Documentation update

docs/build/html/.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: b1d45c9dca0d9aa3496dee4999fef095
+config: 093af40ae69a65311c97d33e0ef16317
 tags: 645f666f9bcd5a90fca523b33c5a78b7

docs/build/html/_modules/index.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>Overview: module code &#8212; pyFTS 1.2.3 documentation</title>
+    <title>Overview: module code &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../index.html">pyFTS 1.2.3 documentation</a> &#187;</li> 
+        <li class="nav-item nav-item-0"><a href="../index.html">pyFTS 1.4 documentation</a> &#187;</li> 
       </ul>
     </div>
       <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
@@ -174,7 +174,7 @@
         <li class="right" >
           <a href="../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../index.html">pyFTS 1.2.3 documentation</a> &#187;</li> 
+        <li class="nav-item nav-item-0"><a href="../index.html">pyFTS 1.4 documentation</a> &#187;</li> 
       </ul>
     </div>
     <div class="footer" role="contentinfo">

docs/build/html/_modules/pyFTS/benchmarks/Measures.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.benchmarks.Measures &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.benchmarks.Measures &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -542,7 +542,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/benchmarks/ResidualAnalysis.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.benchmarks.ResidualAnalysis &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.benchmarks.ResidualAnalysis &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -242,7 +242,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/benchmarks/Util.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.benchmarks.Util &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.benchmarks.Util &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -1346,7 +1346,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/benchmarks/arima.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.benchmarks.arima &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.benchmarks.arima &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -297,7 +297,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/benchmarks/benchmarks.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.benchmarks.benchmarks &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.benchmarks.benchmarks &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -1305,7 +1305,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/benchmarks/knn.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.benchmarks.knn &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.benchmarks.knn &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -156,7 +156,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/benchmarks/naive.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.benchmarks.naive &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.benchmarks.naive &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -106,7 +106,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/benchmarks/quantreg.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.benchmarks.quantreg &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.benchmarks.quantreg &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -241,7 +241,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/common/Composite.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.Composite &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.Composite &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -152,7 +152,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
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docs/build/html/_modules/pyFTS/common/FLR.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.FLR &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.FLR &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -206,7 +206,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/common/FuzzySet.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.FuzzySet &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.FuzzySet &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -180,7 +180,6 @@
                 <span class="n">first</span> <span class="o">=</span> <span class="n">midpoint</span> <span class="o">+</span> <span class="mi">1</span>
 
 
-
 <div class="viewcode-block" id="fuzzyfy"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.FuzzySet.fuzzyfy">[docs]</a><span class="k">def</span> <span class="nf">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    A general method for fuzzyfication.</span>
@@ -191,7 +190,8 @@
 
 <span class="sd">    :keyword alpha_cut: the minimal membership value to be considered on fuzzyfication (only for mode=&#39;sets&#39;)</span>
 <span class="sd">    :keyword method: the fuzzyfication method (fuzzy: all fuzzy memberships, maximum: only the maximum membership)</span>
-<span class="sd">    :keyword mode: the fuzzyfication mode (sets: return the fuzzy sets names, vector: return a vector with the membership values for all fuzzy sets)</span>
+<span class="sd">    :keyword mode: the fuzzyfication mode (sets: return the fuzzy sets names, vector: return a vector with the membership</span>
+<span class="sd">    values for all fuzzy sets, both: return a list with tuples (fuzzy set, membership value) )</span>
 <span class="sd">    :returns a list with the fuzzyfied values, depending on the mode</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">alpha_cut</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;alpha_cut&#39;</span><span class="p">,</span> <span class="mf">0.</span><span class="p">)</span>
@@ -200,11 +200,26 @@
     <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)):</span>
         <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">&#39;vector&#39;</span><span class="p">:</span>
             <span class="k">return</span> <span class="n">fuzzyfy_instances</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">&#39;both&#39;</span><span class="p">:</span>
+            <span class="n">mvs</span> <span class="o">=</span> <span class="n">fuzzyfy_instances</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
+            <span class="n">fs</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">mv</span> <span class="ow">in</span> <span class="n">mvs</span><span class="p">:</span>
+                <span class="n">fsets</span> <span class="o">=</span> <span class="p">[(</span><span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">[</span><span class="n">ix</span><span class="p">],</span> <span class="n">mv</span><span class="p">[</span><span class="n">ix</span><span class="p">])</span>
+                         <span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">mv</span><span class="p">))</span>
+                         <span class="k">if</span> <span class="n">mv</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">alpha_cut</span><span class="p">]</span>
+                <span class="n">fs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fsets</span><span class="p">)</span>
+            <span class="k">return</span> <span class="n">fs</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">return</span> <span class="n">fuzzyfy_series</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">method</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
     <span class="k">else</span><span class="p">:</span>
         <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">&#39;vector&#39;</span><span class="p">:</span>
             <span class="k">return</span> <span class="n">fuzzyfy_instance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">&#39;both&#39;</span><span class="p">:</span>
+            <span class="n">mv</span> <span class="o">=</span> <span class="n">fuzzyfy_instance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
+            <span class="n">fsets</span> <span class="o">=</span> <span class="p">[(</span><span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">[</span><span class="n">ix</span><span class="p">],</span> <span class="n">mv</span><span class="p">[</span><span class="n">ix</span><span class="p">])</span>
+                     <span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">mv</span><span class="p">))</span>
+                     <span class="k">if</span> <span class="n">mv</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">alpha_cut</span><span class="p">]</span>
+            <span class="k">return</span> <span class="n">fsets</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">return</span> <span class="n">get_fuzzysets</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="p">)</span></div>
 
