunctionPalette(["a"], lambda x: x[0])  # type: ignore
+    p = FunctionPalette(["a"], itemgetter(0))
     assert p[{"a": 1}] == 1
 
 
 def test_get_palette_callable_str(df: DataFrame):
-    from xlviews.figure.palette import ColorPalette, get_palette
-
     df = df.set_index("a")
-    p = get_palette(ColorPalette, df, lambda x: str(x))
+    p = get_palette(ColorPalette, df, str)
     assert p
     assert p[{"a": 1}] == "1"
 
 
 def test_get_palette_callable_list(df: DataFrame):
-    from xlviews.figure.palette import ColorPalette, get_palette
-
     df = df.set_index(["a", "b"])
-    p = get_palette(ColorPalette, df, lambda x: str(x))
+    p = get_palette(ColorPalette, df, str)
     assert p
     assert p[{"a": 1, "b": 4}] == "(1, 4)"
 
 
 def test_get_palette_callable_multi_index(df: DataFrame):
-    from xlviews.figure.palette import ColorPalette, get_palette
-
     df = df.set_index(["a", "b"])
-    p = get_palette(ColorPalette, df, ("a", lambda x: str(x)))
+    p = get_palette(ColorPalette, df, ("a", str))
     assert p
     assert p[{"a": 1, "b": 4}] == "1"
 
 
 def test_get_marker_palette_callable(df: DataFrame):
-    from xlviews.figure.palette import get_marker_palette
-
     df = df.set_index(["a", "b"])
     p = get_marker_palette(df, "a")
     assert p
@@ -330,8 +305,6 @@ def test_get_marker_palette_callable(df: DataFrame):
 
 
 def test_get_color_palette_callable(df: DataFrame):
-    from xlviews.figure.palette import get_color_palette
-
     df = df.set_index(["a", "b"])
     p = get_color_palette(df, "b")
     assert p

From 68d2216ecc80ec114a7b15e2cc46d66fa6eb2411 Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Wed, 11 Feb 2026 07:11:44 +0900
Subject: [PATCH 39/40] Update tests

---
 lcov.info | 3970 ++++++++++++++++++++++++++---------------------------
 1 file changed, 1985 insertions(+), 1985 deletions(-)

diff --git a/lcov.info b/lcov.info
index 7d54dd6..0803d04 100644
--- a/lcov.info
+++ b/lcov.info
@@ -29,32 +29,32 @@ DA:11,1
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 end_of_record
 SF:src\xlviews\chart\series.py
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 SF:src\xlviews\dataframes\stats_frame.py
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 SF:src\xlviews\dataframes\style.py
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 SF:src\xlviews\figure\__init__.py
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-LH:29
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 FN:26,39,set_border_line
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 FN:68,74,set_border_inside
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 FN:77,88,set_border
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 FN:91,96,set_fill
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 FN:99,118,set_font_api
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 FN:121,131,set_font
-FNDA:0,set_font
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 FN:134,143,set_alignment
-FNDA:0,set_alignment
+FNDA:1,set_alignment
 FN:146,147,set_number_format
-FNDA:0,set_number_format
+FNDA:1,set_number_format
 FN:154,175,set_banding
-FNDA:0,set_banding
+FNDA:1,set_banding
 FN:160,170,set_banding.banding
-FNDA:0,set_banding.banding
+FNDA:1,set_banding.banding
 FN:181,207,hide_succession
-FNDA:0,hide_succession
+FNDA:1,hide_succession
 FN:213,232,hide_unique
-FNDA:0,hide_unique
+FNDA:1,hide_unique
 FN:218,219,hide_unique.address
-FNDA:0,hide_unique.address
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 FN:235,237,hide_gridlines
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 FN:240,252,set_color_condition
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 FN:255,269,set_color_scale
-FNDA:0,set_color_scale
+FNDA:1,set_color_scale
 FNF:17
-FNH:0
+FNH:17
 end_of_record
 SF:src\xlviews\utils.py
 DA:1,1
@@ -2990,63 +2990,63 @@ DA:6,1
 DA:7,1
 DA:8,1
 DA:21,1
-DA:32,0
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-DA:34,0
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-DA:43,0
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-DA:120,0
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 DA:123,1
 DA:126,1
 DA:127,1
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-DA:131,0
-DA:132,0
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-DA:137,0
-DA:138,0
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+DA:137,1
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 DA:140,1
 LF:50
-LH:14
+LH:50
 FN:21,43,constant
-FNDA:0,constant
+FNDA:1,constant
 FN:46,73,iter_columns
-FNDA:0,iter_columns
+FNDA:1,iter_columns
 FN:76,105,iter_group_locs
-FNDA:0,iter_group_locs
+FNDA:1,iter_group_locs
 FN:108,120,add_validate_list
-FNDA:0,add_validate_list
+FNDA:1,add_validate_list
 FN:123,140,suspend_screen_updates
 FNDA:1,suspend_screen_updates
 FN:127,138,suspend_screen_updates._func
-FNDA:0,suspend_screen_updates._func
+FNDA:1,suspend_screen_updates._func
 FNF:6
-FNH:1
+FNH:6
 end_of_record

From ef9a032193d14f36e8753bcba4d048a2c31a890b Mon Sep 17 00:00:00 2001
From: Daizu <daizutabi@gmail.com>
Date: Wed, 11 Feb 2026 08:07:56 +0900
Subject: [PATCH 40/40] fix prek

---
 .gitignore | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index e9943dc..661d068 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,4 +2,4 @@
 .venv/
 /dist/
 __pycache__/
-uv.lock
\ No newline at end of file
+uv.lock