From 506ff91fdda1d6dcd462fd9832dd8cb8ac010890 Mon Sep 17 00:00:00 2001
From: ntjohnson1 <24689722+ntjohnson1@users.noreply.github.com>
Date: Mon, 1 Sep 2025 18:26:14 -0400
Subject: [PATCH 1/3] Fix typos found with codespell

---
 README.md                                            |  2 +-
 docs/source/contributor-guide/ffi.rst                |  2 +-
 docs/source/contributor-guide/introduction.rst       |  2 +-
 .../user-guide/common-operations/expressions.rst     |  2 +-
 docs/source/user-guide/common-operations/windows.rst |  8 ++++----
 docs/source/user-guide/data-sources.rst              |  4 ++--
 python/datafusion/dataframe.py                       |  4 ++--
 python/datafusion/functions.py                       | 12 ++++++------
 python/datafusion/user_defined.py                    |  2 +-
 python/tests/test_dataframe.py                       |  8 ++++----
 src/common/data_type.rs                              |  2 +-
 src/dataframe.rs                                     |  2 +-
 12 files changed, 25 insertions(+), 25 deletions(-)

diff --git a/README.md b/README.md
index 4f80dbe18..e12a37ed2 100644
--- a/README.md
+++ b/README.md
@@ -225,7 +225,7 @@ and for `uv run` commands the additional parameter `--no-project`
 ```bash
 # fetch this repo
 git clone git@github.com:apache/datafusion-python.git
-# create the virtual enviornment
+# create the virtual environment
 uv sync --dev --no-install-package datafusion
 # activate the environment
 source .venv/bin/activate
diff --git a/docs/source/contributor-guide/ffi.rst b/docs/source/contributor-guide/ffi.rst
index a40af1234..e201db71e 100644
--- a/docs/source/contributor-guide/ffi.rst
+++ b/docs/source/contributor-guide/ffi.rst
@@ -195,7 +195,7 @@ optimization levels. If you wish to go down this route, there are two approaches
 have identified you can use.
 
 #. Re-export all of ``datafusion-python`` yourself with your extensions built in.
-#. Carefully synchonize your software releases with the ``datafusion-python`` CI build
+#. Carefully synchronize your software releases with the ``datafusion-python`` CI build
    system so that your libraries use the exact same compiler, features, and
    optimization level.
 
diff --git a/docs/source/contributor-guide/introduction.rst b/docs/source/contributor-guide/introduction.rst
index 2fba64111..6cb05c62d 100644
--- a/docs/source/contributor-guide/introduction.rst
+++ b/docs/source/contributor-guide/introduction.rst
@@ -43,7 +43,7 @@ Bootstrap:
 
     # fetch this repo
     git clone git@github.com:apache/datafusion-python.git
-    # create the virtual enviornment
+    # create the virtual environment
     uv sync --dev --no-install-package datafusion
     # activate the environment
     source .venv/bin/activate
diff --git a/docs/source/user-guide/common-operations/expressions.rst b/docs/source/user-guide/common-operations/expressions.rst
index e94e1a6b5..77607e880 100644
--- a/docs/source/user-guide/common-operations/expressions.rst
+++ b/docs/source/user-guide/common-operations/expressions.rst
@@ -64,7 +64,7 @@ Arrays
 ------
 
 For columns that contain arrays of values, you can access individual elements of the array by index
-using bracket indexing. This is similar to callling the function
+using bracket indexing. This is similar to calling the function
 :py:func:`datafusion.functions.array_element`, except that array indexing using brackets is 0 based,
 similar to Python arrays and ``array_element`` is 1 based indexing to be compatible with other SQL
 approaches.
diff --git a/docs/source/user-guide/common-operations/windows.rst b/docs/source/user-guide/common-operations/windows.rst
index 8225d125a..82266854f 100644
--- a/docs/source/user-guide/common-operations/windows.rst
+++ b/docs/source/user-guide/common-operations/windows.rst
@@ -24,7 +24,7 @@ In this section you will learn about window functions. A window function utilize
 multiple rows to produce a result for each individual row, unlike an aggregate function that
 provides a single value for multiple rows.