@@ -374,7 +389,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/common/Membership.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.Membership &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.Membership &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -178,7 +178,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/common/SortedCollection.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.SortedCollection &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.SortedCollection &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -315,7 +315,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/common/Transformations.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.Transformations &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.Transformations &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -323,7 +323,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/common/Util.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.Util &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.Util &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -422,7 +422,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/common/flrg.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.flrg &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.flrg &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -198,7 +198,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/common/fts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.fts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.fts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -532,14 +532,19 @@
             <span class="k">return</span> <span class="n">data</span></div>
 
 <div class="viewcode-block" id="FTS.get_UoD"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.fts.FTS.get_UoD">[docs]</a>    <span class="k">def</span> <span class="nf">get_UoD</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">original_min</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">original_max</span><span class="p">]</span></div>
+        <span class="c1">#return [self.original_min, self.original_max]</span>
+        <span class="k">return</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">min</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">max</span><span class="p">]</span></div>
 
     <span class="k">def</span> <span class="nf">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;String representation of the model&quot;&quot;&quot;</span>
 
         <span class="n">tmp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">+</span> <span class="s2">&quot;:</span><span class="se">\n</span><span class="s2">&quot;</span>
-        <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">key</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">get_midpoint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">)):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">&#39;common&#39;</span><span class="p">:</span>
-            <span class="n">tmp</span> <span class="o">=</span> <span class="n">tmp</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">r</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+            <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">key</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">get_midpoint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">)):</span>
+                <span class="n">tmp</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{0}{1}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">r</span><span class="p">]))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">flrgs</span><span class="p">:</span>
+                <span class="n">tmp</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{0}{1}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">r</span><span class="p">]))</span>
         <span class="k">return</span> <span class="n">tmp</span>
 
     <span class="k">def</span> <span class="nf">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -575,7 +580,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/common/tree.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.common.tree &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.common.tree &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -161,7 +161,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/data/AirPassengers.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.data.AirPassengers &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.data.AirPassengers &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -120,7 +120,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
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docs/build/html/_modules/pyFTS/data/Bitcoin.html

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docs/build/html/_modules/pyFTS/data/DowJones.html

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docs/build/html/_modules/pyFTS/data/EURGBP.html

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docs/build/html/_modules/pyFTS/data/EURUSD.html

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docs/build/html/_modules/pyFTS/data/Enrollments.html

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docs/build/html/_modules/pyFTS/data/Ethereum.html

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docs/build/html/_modules/pyFTS/data/GBPUSD.html

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docs/build/html/_modules/pyFTS/data/INMET.html

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docs/build/html/_modules/pyFTS/data/Malaysia.html

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docs/build/html/_modules/pyFTS/data/NASDAQ.html

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docs/build/html/_modules/pyFTS/data/SONDA.html

