Publish built docs triggered by 200a249ac310e0f91bfd9f85f2d5278badca0131
diff --git a/_sources/autoapi/datafusion/dataframe/index.rst.txt b/_sources/autoapi/datafusion/dataframe/index.rst.txt
index f0272cc..9e92438 100644
--- a/_sources/autoapi/datafusion/dataframe/index.rst.txt
+++ b/_sources/autoapi/datafusion/dataframe/index.rst.txt
@@ -171,7 +171,7 @@
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.
@@ -289,7 +289,7 @@
If ``analyze`` is specified, runs the plan and reports metrics.
:param verbose: If ``True``, more details will be included.
- :param analyze: If ``Tru`e``, the plan will run and metrics reported.
+ :param analyze: If ``True``, the plan will run and metrics reported.
diff --git a/_sources/autoapi/datafusion/functions/index.rst.txt b/_sources/autoapi/datafusion/functions/index.rst.txt
index 26a92da..7ef6ee3 100644
--- a/_sources/autoapi/datafusion/functions/index.rst.txt
+++ b/_sources/autoapi/datafusion/functions/index.rst.txt
@@ -336,7 +336,7 @@
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
@@ -887,7 +887,7 @@
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::
@@ -1088,7 +1088,7 @@
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`
@@ -1137,7 +1137,7 @@
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::
@@ -1643,7 +1643,7 @@
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.
@@ -1983,7 +1983,7 @@
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/_sources/autoapi/datafusion/user_defined/index.rst.txt b/_sources/autoapi/datafusion/user_defined/index.rst.txt
index 728ace0..591d4cd 100644
--- a/_sources/autoapi/datafusion/user_defined/index.rst.txt
+++ b/_sources/autoapi/datafusion/user_defined/index.rst.txt
@@ -535,7 +535,7 @@
.. py:method:: get_range(idx: int, num_rows: int) -> tuple[int, int]
- 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/_sources/contributor-guide/ffi.rst.txt b/_sources/contributor-guide/ffi.rst.txt
index a40af12..e201db7 100644
--- a/_sources/contributor-guide/ffi.rst.txt
+++ b/_sources/contributor-guide/ffi.rst.txt
@@ -195,7 +195,7 @@
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/_sources/contributor-guide/introduction.rst.txt b/_sources/contributor-guide/introduction.rst.txt
index 2fba641..6cb05c6 100644
--- a/_sources/contributor-guide/introduction.rst.txt
+++ b/_sources/contributor-guide/introduction.rst.txt
@@ -43,7 +43,7 @@
# 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/_sources/user-guide/common-operations/expressions.rst.txt b/_sources/user-guide/common-operations/expressions.rst.txt
index e94e1a6..77607e8 100644
--- a/_sources/user-guide/common-operations/expressions.rst.txt
+++ b/_sources/user-guide/common-operations/expressions.rst.txt
@@ -64,7 +64,7 @@
------
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/_sources/user-guide/common-operations/windows.rst.txt b/_sources/user-guide/common-operations/windows.rst.txt
index 8225d12..8226685 100644
--- a/_sources/user-guide/common-operations/windows.rst.txt
+++ b/_sources/user-guide/common-operations/windows.rst.txt
@@ -24,7 +24,7 @@
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 @@
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 @@
``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/_sources/user-guide/data-sources.rst.txt b/_sources/user-guide/data-sources.rst.txt
index 9c95d58..6730754 100644
--- a/_sources/user-guide/data-sources.rst.txt
+++ b/_sources/user-guide/data-sources.rst.txt
@@ -25,7 +25,7 @@
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 @@
`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/autoapi/datafusion/dataframe/index.html b/autoapi/datafusion/dataframe/index.html
index 965fe81..ba47b9f 100644
--- a/autoapi/datafusion/dataframe/index.html
+++ b/autoapi/datafusion/dataframe/index.html
@@ -1743,7 +1743,7 @@
<dt class="sig sig-object py" id="datafusion.dataframe.DataFrame.collect">
<span class="sig-name descname"><span class="pre">collect</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">pyarrow.RecordBatch</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#datafusion.dataframe.DataFrame.collect" title="Link to this definition">¶</a></dt>
<dd><p>Execute this <a class="reference internal" href="#datafusion.dataframe.DataFrame" title="datafusion.dataframe.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> and collect results into memory.</p>
-<p>Prior to calling <code class="docutils literal notranslate"><span class="pre">collect</span></code>, modifying a DataFrme simply updates a plan
+<p>Prior to calling <code class="docutils literal notranslate"><span class="pre">collect</span></code>, modifying a DataFrame simply updates a plan
(no actual computation is performed). Calling <code class="docutils literal notranslate"><span class="pre">collect</span></code> triggers the
computation.</p>
<dl class="field-list simple">
@@ -1887,7 +1887,7 @@
<dt class="field-odd">Parameters<span class="colon">:</span></dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>verbose</strong> – If <code class="docutils literal notranslate"><span class="pre">True</span></code>, more details will be included.</p></li>
-<li><p><strong>analyze</strong> – If <code class="docutils literal notranslate"><span class="pre">Tru`e</span></code>, the plan will run and metrics reported.</p></li>
+<li><p><strong>analyze</strong> – If <code class="docutils literal notranslate"><span class="pre">True</span></code>, the plan will run and metrics reported.</p></li>
</ul>
</dd>
</dl>
diff --git a/autoapi/datafusion/functions/index.html b/autoapi/datafusion/functions/index.html
index 88f4b06..47247ab 100644
--- a/autoapi/datafusion/functions/index.html
+++ b/autoapi/datafusion/functions/index.html
@@ -3441,7 +3441,7 @@
test score that is above 90% of the other test scores. The returned value may be
between two of the values.</p>
<p>This function uses the [t-digest](<a class="reference external" href="https://arxiv.org/abs/1902.04023">https://arxiv.org/abs/1902.04023</a>) 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 <code class="docutils literal notranslate"><span class="pre">num_centroids</span></code> parameter.</p>
<p>If using the builder functions described in ref:<cite>_aggregation</cite> this function ignores
the options <code class="docutils literal notranslate"><span class="pre">order_by</span></code>, <code class="docutils literal notranslate"><span class="pre">null_treatment</span></code>, and <code class="docutils literal notranslate"><span class="pre">distinct</span></code>.</p>
@@ -4097,7 +4097,7 @@
<span class="sig-prename descclassname"><span class="pre">datafusion.functions.</span></span><span class="sig-name descname"><span class="pre">cume_dist</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">partition_by</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order_by</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="../expr/index.html#datafusion.expr.SortExpr" title="datafusion.expr.SortExpr"><span class="pre">datafusion.expr.SortExpr</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="../expr/index.html#datafusion.expr.SortExpr" title="datafusion.expr.SortExpr"><span class="pre">datafusion.expr.SortExpr</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a></span></span><a class="headerlink" href="#datafusion.functions.cume_dist" title="Link to this definition">¶</a></dt>