 
-The window functions are availble in the :py:mod:`~datafusion.functions` module.
+The window functions are available in the :py:mod:`~datafusion.functions` module.
 
 We'll use the pokemon dataset (from Ritchie Vink) in the following examples.
 
@@ -99,8 +99,8 @@ If you do not specify a Window Frame, the frame will be set depending on the fol
 criteria.
 
 * If an ``order_by`` clause is set, the default window frame is defined as the rows between
-  unbounded preceeding and the current row.
-* If an ``order_by`` is not set, the default frame is defined as the rows betwene unbounded
+  unbounded preceding and the current row.
+* If an ``order_by`` is not set, the default frame is defined as the rows between unbounded
   and unbounded following (the entire partition).
 
 Window Frames are defined by three parameters: unit type, starting bound, and ending bound.
@@ -116,7 +116,7 @@ The unit types available are:
   ``order_by`` clause.
 
 In this example we perform a "rolling average" of the speed of the current Pokemon and the
-two preceeding rows.
+two preceding rows.
 
 .. ipython:: python
 
diff --git a/docs/source/user-guide/data-sources.rst b/docs/source/user-guide/data-sources.rst
index 9c95d58e0..6730754b7 100644
--- a/docs/source/user-guide/data-sources.rst
+++ b/docs/source/user-guide/data-sources.rst
@@ -25,7 +25,7 @@ DataFusion provides a wide variety of ways to get data into a DataFrame to perfo
 Local file
 ----------
 
-DataFusion has the abilty to read from a variety of popular file formats, such as :ref:`Parquet <io_parquet>`,
+DataFusion has the ability to read from a variety of popular file formats, such as :ref:`Parquet <io_parquet>`,
 :ref:`CSV <io_csv>`, :ref:`JSON <io_json>`, and :ref:`AVRO <io_avro>`.
 
 .. ipython:: python
@@ -120,7 +120,7 @@ DataFusion can import DataFrames directly from other libraries, such as
 `Polars <https://pola.rs/>`_ and `Pandas <https://pandas.pydata.org/>`_.
 Since DataFusion version 42.0.0, any DataFrame library that supports the Arrow FFI PyCapsule
 interface can be imported to DataFusion using the
-:py:func:`~datafusion.context.SessionContext.from_arrow` function. Older verions of Polars may
+:py:func:`~datafusion.context.SessionContext.from_arrow` function. Older versions of Polars may
 not support the arrow interface. In those cases, you can still import via the
 :py:func:`~datafusion.context.SessionContext.from_polars` function.
 
diff --git a/python/datafusion/dataframe.py b/python/datafusion/dataframe.py
index 61cb09438..af53fedf5 100644
--- a/python/datafusion/dataframe.py
+++ b/python/datafusion/dataframe.py
@@ -588,7 +588,7 @@ def tail(self, n: int = 5) -> DataFrame:
     def collect(self) -> list[pa.RecordBatch]:
         """Execute this :py:class:`DataFrame` and collect results into memory.
 
-        Prior to calling ``collect``, modifying a DataFrme simply updates a plan
+        Prior to calling ``collect``, modifying a DataFrame simply updates a plan
         (no actual computation is performed). Calling ``collect`` triggers the
         computation.
 
@@ -767,7 +767,7 @@ def explain(self, verbose: bool = False, analyze: bool = False) -> None:
 
         Args:
             verbose: If ``True``, more details will be included.
-            analyze: If ``Tru`e``, the plan will run and metrics reported.
+            analyze: If ``True``, the plan will run and metrics reported.
         """
         self.df.explain(verbose, analyze)
 
diff --git a/python/datafusion/functions.py b/python/datafusion/functions.py
index f430cdf4b..9e7365a3f 100644
--- a/python/datafusion/functions.py
+++ b/python/datafusion/functions.py
@@ -1673,7 +1673,7 @@ def approx_percentile_cont(
     between two of the values.
