diff --git a/reference/geoparser/ranker.html b/reference/geoparser/ranker.html
index 013a724..d903a3f 100644
--- a/reference/geoparser/ranker.html
+++ b/reference/geoparser/ranker.html
@@ -196,7 +196,7 @@ <h1><code class="docutils literal notranslate"><span class="pre">t_res.geoparser
 </div>
 <dl class="py method">
 <dt class="sig sig-object py" id="t_res.geoparser.ranking.Ranker.check_if_contained">
-<span class="sig-name descname"><span class="pre">check_if_contained</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">query</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">row</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.Series.html#pandas.Series" title="(in pandas v3.0.0.dev0+1585.ge3a3a4a5fb)"><span class="pre">Series</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></span></span><a class="headerlink" href="#t_res.geoparser.ranking.Ranker.check_if_contained" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">check_if_contained</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">query</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">row</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.Series.html#pandas.Series" title="(in pandas v3.0.0.dev0+1600.g7bd594c81a)"><span class="pre">Series</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></span></span><a class="headerlink" href="#t_res.geoparser.ranking.Ranker.check_if_contained" title="Permalink to this definition"></a></dt>
 <dd><p>Returns the amount of overlap, if a mention is contained within a row
 in the dataset.</p>
 <dl class="field-list simple">
@@ -229,7 +229,7 @@ <h1><code class="docutils literal notranslate"><span class="pre">t_res.geoparser
 
 <dl class="py method">
 <dt class="sig sig-object py" id="t_res.geoparser.ranking.Ranker.damlev_dist">
-<span class="sig-name descname"><span class="pre">damlev_dist</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">query</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">row</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.Series.html#pandas.Series" title="(in pandas v3.0.0.dev0+1585.ge3a3a4a5fb)"><span class="pre">Series</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></span></span><a class="headerlink" href="#t_res.geoparser.ranking.Ranker.damlev_dist" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">damlev_dist</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">query</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">row</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.Series.html#pandas.Series" title="(in pandas v3.0.0.dev0+1600.g7bd594c81a)"><span class="pre">Series</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a></span></span><a class="headerlink" href="#t_res.geoparser.ranking.Ranker.damlev_dist" title="Permalink to this definition"></a></dt>
 <dd><p>Calculate the Damerau-Levenshtein distance between a mention and a row
 in the dataset.</p>
 <dl class="field-list simple">
diff --git a/reference/utils/preprocess_data.html b/reference/utils/preprocess_data.html
index c106778..158e426 100644
--- a/reference/utils/preprocess_data.html
+++ b/reference/utils/preprocess_data.html
@@ -191,7 +191,7 @@ <h1><code class="docutils literal notranslate"><span class="pre">t_res.utils.pre
 </p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v3.0.0.dev0+1585.ge3a3a4a5fb)">pandas.DataFrame</a></p>
+<dd class="field-odd"><p><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v3.0.0.dev0+1600.g7bd594c81a)">pandas.DataFrame</a></p>
 </dd>
 </dl>
 <div class="admonition note">
@@ -239,7 +239,7 @@ <h1><code class="docutils literal notranslate"><span class="pre">t_res.utils.pre
 </p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v3.0.0.dev0+1585.ge3a3a4a5fb)">pandas.DataFrame</a></p>
+<dd class="field-odd"><p><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v3.0.0.dev0+1600.g7bd594c81a)">pandas.DataFrame</a></p>
 </dd>
 </dl>
 <div class="admonition note">
@@ -351,7 +351,7 @@ <h1><code class="docutils literal notranslate"><span class="pre">t_res.utils.pre
 </p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v3.0.0.dev0+1585.ge3a3a4a5fb)">pandas.DataFrame</a></p>
+<dd class="field-odd"><p><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v3.0.0.dev0+1600.g7bd594c81a)">pandas.DataFrame</a></p>
 </dd>
 </dl>
 <div class="admonition note">
diff --git a/reference/utils/process_data.html b/reference/utils/process_data.html
index 22acaa6..a65def3 100644
--- a/reference/utils/process_data.html
+++ b/reference/utils/process_data.html
@@ -384,7 +384,7 @@ <h1><code class="docutils literal notranslate"><span class="pre">t_res.utils.pro
 
 <dl class="py function">
 <dt class="sig sig-object py" id="t_res.utils.process_data.update_with_linking">
-<span class="sig-prename descclassname"><span class="pre">t_res.utils.process_data.</span></span><span class="sig-name descname"><span class="pre">update_with_linking</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ner_predictions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">link_predictions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.Series.html#pandas.Series" title="(in pandas v3.0.0.dev0+1585.ge3a3a4a5fb)"><span class="pre">Series</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span></span><a class="headerlink" href="#t_res.utils.process_data.update_with_linking" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">t_res.utils.process_data.</span></span><span class="sig-name descname"><span class="pre">update_with_linking</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ner_predictions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">link_predictions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.Series.html#pandas.Series" title="(in pandas v3.0.0.dev0+1600.g7bd594c81a)"><span class="pre">Series</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span></span><a class="headerlink" href="#t_res.utils.process_data.update_with_linking" title="Permalink to this definition"></a></dt>
 <dd><p>Updates the NER predictions by incorporating linking results.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -407,7 +407,7 @@ <h1><code class="docutils literal notranslate"><span class="pre">t_res.utils.pro
 
 <dl class="py function">
 <dt class="sig sig-object py" id="t_res.utils.process_data.update_with_skyline">
-<span class="sig-prename descclassname"><span class="pre">t_res.utils.process_data.</span></span><span class="sig-name descname"><span class="pre">update_with_skyline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ner_predictions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">link_predictions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.Series.html#pandas.Series" title="(in pandas v3.0.0.dev0+1585.ge3a3a4a5fb)"><span class="pre">Series</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span></span><a class="headerlink" href="#t_res.utils.process_data.update_with_skyline" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">t_res.utils.process_data.</span></span><span class="sig-name descname"><span class="pre">update_with_skyline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ner_predictions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">link_predictions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.Series.html#pandas.Series" title="(in pandas v3.0.0.dev0+1600.g7bd594c81a)"><span class="pre">Series</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span></span><a class="headerlink" href="#t_res.utils.process_data.update_with_skyline" title="Permalink to this definition"></a></dt>
 <dd><p>Updates the NER predictions with the skyline link from entity linking.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
diff --git a/reference/utils/rel_utils.html b/reference/utils/rel_utils.html
index 851069d..65a739f 100644
--- a/reference/utils/rel_utils.html
+++ b/reference/utils/rel_utils.html
@@ -253,7 +253,7 @@ <h1><code class="docutils literal notranslate"><span class="pre">t_res.utils.rel
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>df</strong> (<a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v3.0.0.dev0+1585.ge3a3a4a5fb)"><em>pandas.DataFrame</em></a>) – The pandas DataFrame containing the prepared
+<li><p><strong>df</strong> (<a class="reference external" href="http://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v3.0.0.dev0+1600.g7bd594c81a)"><em>pandas.DataFrame</em></a>) – The pandas DataFrame containing the prepared
 dataset.</p></li>
 <li><p><strong>rel_params</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><em>dict</em></a>) – Dictionary containing the parameters for performing
 entity disambiguation using the <code class="docutils literal notranslate"><span class="pre">reldisamb</span></code> approach.</p></li>