<dd><p>Create a cumulative distribution window function.</p>
<p>This window function is similar to <a class="reference internal" href="#datafusion.functions.rank" title="datafusion.functions.rank"><code class="xref py py-func docutils literal notranslate"><span class="pre">rank()</span></code></a> 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 <code class="docutils literal notranslate"><span class="pre">points</span></code> and the associated
cumulative distribution:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">+--------+-----------+</span>
@@ -4332,7 +4332,7 @@
<dd><p>Create a lag window function.</p>
<p>Lag operation will return the argument that is in the previous shift_offset-th row
in the partition. For example <code class="docutils literal notranslate"><span class="pre">lag(col("b"),</span> <span class="pre">shift_offset=3,</span> <span class="pre">default_value=5)</span></code>
-will return the 3rd previous value in column <code class="docutils literal notranslate"><span class="pre">b</span></code>. At the beginnig of the
+will return the 3rd previous value in column <code class="docutils literal notranslate"><span class="pre">b</span></code>. At the beginning of the
partition, where no values can be returned it will return the default value of 5.</p>
<p>Here is an example of both the <code class="docutils literal notranslate"><span class="pre">lag</span></code> and <a class="reference internal" href="#datafusion.functions.lead" title="datafusion.functions.lead"><code class="xref py py-func docutils literal notranslate"><span class="pre">datafusion.functions.lead()</span></code></a>
functions on a simple DataFrame:</p>
@@ -4391,7 +4391,7 @@
<p>Lead operation will return the argument that is in the next shift_offset-th row in
the partition. For example <code class="docutils literal notranslate"><span class="pre">lead(col("b"),</span> <span class="pre">shift_offset=3,</span> <span class="pre">default_value=5)</span></code> will
return the 3rd following value in column <code class="docutils literal notranslate"><span class="pre">b</span></code>. At the end of the partition, where
-no futher values can be returned it will return the default value of 5.</p>
+no further values can be returned it will return the default value of 5.</p>
<p>Here is an example of both the <code class="docutils literal notranslate"><span class="pre">lead</span></code> and <a class="reference internal" href="#datafusion.functions.lag" title="datafusion.functions.lag"><code class="xref py py-func docutils literal notranslate"><span class="pre">datafusion.functions.lag()</span></code></a>
functions on a simple DataFrame:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">+--------+------+-----+</span>
@@ -4952,7 +4952,7 @@
<dd><p>Create a rank window function.</p>
<p>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 <code class="docutils literal notranslate"><span class="pre">points</span></code> and the
associated rank.</p>
@@ -5361,7 +5361,7 @@
<span class="sig-prename descclassname"><span class="pre">datafusion.functions.</span></span><span class="sig-name descname"><span class="pre">string_agg</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">delimiter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order_by</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="../expr/index.html#datafusion.expr.SortExpr" title="datafusion.expr.SortExpr"><span class="pre">datafusion.expr.SortExpr</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="../expr/index.html#datafusion.expr.SortExpr" title="datafusion.expr.SortExpr"><span class="pre">datafusion.expr.SortExpr</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><a class="reference internal" href="../expr/index.html#datafusion.expr.Expr" title="datafusion.expr.Expr"><span class="pre">datafusion.expr.Expr</span></a></span></span><a class="headerlink" href="#datafusion.functions.string_agg" title="Link to this definition">¶</a></dt>
<dd><p>Concatenates the input strings.</p>
<p>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.</p>
<p>If using the builder functions described in ref:<cite>_aggregation</cite> this function ignores
the options <code class="docutils literal notranslate"><span class="pre">distinct</span></code> and <code class="docutils literal notranslate"><span class="pre">null_treatment</span></code>.</p>
diff --git a/autoapi/datafusion/user_defined/index.html b/autoapi/datafusion/user_defined/index.html
index f9c314e..c2e1f6c 100644
--- a/autoapi/datafusion/user_defined/index.html
+++ b/autoapi/datafusion/user_defined/index.html
@@ -1548,7 +1548,7 @@
<dl class="py method">
<dt class="sig sig-object py" id="datafusion.user_defined.WindowEvaluator.get_range">
<span class="sig-name descname"><span class="pre">get_range</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_rows</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#datafusion.user_defined.WindowEvaluator.get_range" title="Link to this definition">¶</a></dt>
-<dd><p>Return the range for the window fuction.</p>
+<dd><p>Return the range for the window function.</p>
<p>If <cite>uses_window_frame</cite> flag is <cite>false</cite>. This method is used to
calculate required range for the window function during
stateful execution.</p>
diff --git a/contributor-guide/ffi.html b/contributor-guide/ffi.html
index 518ae0e..0439f32 100644
--- a/contributor-guide/ffi.html
+++ b/contributor-guide/ffi.html
@@ -608,7 +608,7 @@
have identified you can use.</p>
<ol class="arabic simple">
<li><p>Re-export all of <code class="docutils literal notranslate"><span class="pre">datafusion-python</span></code> yourself with your extensions built in.</p></li>
-<li><p>Carefully synchonize your software releases with the <code class="docutils literal notranslate"><span class="pre">datafusion-python</span></code> CI build
+<li><p>Carefully synchronize your software releases with the <code class="docutils literal notranslate"><span class="pre">datafusion-python</span></code> CI build
system so that your libraries use the exact same compiler, features, and
optimization level.</p></li>
</ol>
diff --git a/contributor-guide/introduction.html b/contributor-guide/introduction.html
index 5df6002..37db300 100644
--- a/contributor-guide/introduction.html
+++ b/contributor-guide/introduction.html
@@ -474,7 +474,7 @@
<p>Bootstrap:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span><span class="c1"># fetch this repo</span>
git<span class="w"> </span>clone<span class="w"> </span>git@github.com:apache/datafusion-python.git
-<span class="c1"># create the virtual enviornment</span>