 
     This function uses the [t-digest](https://arxiv.org/abs/1902.04023) algorithm to
-    compute the percentil. You can limit the number of bins used in this algorithm by
+    compute the percentile. You can limit the number of bins used in this algorithm by
     setting the ``num_centroids`` parameter.
 
     If using the builder functions described in ref:`_aggregation` this function ignores
@@ -2415,7 +2415,7 @@ def lead(
     Lead operation will return the argument that is in the next shift_offset-th row in
     the partition. For example ``lead(col("b"), shift_offset=3, default_value=5)`` will
     return the 3rd following value in column ``b``. At the end of the partition, where
-    no futher values can be returned it will return the default value of 5.
+    no further values can be returned it will return the default value of 5.
 
     Here is an example of both the ``lead`` and :py:func:`datafusion.functions.lag`
     functions on a simple DataFrame::
@@ -2469,7 +2469,7 @@ def lag(
 
     Lag operation will return the argument that is in the previous shift_offset-th row
     in the partition. For example ``lag(col("b"), shift_offset=3, default_value=5)``
-    will return the 3rd previous value in column ``b``. At the beginnig of the
+    will return the 3rd previous value in column ``b``. At the beginning of the
     partition, where no values can be returned it will return the default value of 5.
 
     Here is an example of both the ``lag`` and :py:func:`datafusion.functions.lead`
@@ -2554,7 +2554,7 @@ def rank(
 
     Returns the rank based upon the window order. Consecutive equal values will receive
     the same rank, but the next different value will not be consecutive but rather the
-    number of rows that preceed it plus one. This is similar to Olympic medals. If two
+    number of rows that precede it plus one. This is similar to Olympic medals. If two
     people tie for gold, the next place is bronze. There would be no silver medal. Here
     is an example of a dataframe with a window ordered by descending ``points`` and the
     associated rank.
@@ -2667,7 +2667,7 @@ def cume_dist(
     """Create a cumulative distribution window function.
 
     This window function is similar to :py:func:`rank` except that the returned values
-    are the ratio of the row number to the total numebr of rows. Here is an example of a
+    are the ratio of the row number to the total number of rows. Here is an example of a
     dataframe with a window ordered by descending ``points`` and the associated
     cumulative distribution::
 
@@ -2748,7 +2748,7 @@ def string_agg(
     """Concatenates the input strings.
 
     This aggregate function will concatenate input strings, ignoring null values, and
-    seperating them with the specified delimiter. Non-string values will be converted to
+    separating them with the specified delimiter. Non-string values will be converted to
     their string equivalents.
 
     If using the builder functions described in ref:`_aggregation` this function ignores
diff --git a/python/datafusion/user_defined.py b/python/datafusion/user_defined.py
index bd686acbb..67568e313 100644
--- a/python/datafusion/user_defined.py
+++ b/python/datafusion/user_defined.py
@@ -528,7 +528,7 @@ def memoize(self) -> None:
         """
 
     def get_range(self, idx: int, num_rows: int) -> tuple[int, int]:  # noqa: ARG002
-        """Return the range for the window fuction.
+        """Return the range for the window function.
 
         If `uses_window_frame` flag is `false`. This method is used to
         calculate required range for the window function during
diff --git a/python/tests/test_dataframe.py b/python/tests/test_dataframe.py
index a3870ead8..6273a70e0 100644
--- a/python/tests/test_dataframe.py
+++ b/python/tests/test_dataframe.py
@@ -734,8 +734,8 @@ def test_window_frame_defaults_match_postgres(partitioned_df):
 
     assert df_1.sort(col_a).to_pydict() == expected
 
-    # When order is not set, the default frame should be unounded preceeding to
-    # unbounded following. When order is set, the default frame is unbounded preceeding
+    # When order is not set, the default frame should be unbounded preceding to
+    # unbounded following. When order is set, the default frame is unbounded preceding
