Merge pull request #718 from mindsdb/staging

Hotfix release

docs/.buildinfo

@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 80ad8422a14367dc91c123d767b2edc6
+config: 76e6161839572ede51e212e970f19cd7
 tags: 645f666f9bcd5a90fca523b33c5a78b7

docs/_modules/api/dtype.html

@@ -7,7 +7,7 @@
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
 
-  <title>api.dtype &mdash; lightwood 1.6.0 documentation</title>
+  <title>api.dtype &mdash; lightwood 1.6.1 documentation</title>
 
 
 
@@ -67,7 +67,7 @@
 
 
               <div class="version">
-                1.6.0
+                1.6.1
               </div>
 
 
@@ -95,7 +95,13 @@
               <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../lightwood_philosophy.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Lightwood</span> <span class="pre">Philosophy</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tutorials.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Tutorials</span></code></a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span> <span class="pre">Module</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../data.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Data</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../encoder.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Encoders</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../mixer.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Mixers</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../ensemble.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Ensemble</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../analysis.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Analysis</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../helpers.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Helpers</span></code></a></li>
 </ul>
 
 

docs/_modules/api/high_level.html

@@ -7,7 +7,7 @@
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
 
-  <title>api.high_level &mdash; lightwood 1.6.0 documentation</title>
+  <title>api.high_level &mdash; lightwood 1.6.1 documentation</title>
 
 
 
@@ -67,7 +67,7 @@
 
 
               <div class="version">
-                1.6.0
+                1.6.1
               </div>
 
 
@@ -95,7 +95,13 @@
               <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../lightwood_philosophy.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Lightwood</span> <span class="pre">Philosophy</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tutorials.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Tutorials</span></code></a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span> <span class="pre">Module</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../data.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Data</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../encoder.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Encoders</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../mixer.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Mixers</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../ensemble.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Ensemble</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../analysis.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Analysis</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../helpers.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Helpers</span></code></a></li>
 </ul>
 
 

docs/_modules/api/json_ai.html

@@ -7,7 +7,7 @@
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
 
-  <title>api.json_ai &mdash; lightwood 1.6.0 documentation</title>
+  <title>api.json_ai &mdash; lightwood 1.6.1 documentation</title>
 
 
 
@@ -67,7 +67,7 @@
 
 
               <div class="version">
-                1.6.0
+                1.6.1
               </div>
 
 
@@ -95,7 +95,13 @@
               <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../lightwood_philosophy.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Lightwood</span> <span class="pre">Philosophy</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tutorials.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Tutorials</span></code></a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span> <span class="pre">Module</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../data.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Data</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../encoder.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Encoders</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../mixer.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Mixers</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../ensemble.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Ensemble</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../analysis.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Analysis</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../helpers.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Helpers</span></code></a></li>
 </ul>
 
 

docs/_modules/api/predictor.html

@@ -7,7 +7,7 @@
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
 
-  <title>api.predictor &mdash; lightwood 1.6.0 documentation</title>
+  <title>api.predictor &mdash; lightwood 1.6.1 documentation</title>
 
 
 
@@ -67,7 +67,7 @@
 
 
               <div class="version">
-                1.6.0
+                1.6.1
               </div>
 
 
@@ -95,7 +95,13 @@
               <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../lightwood_philosophy.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Lightwood</span> <span class="pre">Philosophy</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tutorials.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Tutorials</span></code></a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span> <span class="pre">Module</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../data.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Data</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../encoder.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Encoders</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../mixer.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Mixers</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../ensemble.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Ensemble</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../analysis.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Analysis</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../helpers.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Helpers</span></code></a></li>
 </ul>
 
 

docs/_modules/api/types.html

@@ -7,7 +7,7 @@
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
 
-  <title>api.types &mdash; lightwood 1.6.0 documentation</title>
+  <title>api.types &mdash; lightwood 1.6.1 documentation</title>
 
 
 
@@ -67,7 +67,7 @@
 
 
               <div class="version">
-                1.6.0
+                1.6.1
               </div>
 
 
@@ -95,7 +95,13 @@
               <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../lightwood_philosophy.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Lightwood</span> <span class="pre">Philosophy</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../tutorials.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Tutorials</span></code></a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span> <span class="pre">Module</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../api.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">API</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../data.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Data</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../encoder.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Encoders</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../mixer.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Mixers</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../ensemble.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Ensemble</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../analysis.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Analysis</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../helpers.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">Helpers</span></code></a></li>
 </ul>
 
 
@@ -163,7 +169,6 @@
 
   <h1>Source code for api.types</h1><div class="highlight"><pre>
 <span></span><span class="c1"># TODO: type hint the returns</span>
-<span class="c1"># TODO: df_std_dev is not clear in behavior; this would imply all std. of each column but that is not true, it should be renamed df_std_target_dev  # noqa</span>
 
 <span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Union</span>
 <span class="kn">import</span> <span class="nn">sys</span>
@@ -323,7 +328,7 @@ <h1>Source code for api.types</h1><div class="highlight"><pre>
 <span class="sd">             in the information.</span>
 
 <span class="sd">    :param nr_rows: Number of rows (samples) in the dataset</span>
-<span class="sd">    :param df_std_dev: The standard deviation of the target of the dataset</span>
+<span class="sd">    :param df_target_stddev: The standard deviation of the target of the dataset</span>
 <span class="sd">    :param train_observed_classes:</span>
 <span class="sd">    :param target_class_distribution:</span>
 <span class="sd">    :param histograms:</span>
@@ -336,7 +341,7 @@ <h1>Source code for api.types</h1><div class="highlight"><pre>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">nr_rows</span><span class="p">:</span> <span class="nb">int</span>
-    <span class="n">df_std_dev</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span>
+    <span class="n">df_target_stddev</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span>
     <span class="n">train_observed_classes</span><span class="p">:</span> <span class="nb">object</span>  <span class="c1"># Union[None, List[str]]</span>
     <span class="n">target_class_distribution</span><span class="p">:</span> <span class="nb">object</span>  <span class="c1"># Dict[str, float]</span>
     <span class="n">histograms</span><span class="p">:</span> <span class="nb">object</span>  <span class="c1"># Dict[str, Dict[str, List[object]]]</span>