+<span class="c1"># create the virtual environment</span>
uv<span class="w"> </span>sync<span class="w"> </span>--dev<span class="w"> </span>--no-install-package<span class="w"> </span>datafusion
<span class="c1"># activate the environment</span>
<span class="nb">source</span><span class="w"> </span>.venv/bin/activate
diff --git a/searchindex.js b/searchindex.js
index dc3eb86..1c53d51 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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false]], "list_sort() (in module datafusion.functions)": [[5, "datafusion.functions.list_sort", false]], "list_to_string() (in module datafusion.functions)": [[5, "datafusion.functions.list_to_string", false]], "list_union() (in module datafusion.functions)": [[5, "datafusion.functions.list_union", false]], "lit() (in module datafusion)": [[7, "datafusion.lit", false]], "literal (in module datafusion.expr)": [[4, "datafusion.expr.Literal", false]], "literal() (datafusion.expr static method)": [[7, "datafusion.Expr.literal", false]], "literal() (datafusion.expr.expr static method)": [[4, "datafusion.expr.Expr.literal", false]], "literal() (in module datafusion)": [[7, "datafusion.literal", false]], "literal_with_metadata() (datafusion.expr static method)": [[7, "datafusion.Expr.literal_with_metadata", false]], "literal_with_metadata() (datafusion.expr.expr static method)": [[4, "datafusion.expr.Expr.literal_with_metadata", false]], "ln() (datafusion.expr method)": [[7, 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attribute)": [[3, "datafusion.dataframe_formatter.DataFrameHtmlFormatter.max_memory_bytes", false]], "max_row_group_size (datafusion.dataframe.parquetwriteroptions attribute)": [[2, "datafusion.dataframe.ParquetWriterOptions.max_row_group_size", false], [2, "id19", false]], "max_row_group_size (datafusion.parquetwriteroptions attribute)": [[7, "datafusion.ParquetWriterOptions.max_row_group_size", false], [7, "id20", false]], "max_width (datafusion.dataframe_formatter.dataframehtmlformatter attribute)": [[3, "datafusion.dataframe_formatter.DataFrameHtmlFormatter.max_width", false]], "maximum_buffered_record_batches_per_stream (datafusion.dataframe.parquetwriteroptions attribute)": [[2, "datafusion.dataframe.ParquetWriterOptions.maximum_buffered_record_batches_per_stream", false], [2, "id20", false]], "maximum_buffered_record_batches_per_stream (datafusion.parquetwriteroptions attribute)": [[7, "datafusion.ParquetWriterOptions.maximum_buffered_record_batches_per_stream", false], [7, "id21", false]], "maximum_parallel_row_group_writers (datafusion.dataframe.parquetwriteroptions attribute)": [[2, "datafusion.dataframe.ParquetWriterOptions.maximum_parallel_row_group_writers", false], [2, "id21", false]], "maximum_parallel_row_group_writers (datafusion.parquetwriteroptions attribute)": [[7, "datafusion.ParquetWriterOptions.maximum_parallel_row_group_writers", false], [7, "id22", false]], "md5() (datafusion.expr method)": [[7, "datafusion.Expr.md5", false]], "md5() (datafusion.expr.expr method)": [[4, "datafusion.expr.Expr.md5", false]], "md5() (in module datafusion.functions)": [[5, "datafusion.functions.md5", false]], "mean() (in module datafusion.functions)": [[5, "datafusion.functions.mean", false]], "median() (in module datafusion.functions)": [[5, "datafusion.functions.median", false]], "memoize() (datafusion.user_defined.windowevaluator method)": [[17, "datafusion.user_defined.WindowEvaluator.memoize", false]], "memory_catalog() (datafusion.catalog static method)": [[7, "datafusion.Catalog.memory_catalog", false]], "memory_catalog() (datafusion.catalog.catalog static method)": [[0, "datafusion.catalog.Catalog.memory_catalog", false]], "memory_schema() (datafusion.catalog.schema static method)": [[0, "datafusion.catalog.Schema.memory_schema", false]], "merge() (datafusion.accumulator method)": [[7, "datafusion.Accumulator.merge", false]], "merge() (datafusion.user_defined.accumulator method)": [[17, "datafusion.user_defined.Accumulator.merge", false]], "microsoftazure (in module datafusion.object_store)": [[12, "datafusion.object_store.MicrosoftAzure", false]], "min() (in module datafusion.functions)": [[5, "datafusion.functions.min", false]], "min_rows_display (datafusion.dataframe_formatter.dataframehtmlformatter attribute)": [[3, "datafusion.dataframe_formatter.DataFrameHtmlFormatter.min_rows_display", false]], "module": [[0, "module-datafusion.catalog", false], [1, "module-datafusion.context", false], [2, "module-datafusion.dataframe", false], [3, "module-datafusion.dataframe_formatter", false], [4, "module-datafusion.expr", false], [5, "module-datafusion.functions", false], [6, "module-datafusion.html_formatter", false], [7, "module-datafusion", false], [8, "module-datafusion.input.base", false], [9, "module-datafusion.input", false], [10, "module-datafusion.input.location", false], [11, "module-datafusion.io", false], [12, "module-datafusion.object_store", false], [13, "module-datafusion.plan", false], [14, "module-datafusion.record_batch", false], [15, "module-datafusion.substrait", false], [16, "module-datafusion.unparser", false], [17, "module-datafusion.user_defined", false]], "mysql() (datafusion.unparser.dialect static method)": [[16, "datafusion.unparser.Dialect.mysql", false]], "named_struct() (in module datafusion.functions)": [[5, "datafusion.functions.named_struct", false]], "names() (datafusion.catalog method)": [[7, "datafusion.Catalog.names", false]], "names() (datafusion.catalog.catalog method)": [[0, "datafusion.catalog.Catalog.names", false]], "names() (datafusion.catalog.schema method)": [[0, "datafusion.catalog.Schema.names", false]], "nanvl() (in module datafusion.functions)": [[5, "datafusion.functions.nanvl", false]], "negative (in module datafusion.expr)": [[4, "datafusion.expr.Negative", false]], "next() (datafusion.record_batch.recordbatchstream method)": [[14, "datafusion.record_batch.RecordBatchStream.next", false]], "next() (datafusion.recordbatchstream method)": [[7, "datafusion.RecordBatchStream.next", false]], "not (in module datafusion.expr)": [[4, "datafusion.expr.Not", false]], "now() (in module datafusion.functions)": [[5, "datafusion.functions.now", false]], "nth_value() (in module datafusion.functions)": [[5, "datafusion.functions.nth_value", false]], "ntile() (in module datafusion.functions)": [[5, "datafusion.functions.ntile", false]], "null_treatment() (datafusion.expr method)": [[7, "datafusion.Expr.null_treatment", false]], "null_treatment() (datafusion.expr.expr method)": [[4, "datafusion.expr.Expr.null_treatment", false]], "nullif() (in module datafusion.functions)": [[5, "datafusion.functions.nullif", false]], "nulls_first() (datafusion.expr.sortexpr method)": [[4, "datafusion.expr.SortExpr.nulls_first", false]], "nvl() (in module datafusion.functions)": [[5, "datafusion.functions.nvl", false]], "octet_length() (datafusion.expr method)": [[7, "datafusion.Expr.octet_length", false]], "octet_length() (datafusion.expr.expr