     # to current row.
     no_order = f.avg(col_a).over(Window()).alias("over_no_order")
     with_order = f.avg(col_a).over(Window(order_by=[col_a])).alias("over_with_order")
@@ -1009,14 +1009,14 @@ def test_html_formatter_repr_rows(df, clean_formatter_state):
     html_output = df._repr_html_()
 
     tr_count = count_table_rows(html_output)
-    # Tabe should have header row (1) + 2 data rows = 3 rows
+    # Table should have header row (1) + 2 data rows = 3 rows
     assert tr_count == 3
 
     configure_formatter(min_rows_display=2, repr_rows=3)
     html_output = df._repr_html_()
 
     tr_count = count_table_rows(html_output)
-    # Tabe should have header row (1) + 3 data rows = 4 rows
+    # Table should have header row (1) + 3 data rows = 4 rows
     assert tr_count == 4
 
 
diff --git a/src/common/data_type.rs b/src/common/data_type.rs
index 5cf9d6e9f..812d52601 100644
--- a/src/common/data_type.rs
+++ b/src/common/data_type.rs
@@ -576,7 +576,7 @@ impl DataTypeMap {
     }
 
     /// Unfortunately PyO3 does not allow for us to expose the DataType as an enum since
-    /// we cannot directly annotae the Enum instance of dependency code. Therefore, here
+    /// we cannot directly annotate the Enum instance of dependency code. Therefore, here
     /// we provide an enum to mimic it.
     #[pyo3(name = "friendly_arrow_type_name")]
     pub fn friendly_arrow_type_name(&self) -> PyResult<&str> {
diff --git a/src/dataframe.rs b/src/dataframe.rs
index ab4749e35..472bf8cf2 100644
--- a/src/dataframe.rs
+++ b/src/dataframe.rs
@@ -1070,7 +1070,7 @@ fn record_batch_into_schema(
 /// This is a helper function to return the first non-empty record batch from executing a DataFrame.
 /// It additionally returns a bool, which indicates if there are more record batches available.
 /// We do this so we can determine if we should indicate to the user that the data has been
-/// truncated. This collects until we have achived both of these two conditions
+/// truncated. This collects until we have archived both of these two conditions
 ///
 /// - We have collected our minimum number of rows
 /// - We have reached our limit, either data size or maximum number of rows

From f05d59e73eaa0499f8a742527f6de831f0d08830 Mon Sep 17 00:00:00 2001
From: ntjohnson1 <24689722+ntjohnson1@users.noreply.github.com>
Date: Mon, 1 Sep 2025 18:24:05 -0400
Subject: [PATCH 2/3] Optionally integrate codespell into the repo

---
 .github/workflows/build.yml |    4 +
 .pre-commit-config.yaml     |    8 +
 pyproject.toml              |   13 +
 uv.lock                     | 1472 ++++++++++++++++++-----------------
 4 files changed, 767 insertions(+), 730 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 61896e43d..ba551d3b5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -48,6 +48,10 @@ jobs:
           uv run --no-project ruff check --output-format=github python/
           uv run --no-project ruff format --check python/
 
+      - name: Run codespell
+        run: |
+            uv run --no-project codespell --toml pyproject.toml
+
   generate-license:
     runs-on: ubuntu-latest
     steps:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index abcfcf321..e8c451262 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -45,5 +45,13 @@ repos:
             types: [file, rust]
             language: system
 
+      - repo: https://github.com/codespell-project/codespell
+        rev: v2.4.1
+        hooks:
+          - id: codespell
+            args: [ --toml, "pyproject.toml"]
+            additional_dependencies:
+              - tomli
+
 default_language_version:
       python: python3
diff --git a/pyproject.toml b/pyproject.toml
index 728cedb2d..4e4a08846 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -129,6 +129,18 @@ max-doc-length = 88
 "benchmarks/*" = ["D", "F", "T", "BLE", "FURB", "PLR", "E", "TD", "TRY", "S", "SIM", "EXE", "UP"]
 "docs/*" = ["D"]
 
+[tool.codespell]
+skip = [
+    "./target",
+    "uv.lock",