method)": [[4, "datafusion.expr.Expr.octet_length", false]], "octet_length() (in module datafusion.functions)": [[5, "datafusion.functions.octet_length", false]], "operatefunctionarg (in module datafusion.expr)": [[4, "datafusion.expr.OperateFunctionArg", false]], "optimized_logical_plan() (datafusion.dataframe.dataframe method)": [[2, "datafusion.dataframe.DataFrame.optimized_logical_plan", false]], "options_internal (datafusion.context.sqloptions attribute)": [[1, "datafusion.context.SQLOptions.options_internal", false]], "options_internal (datafusion.sqloptions attribute)": [[7, "datafusion.SQLOptions.options_internal", false]], "order_by() (datafusion.expr method)": [[7, "datafusion.Expr.order_by", false]], "order_by() (datafusion.expr.expr method)": [[4, "datafusion.expr.Expr.order_by", false]], "order_by() (in module datafusion.functions)": [[5, "datafusion.functions.order_by", false]], "otherwise() (datafusion.expr.casebuilder method)": [[4, "datafusion.expr.CaseBuilder.otherwise", false]], "over() (datafusion.expr method)": [[7, "datafusion.Expr.over", false]], "over() (datafusion.expr.expr method)": [[4, "datafusion.expr.Expr.over", false]], "overlay() (in module datafusion.functions)": [[5, "datafusion.functions.overlay", false]], "owner_name() (datafusion.catalog.schemaprovider method)": [[0, "datafusion.catalog.SchemaProvider.owner_name", false]], "parquetcolumnoptions (class in 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false]], "pi() (in module datafusion.functions)": [[5, "datafusion.functions.pi", false]], "placeholder (in module datafusion.expr)": [[4, "datafusion.expr.Placeholder", false]], "plan (class in datafusion.substrait)": [[15, "datafusion.substrait.Plan", false]], "plan_internal (datafusion.substrait.plan attribute)": [[15, "datafusion.substrait.Plan.plan_internal", false]], "plan_to_sql() (datafusion.unparser.unparser method)": [[16, "datafusion.unparser.Unparser.plan_to_sql", false]], "postgres() (datafusion.unparser.dialect static method)": [[16, "datafusion.unparser.Dialect.postgres", false]], "pow() (in module datafusion.functions)": [[5, "datafusion.functions.pow", false]], "power() (in module datafusion.functions)": [[5, "datafusion.functions.power", false]], "prepare (in module datafusion.expr)": [[4, "datafusion.expr.Prepare", false]], "producer (class in datafusion.substrait)": [[15, "datafusion.substrait.Producer", false]], "projection (in module datafusion.expr)": [[4, 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false]], "date_trunc() (in module datafusion.functions)": [[5, "datafusion.functions.date_trunc", false]], "datepart() (in module datafusion.functions)": [[5, "datafusion.functions.datepart", false]], "datetrunc() (in module datafusion.functions)": [[5, "datafusion.functions.datetrunc", false]], "deallocate (in module datafusion.expr)": [[4, "datafusion.expr.Deallocate", false]], "decode() (in module datafusion.functions)": [[5, "datafusion.functions.decode", false]], "default() (datafusion.unparser.dialect static method)": [[16, "datafusion.unparser.Dialect.default", false]], "default_str_repr() (datafusion.dataframe.dataframe static method)": [[2, "datafusion.dataframe.DataFrame.default_str_repr", false]], "defaultstyleprovider (class in datafusion.dataframe_formatter)": [[3, "datafusion.dataframe_formatter.DefaultStyleProvider", false]], "degrees() (datafusion.expr method)": [[7, "datafusion.Expr.degrees", false]], "degrees() (datafusion.expr.expr method)": [[4, 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false]], "reset_formatter() (in module datafusion.dataframe_formatter)": [[3, "datafusion.dataframe_formatter.reset_formatter", false]], "reverse() (datafusion.expr method)": [[7, "datafusion.Expr.reverse", false]], "reverse() (datafusion.expr.expr method)": [[4, "datafusion.expr.Expr.reverse", false]], "reverse() (in module datafusion.functions)": [[5, "datafusion.functions.reverse", false]], "rex_call_operands() (datafusion.expr method)": [[7, "datafusion.Expr.rex_call_operands", false]], "rex_call_operands() (datafusion.expr.expr method)": [[4, "datafusion.expr.Expr.rex_call_operands", false]], "rex_call_operator() (datafusion.expr method)": [[7, "datafusion.Expr.rex_call_operator", false]], "rex_call_operator() (datafusion.expr.expr method)": [[4, "datafusion.expr.Expr.rex_call_operator", false]], "rex_type() (datafusion.expr method)": [[7, "datafusion.Expr.rex_type", false]], "rex_type() (datafusion.expr.expr method)": [[4, "datafusion.expr.Expr.rex_type", false]], "right() (in 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\ No newline at end of file
diff --git a/user-guide/common-operations/aggregations.html b/user-guide/common-operations/aggregations.html
index 056c412..f542029 100644
--- a/user-guide/common-operations/aggregations.html
+++ b/user-guide/common-operations/aggregations.html
@@ -610,16 +610,16 @@
<span class="o">+----------+--------------------------------------------------+</span>
<span class="o">|</span> <span class="n">Type</span> <span class="mi">1</span> <span class="o">|</span> <span class="n">Type</span> <span class="mi">2</span> <span class="n">List</span> <span class="o">|</span>
<span class="o">+----------+--------------------------------------------------+</span>
-<span class="o">|</span> <span class="n">Bug</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="p">,</span> <span class="n">Poison</span><span class="p">,</span> <span class="n">Grass</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Poison</span> <span class="o">|</span> <span class="p">[,</span> <span class="n">Ground</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Electric</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="p">,</span> <span class="n">Steel</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Bug</span> <span class="o">|</span> <span class="p">[</span><span class="n">Grass</span><span class="p">,</span> <span class="n">Poison</span><span class="p">,</span> <span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Poison</span> <span class="o">|</span> <span class="p">[</span><span class="n">Ground</span><span class="p">,</span> <span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Electric</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Steel</span><span class="p">,</span> <span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Fairy</span> <span class="o">|</span> <span class="p">[]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Normal</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="p">,</span> <span class="n">Fairy</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Normal</span> <span class="o">|</span> <span class="p">[</span><span class="n">Fairy</span><span class="p">,</span> <span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Ice</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Grass</span> <span class="o">|</span> <span class="p">[,</span> <span class="n">Poison</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Fire</span> <span class="o">|</span> <span class="p">[</span><span class="n">Dragon</span><span class="p">,</span> <span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Water</span> <span class="o">|</span> <span class="p">[</span><span class="n">Poison</span><span class="p">,</span> <span class="n">Flying</span><span class="p">,</span> <span class="n">Dark</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">,</span> <span class="n">Ice</span><span class="p">,</span> <span class="n">Fighting</span><span class="p">,</span> <span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Ground</span> <span class="o">|</span> <span class="p">[,</span> <span class="n">Rock</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Grass</span> <span class="o">|</span> <span class="p">[</span><span class="n">Poison</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">,</span> <span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Fire</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="p">,</span> <span class="n">Dragon</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Water</span> <span class="o">|</span> <span class="p">[</span><span class="n">Dark</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">,</span> <span class="n">Fighting</span><span class="p">,</span> <span class="p">,</span> <span class="n">Poison</span><span class="p">,</span> <span class="n">Flying</span><span class="p">,</span> <span class="n">Ice</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Ground</span> <span class="o">|</span> <span class="p">[</span><span class="n">Rock</span><span class="p">,</span> <span class="p">]</span> <span class="o">|</span>
<span class="o">+----------+--------------------------------------------------+</span>
<span class="n">Data</span> <span class="n">truncated</span><span class="o">.</span>
</pre></div>
@@ -634,15 +634,15 @@
<span class="o">+----------+------------------------------------------------+</span>
<span class="o">|</span> <span class="n">Type</span> <span class="mi">1</span> <span class="o">|</span> <span class="n">Type</span> <span class="mi">2</span> <span class="n">List</span> <span class="o">|</span>
<span class="o">+----------+------------------------------------------------+</span>
-<span class="o">|</span> <span class="n">Bug</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Grass</span><span class="p">,</span> <span class="n">Poison</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Poison</span> <span class="o">|</span> <span class="p">[</span><span class="n">Ground</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Electric</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Steel</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Bug</span> <span class="o">|</span> <span class="p">[</span><span class="n">Poison</span><span class="p">,</span> <span class="n">Grass</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Poison</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Ground</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Electric</span> <span class="o">|</span> <span class="p">[</span><span class="n">Steel</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Normal</span> <span class="o">|</span> <span class="p">[</span><span class="n">Fairy</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Ice</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Grass</span> <span class="o">|</span> <span class="p">[</span><span class="n">Poison</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Fire</span> <span class="o">|</span> <span class="p">[</span><span class="n">Dragon</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Water</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Poison</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">,</span> <span class="n">Fighting</span><span class="p">,</span> <span class="n">Ice</span><span class="p">,</span> <span class="n">Dark</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Rock</span> <span class="o">|</span> <span class="p">[</span><span class="n">Water</span><span class="p">,</span> <span class="n">Flying</span><span class="p">,</span> <span class="n">Ground</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Grass</span> <span class="o">|</span> <span class="p">[</span><span class="n">Psychic</span><span class="p">,</span> <span class="n">Poison</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Fire</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Dragon</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Water</span> <span class="o">|</span> <span class="p">[</span><span class="n">Psychic</span><span class="p">,</span> <span class="n">Ice</span><span class="p">,</span> <span class="n">Poison</span><span class="p">,</span> <span class="n">Fighting</span><span class="p">,</span> <span class="n">Dark</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Rock</span> <span class="o">|</span> <span class="p">[</span><span class="n">Water</span><span class="p">,</span> <span class="n">Ground</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Ghost</span> <span class="o">|</span> <span class="p">[</span><span class="n">Poison</span><span class="p">]</span> <span class="o">|</span>
<span class="o">+----------+------------------------------------------------+</span>
<span class="n">Data</span> <span class="n">truncated</span><span class="o">.</span>
@@ -653,15 +653,15 @@
<span class="o">+----------+------------------------------------------------+</span>
<span class="o">|</span> <span class="n">Type</span> <span class="mi">1</span> <span class="o">|</span> <span class="n">Type</span> <span class="mi">2</span> <span class="n">List</span> <span class="o">|</span>
<span class="o">+----------+------------------------------------------------+</span>
-<span class="o">|</span> <span class="n">Bug</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Grass</span><span class="p">,</span> <span class="n">Poison</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Bug</span> <span class="o">|</span> <span class="p">[</span><span class="n">Grass</span><span class="p">,</span> <span class="n">Flying</span><span class="p">,</span> <span class="n">Poison</span><span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Poison</span> <span class="o">|</span> <span class="p">[</span><span class="n">Ground</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Electric</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Steel</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Electric</span> <span class="o">|</span> <span class="p">[</span><span class="n">Steel</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Fairy</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Normal</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Fairy</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Ice</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Ice</span> <span