+    "./python/tests/test_functions.py"
+]
+count = true
+ignore-words-list = [
+    "ans",
+    "IST"
+]
+
 [dependency-groups]
 dev = [
     "maturin>=1.8.1",
@@ -138,6 +150,7 @@ dev = [
     "ruff>=0.9.1",
     "toml>=0.10.2",
     "pygithub==2.5.0",
+    "codespell==2.4.1",
 ]
 docs = [
     "sphinx>=7.1.2",
diff --git a/uv.lock b/uv.lock
index 7e4bc4c6b..46a87df91 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,4 +1,5 @@
 version = 1
+revision = 2
 requires-python = ">=3.9"
 resolution-markers = [
     "python_full_version >= '3.12'",
@@ -14,9 +15,9 @@ source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version < '3.10'",
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c9/3e/13dd8e5ed9094e734ac430b5d0eb4f2bb001708a8b7856cbf8e084e001ba/alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65", size = 23776 }
+sdist = { url = "https://files.pythonhosted.org/packages/c9/3e/13dd8e5ed9094e734ac430b5d0eb4f2bb001708a8b7856cbf8e084e001ba/alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65", size = 23776, upload-time = "2024-01-10T00:56:10.189Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/32/34/d4e1c02d3bee589efb5dfa17f88ea08bdb3e3eac12bc475462aec52ed223/alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92", size = 13511 },
+    { url = "https://files.pythonhosted.org/packages/32/34/d4e1c02d3bee589efb5dfa17f88ea08bdb3e3eac12bc475462aec52ed223/alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92", size = 13511, upload-time = "2024-01-10T00:56:08.388Z" },
 ]
 
 [[package]]
@@ -28,9 +29,9 @@ resolution-markers = [
     "python_full_version == '3.11.*'",
     "python_full_version == '3.10.*'",
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210 }
+sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210, upload-time = "2024-07-26T18:15:03.762Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
+    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929, upload-time = "2024-07-26T18:15:02.05Z" },
 ]
 
 [[package]]
@@ -40,27 +41,27 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/80/c5/5c83c48bbf547f3dd8b587529db7cf5a265a3368b33e85e76af8ff6061d3/astroid-3.3.8.tar.gz", hash = "sha256:a88c7994f914a4ea8572fac479459f4955eeccc877be3f2d959a33273b0cf40b", size = 398196 }
+sdist = { url = "https://files.pythonhosted.org/packages/80/c5/5c83c48bbf547f3dd8b587529db7cf5a265a3368b33e85e76af8ff6061d3/astroid-3.3.8.tar.gz", hash = "sha256:a88c7994f914a4ea8572fac479459f4955eeccc877be3f2d959a33273b0cf40b", size = 398196, upload-time = "2024-12-24T01:13:05.59Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/07/28/0bc8a17d6cd4cc3c79ae41b7105a2b9a327c110e5ddd37a8a27b29a5c8a2/astroid-3.3.8-py3-none-any.whl", hash = "sha256:187ccc0c248bfbba564826c26f070494f7bc964fd286b6d9fff4420e55de828c", size = 275153, upload-time = "2024-12-24T01:13:02.726Z" },
 ]
 
 [[package]]
 name = "asttokens"
 version = "3.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4a/e7/82da0a03e7ba5141f05cce0d302e6eed121ae055e0456ca228bf693984bc/asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7", size = 61978 }
+sdist = { url = "https://files.pythonhosted.org/packages/4a/e7/82da0a03e7ba5141f05cce0d302e6eed121ae055e0456ca228bf693984bc/asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7", size = 61978, upload-time = "2024-11-30T04:30:14.439Z" }
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 [[package]]
 name = "babel"
 version = "2.16.0"
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From 6e3ba9913711f2ffb7f6f71470ab9c4843a06da0 Mon Sep 17 00:00:00 2001
From: ntjohnson1 <24689722+ntjohnson1@users.noreply.github.com>
Date: Tue, 2 Sep 2025 07:44:43 -0400
Subject: [PATCH 3/3] Avoid updating uv package versions

---
 uv.lock | 1222 +++++++++++++++++++++++--------------------------------
 1 file changed, 501 insertions(+), 721 deletions(-)

diff --git a/uv.lock b/uv.lock
index fc3ef59cd..ec060c166 100644
--- a/uv.lock
+++ b/uv.lock
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