class="o">|</span> <span class="p">[</span><span class="n">Psychic</span><span class="p">,</span> <span class="n">Flying</span><span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Grass</span> <span class="o">|</span> <span class="p">[</span><span class="n">Psychic</span><span class="p">,</span> <span class="n">Poison</span><span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Fire</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Dragon</span><span class="p">]</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">Water</span> <span class="o">|</span> <span class="p">[</span><span class="n">Poison</span><span class="p">,</span> <span class="n">Ice</span><span class="p">,</span> <span class="n">Flying</span><span class="p">,</span> <span class="n">Fighting</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">,</span> <span class="n">Dark</span><span class="p">]</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">Water</span> <span class="o">|</span> <span class="p">[</span><span class="n">Flying</span><span class="p">,</span> <span class="n">Poison</span><span class="p">,</span> <span class="n">Psychic</span><span class="p">,</span> <span class="n">Ice</span><span class="p">,</span> <span class="n">Dark</span><span class="p">,</span> <span class="n">Fighting</span><span class="p">]</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Ground</span> <span class="o">|</span> <span class="p">[</span><span class="n">Rock</span><span class="p">]</span> <span class="o">|</span>
<span class="o">+----------+------------------------------------------------+</span>
<span class="n">Data</span> <span class="n">truncated</span><span class="o">.</span>
diff --git a/user-guide/common-operations/basic-info.html b/user-guide/common-operations/basic-info.html
index d66a864..64d4e8b 100644
--- a/user-guide/common-operations/basic-info.html
+++ b/user-guide/common-operations/basic-info.html
@@ -446,11 +446,11 @@
<span class="o">+-----+---------+--------+--------+</span>
<span class="o">|</span> <span class="n">nrs</span> <span class="o">|</span> <span class="n">names</span> <span class="o">|</span> <span class="n">random</span> <span class="o">|</span> <span class="n">groups</span> <span class="o">|</span>
<span class="o">+-----+---------+--------+--------+</span>
-<span class="o">|</span> <span class="mi">1</span> <span class="o">|</span> <span class="n">python</span> <span class="o">|</span> <span class="mi">870</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2</span> <span class="o">|</span> <span class="n">ruby</span> <span class="o">|</span> <span class="mi">691</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">3</span> <span class="o">|</span> <span class="n">java</span> <span class="o">|</span> <span class="mi">831</span> <span class="o">|</span> <span class="n">B</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">4</span> <span class="o">|</span> <span class="n">haskell</span> <span class="o">|</span> <span class="mi">185</span> <span class="o">|</span> <span class="n">C</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">5</span> <span class="o">|</span> <span class="n">go</span> <span class="o">|</span> <span class="mi">892</span> <span class="o">|</span> <span class="n">B</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">1</span> <span class="o">|</span> <span class="n">python</span> <span class="o">|</span> <span class="mi">417</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2</span> <span class="o">|</span> <span class="n">ruby</span> <span class="o">|</span> <span class="mi">977</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">3</span> <span class="o">|</span> <span class="n">java</span> <span class="o">|</span> <span class="mi">110</span> <span class="o">|</span> <span class="n">B</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">4</span> <span class="o">|</span> <span class="n">haskell</span> <span class="o">|</span> <span class="mi">415</span> <span class="o">|</span> <span class="n">C</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">5</span> <span class="o">|</span> <span class="n">go</span> <span class="o">|</span> <span class="mi">149</span> <span class="o">|</span> <span class="n">B</span> <span class="o">|</span>
<span class="o">+-----+---------+--------+--------+</span>
</pre></div>
</div>
@@ -461,8 +461,8 @@
<span class="o">+-----+--------+--------+--------+</span>
<span class="o">|</span> <span class="n">nrs</span> <span class="o">|</span> <span class="n">names</span> <span class="o">|</span> <span class="n">random</span> <span class="o">|</span> <span class="n">groups</span> <span class="o">|</span>
<span class="o">+-----+--------+--------+--------+</span>
-<span class="o">|</span> <span class="mi">1</span> <span class="o">|</span> <span class="n">python</span> <span class="o">|</span> <span class="mi">870</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2</span> <span class="o">|</span> <span class="n">ruby</span> <span class="o">|</span> <span class="mi">691</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">1</span> <span class="o">|</span> <span class="n">python</span> <span class="o">|</span> <span class="mi">417</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2</span> <span class="o">|</span> <span class="n">ruby</span> <span class="o">|</span> <span class="mi">977</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
<span class="o">+-----+--------+--------+--------+</span>
</pre></div>
</div>
@@ -480,28 +480,28 @@
<div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="n">In</span> <span class="p">[</span><span class="mi">8</span><span class="p">]:</span> <span class="n">df</span><span class="o">.</span><span class="n">to_pandas</span><span class="p">()</span>
<span class="n">Out</span><span class="p">[</span><span class="mi">8</span><span class="p">]:</span>
<span class="n">nrs</span> <span class="n">names</span> <span class="n">random</span> <span class="n">groups</span>
-<span class="mi">0</span> <span class="mi">1</span> <span class="n">python</span> <span class="mi">870</span> <span class="n">A</span>
-<span class="mi">1</span> <span class="mi">2</span> <span class="n">ruby</span> <span class="mi">691</span> <span class="n">A</span>
-<span class="mi">2</span> <span class="mi">3</span> <span class="n">java</span> <span class="mi">831</span> <span class="n">B</span>
-<span class="mi">3</span> <span class="mi">4</span> <span class="n">haskell</span> <span class="mi">185</span> <span class="n">C</span>
-<span class="mi">4</span> <span class="mi">5</span> <span class="n">go</span> <span class="mi">892</span> <span class="n">B</span>
+<span class="mi">0</span> <span class="mi">1</span> <span class="n">python</span> <span class="mi">417</span> <span class="n">A</span>
+<span class="mi">1</span> <span class="mi">2</span> <span class="n">ruby</span> <span class="mi">977</span> <span class="n">A</span>
+<span class="mi">2</span> <span class="mi">3</span> <span class="n">java</span> <span class="mi">110</span> <span class="n">B</span>
+<span class="mi">3</span> <span class="mi">4</span> <span class="n">haskell</span> <span class="mi">415</span> <span class="n">C</span>
+<span class="mi">4</span> <span class="mi">5</span> <span class="n">go</span> <span class="mi">149</span> <span class="n">B</span>
</pre></div>
</div>
<p><a class="reference internal" href="../../autoapi/datafusion/dataframe/index.html#datafusion.dataframe.DataFrame.describe" title="datafusion.dataframe.DataFrame.describe"><code class="xref py py-func docutils literal notranslate"><span class="pre">describe()</span></code></a> shows a quick statistic summary of your data:</p>
<div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="n">In</span> <span class="p">[</span><span class="mi">9</span><span class="p">]:</span> <span class="n">df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
<span class="n">Out</span><span class="p">[</span><span class="mi">9</span><span class="p">]:</span>
<span class="n">DataFrame</span><span class="p">()</span>
-<span class="o">+------------+--------------------+-------+-------------------+--------+</span>
-<span class="o">|</span> <span class="n">describe</span> <span class="o">|</span> <span class="n">nrs</span> <span class="o">|</span> <span class="n">names</span> <span class="o">|</span> <span class="n">random</span> <span class="o">|</span> <span class="n">groups</span> <span class="o">|</span>
-<span class="o">+------------+--------------------+-------+-------------------+--------+</span>
-<span class="o">|</span> <span class="n">count</span> <span class="o">|</span> <span class="mf">5.0</span> <span class="o">|</span> <span class="mi">5</span> <span class="o">|</span> <span class="mf">5.0</span> <span class="o">|</span> <span class="mi">5</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">null_count</span> <span class="o">|</span> <span class="mf">0.0</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span> <span class="mf">0.0</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">mean</span> <span class="o">|</span> <span class="mf">3.0</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span> <span class="mf">693.8</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">std</span> <span class="o">|</span> <span class="mf">1.5811388300841898</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span> <span class="mf">294.9740666567148</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span>
-<span class="o">|</span> <span class="nb">min</span> <span class="o">|</span> <span class="mf">1.0</span> <span class="o">|</span> <span class="n">go</span> <span class="o">|</span> <span class="mf">185.0</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
-<span class="o">|</span> <span class="nb">max</span> <span class="o">|</span> <span class="mf">5.0</span> <span class="o">|</span> <span class="n">ruby</span> <span class="o">|</span> <span class="mf">892.0</span> <span class="o">|</span> <span class="n">C</span> <span class="o">|</span>
-<span class="o">|</span> <span class="n">median</span> <span class="o">|</span> <span class="mf">3.0</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span> <span class="mf">831.0</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span>
-<span class="o">+------------+--------------------+-------+-------------------+--------+</span>
+<span class="o">+------------+--------------------+-------+--------------------+--------+</span>
+<span class="o">|</span> <span class="n">describe</span> <span class="o">|</span> <span class="n">nrs</span> <span class="o">|</span> <span class="n">names</span> <span class="o">|</span> <span class="n">random</span> <span class="o">|</span> <span class="n">groups</span> <span class="o">|</span>
+<span class="o">+------------+--------------------+-------+--------------------+--------+</span>
+<span class="o">|</span> <span class="n">count</span> <span class="o">|</span> <span class="mf">5.0</span> <span class="o">|</span> <span class="mi">5</span> <span class="o">|</span> <span class="mf">5.0</span> <span class="o">|</span> <span class="mi">5</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">null_count</span> <span class="o">|</span> <span class="mf">0.0</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span> <span class="mf">0.0</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">mean</span> <span class="o">|</span> <span class="mf">3.0</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span> <span class="mf">413.6</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">std</span> <span class="o">|</span> <span class="mf">1.5811388300841898</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span> <span class="mf">346.27272488603546</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span>
+<span class="o">|</span> <span class="nb">min</span> <span class="o">|</span> <span class="mf">1.0</span> <span class="o">|</span> <span class="n">go</span> <span class="o">|</span> <span class="mf">110.0</span> <span class="o">|</span> <span class="n">A</span> <span class="o">|</span>
+<span class="o">|</span> <span class="nb">max</span> <span class="o">|</span> <span class="mf">5.0</span> <span class="o">|</span> <span class="n">ruby</span> <span class="o">|</span> <span class="mf">977.0</span> <span class="o">|</span> <span class="n">C</span> <span class="o">|</span>
+<span class="o">|</span> <span class="n">median</span> <span class="o">|</span> <span class="mf">3.0</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span> <span class="mf">415.0</span> <span class="o">|</span> <span class="n">null</span> <span class="o">|</span>
+<span class="o">+------------+--------------------+-------+--------------------+--------+</span>
</pre></div>
</div>
</section>
diff --git a/user-guide/common-operations/expressions.html b/user-guide/common-operations/expressions.html
index d9c4d35..7b7bb2f 100644
--- a/user-guide/common-operations/expressions.html
+++ b/user-guide/common-operations/expressions.html
@@ -497,7 +497,7 @@
<section id="arrays">
<h2>Arrays<a class="headerlink" href="#arrays" title="Link to this heading">¶</a></h2>
<p>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
<a class="reference internal" href="../../autoapi/datafusion/functions/index.html#datafusion.functions.array_element" title="datafusion.functions.array_element"><code class="xref py py-func docutils literal notranslate"><span class="pre">datafusion.functions.array_element()</span></code></a>, except that array indexing using brackets is 0 based,
similar to Python arrays and <code class="docutils literal notranslate"><span class="pre">array_element</span></code> is 1 based indexing to be compatible with other SQL
approaches.</p>
diff --git a/user-guide/common-operations/functions.html b/user-guide/common-operations/functions.html
index 5b84575..26eaec8 100644
--- a/user-guide/common-operations/functions.html
+++ b/user-guide/common-operations/functions.html
@@ -556,16 +556,16 @@
<span class="o">+--------------------------------+</span>
<span class="o">|</span> <span class="n">now</span><span class="p">()</span> <span class="o">|</span>
<span class="o">+--------------------------------+</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
-<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mi">31</span><span class="n">T12</span><span class="p">:</span><span class="mi">56</span><span class="p">:</span><span class="mf">41.222837494</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
+<span class="o">|</span> <span class="mi">2025</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">02</span><span class="n">T15</span><span class="p">:</span><span class="mi">05</span><span class="p">:</span><span class="mf">18.862152702</span><span class="n">Z</span> <span class="o">|</span>
<span class="o">+--------------------------------+</span>
<span class="n">Data</span> <span class="n">truncated</span><span class="o">.</span>
</pre></div>
diff --git a/user-guide/common-operations/windows.html b/user-guide/common-operations/windows.html
index 4ac5a09..d7c4df8 100644
--- a/user-guide/common-operations/windows.html
+++ b/user-guide/common-operations/windows.html
@@ -470,7 +470,7 @@
<p>In this section you will learn about window functions. A window function utilizes values from one or
multiple rows to produce a result for each individual row, unlike an aggregate function that
provides a single value for multiple rows.</p>
-<p>The window functions are availble in the <a class="reference internal" href="../../autoapi/datafusion/functions/index.html#module-datafusion.functions" title="datafusion.functions"><code class="xref py py-mod docutils literal notranslate"><span class="pre">functions</span></code></a> module.</p>
+<p>The window functions are available in the <a class="reference internal" href="../../autoapi/datafusion/functions/index.html#module-datafusion.functions" title="datafusion.functions"><code class="xref py py-mod docutils literal notranslate"><span class="pre">functions</span></code></a> module.</p>
<p>We’ll use the pokemon dataset (from Ritchie Vink) in the following examples.</p>
<div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="n">In</span> <span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="kn">from</span><span class="w"> </span><span class="nn">datafusion</span><span class="w"> </span><span class="kn">import</span> <span class="n">SessionContext</span>
@@ -590,8 +590,8 @@
criteria.</p>
<ul class="simple">
<li><p>If an <code class="docutils literal notranslate"><span class="pre">order_by</span></code> clause is set, the default window frame is defined as the rows between
-unbounded preceeding and the current row.</p></li>
-<li><p>If an <code class="docutils literal notranslate"><span class="pre">order_by</span></code> is not set, the default frame is defined as the rows betwene unbounded
+unbounded preceding and the current row.</p></li>
+<li><p>If an <code class="docutils literal notranslate"><span class="pre">order_by</span></code> is not set, the default frame is defined as the rows between unbounded
and unbounded following (the entire partition).</p></li>
</ul>
<p>Window Frames are defined by three parameters: unit type, starting bound, and ending bound.</p>
@@ -606,7 +606,7 @@
<code class="docutils literal notranslate"><span class="pre">order_by</span></code> clause.</p></li>
</ul>
<p>In this example we perform a “rolling average” of the speed of the current Pokemon and the
-two preceeding rows.</p>
+two preceding rows.</p>
<div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="n">In</span> <span class="p">[</span><span class="mi">9</span><span class="p">]:</span> <span class="kn">from</span><span class="w"> </span><span class="nn">datafusion.expr</span><span class="w"> </span><span class="kn">import</span> <span class="n">WindowFrame</span>
<span class="n">In</span> <span class="p">[</span><span class="mi">10</span><span class="p">]:</span> <span class="n">df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span>
diff --git a/user-guide/data-sources.html b/user-guide/data-sources.html
index a2a08fc..e25d0c4 100644
--- a/user-guide/data-sources.html
+++ b/user-guide/data-sources.html
@@ -487,7 +487,7 @@
<p>DataFusion provides a wide variety of ways to get data into a DataFrame to perform operations.</p>
<section id="local-file">
<h2>Local file<a class="headerlink" href="#local-file" title="Link to this heading">¶</a></h2>
-<p>DataFusion has the abilty to read from a variety of popular file formats, such as <a class="reference internal" href="io/parquet.html#io-parquet"><span class="std std-ref">Parquet</span></a>,
+<p>DataFusion has the ability to read from a variety of popular file formats, such as <a class="reference internal" href="io/parquet.html#io-parquet"><span class="std std-ref">Parquet</span></a>,
<a class="reference internal" href="io/csv.html#io-csv"><span class="std std-ref">CSV</span></a>, <a class="reference internal" href="io/json.html#io-json"><span class="std std-ref">JSON</span></a>, and <a class="reference internal" href="io/avro.html#io-avro"><span class="std std-ref">AVRO</span></a>.</p>
<div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="n">In</span> <span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="kn">from</span><span class="w"> </span><span class="nn">datafusion</span><span class="w"> </span><span class="kn">import</span> <span class="n">SessionContext</span>
@@ -628,7 +628,7 @@
<a class="reference external" href="https://pola.rs/">Polars</a> and <a class="reference external" href="https://pandas.pydata.org/">Pandas</a>.
Since DataFusion version 42.0.0, any DataFrame library that supports the Arrow FFI PyCapsule
interface can be imported to DataFusion using the
-<a class="reference internal" href="../autoapi/datafusion/context/index.html#datafusion.context.SessionContext.from_arrow" title="datafusion.context.SessionContext.from_arrow"><code class="xref py py-func docutils literal notranslate"><span class="pre">from_arrow()</span></code></a> function. Older verions of Polars may
+<a class="reference internal" href="../autoapi/datafusion/context/index.html#datafusion.context.SessionContext.from_arrow" title="datafusion.context.SessionContext.from_arrow"><code class="xref py py-func docutils literal notranslate"><span class="pre">from_arrow()</span></code></a> function. Older versions of Polars may
not support the arrow interface. In those cases, you can still import via the
<a class="reference internal" href="../autoapi/datafusion/context/index.html#datafusion.context.SessionContext.from_polars" title="datafusion.context.SessionContext.from_polars"><code class="xref py py-func docutils literal notranslate"><span class="pre">from_polars()</span></code></a> function.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