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docs/build/html/_modules/pyFTS/data/SP500.html

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docs/build/html/_modules/pyFTS/data/TAIEX.html

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docs/build/html/_modules/pyFTS/data/artificial.html

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+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/data/common.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.data.common &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.data.common &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -118,7 +118,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/data/henon.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.data.henon &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.data.henon &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -128,7 +128,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/data/logistic_map.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.data.logistic_map &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.data.logistic_map &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -112,7 +112,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/data/lorentz.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.data.lorentz &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.data.lorentz &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -139,7 +139,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/data/mackey_glass.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.data.mackey_glass &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.data.mackey_glass &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -115,7 +115,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/data/rossler.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.data.rossler &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.data.rossler &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -139,7 +139,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/data/sunspots.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.data.sunspots &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.data.sunspots &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -119,7 +119,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/hyperparam/GridSearch.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.hyperparam.GridSearch &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.hyperparam.GridSearch &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -94,7 +94,7 @@
     <span class="p">}</span></div>
 
 
-<div class="viewcode-block" id="metodo_cluster"><a class="viewcode-back" href="../../../pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.metodo_cluster">[docs]</a><span class="k">def</span> <span class="nf">metodo_cluster</span><span class="p">(</span><span class="n">individual</span><span class="p">,</span> <span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">):</span>
+<div class="viewcode-block" id="cluster_method"><a class="viewcode-back" href="../../../pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.cluster_method">[docs]</a><span class="k">def</span> <span class="nf">cluster_method</span><span class="p">(</span><span class="n">individual</span><span class="p">,</span> <span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">):</span>
     <span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">Util</span><span class="p">,</span> <span class="n">Membership</span>
     <span class="kn">from</span> <span class="nn">pyFTS.models</span> <span class="k">import</span> <span class="n">hofts</span>
     <span class="kn">from</span> <span class="nn">pyFTS.partitioners</span> <span class="k">import</span> <span class="n">Grid</span><span class="p">,</span> <span class="n">Entropy</span>
@@ -116,7 +116,7 @@
         <span class="n">partitioner</span> <span class="o">=</span> <span class="n">Entropy</span><span class="o">.</span><span class="n">EntropyPartitioner</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">train</span><span class="p">,</span> <span class="n">npart</span><span class="o">=</span><span class="n">npart</span><span class="p">,</span> <span class="n">func</span><span class="o">=</span><span class="n">mf</span><span class="p">)</span>
 
 
-    <span class="n">model</span> <span class="o">=</span> <span class="n">hofts</span><span class="o">.</span><span class="n">HighOrderFTS</span><span class="p">(</span><span class="n">partitioner</span><span class="o">=</span><span class="n">partitioner</span><span class="p">,</span>
+    <span class="n">model</span> <span class="o">=</span> <span class="n">hofts</span><span class="o">.</span><span class="n">WeightedHighOrderFTS</span><span class="p">(</span><span class="n">partitioner</span><span class="o">=</span><span class="n">partitioner</span><span class="p">,</span>
                                <span class="n">lags</span><span class="o">=</span><span class="n">individual</span><span class="p">[</span><span class="s1">&#39;lags&#39;</span><span class="p">],</span>
                                <span class="n">alpha_cut</span><span class="o">=</span><span class="n">individual</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">],</span>
                                <span class="n">order</span><span class="o">=</span><span class="n">individual</span><span class="p">[</span><span class="s1">&#39;order&#39;</span><span class="p">])</span>
@@ -125,7 +125,32 @@
 
     <span class="n">rmse</span><span class="p">,</span> <span class="n">mape</span><span class="p">,</span> <span class="n">u</span> <span class="o">=</span> <span class="n">Measures</span><span class="o">.</span><span class="n">get_point_statistics</span><span class="p">(</span><span class="n">test</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span>
 
-    <span class="k">return</span> <span class="n">individual</span><span class="p">,</span> <span class="n">rmse</span></div>
+    <span class="n">size</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">model</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">individual</span><span class="p">,</span> <span class="n">rmse</span><span class="p">,</span> <span class="n">size</span><span class="p">,</span> <span class="n">mape</span><span class="p">,</span> <span class="n">u</span></div>
+
+
+<div class="viewcode-block" id="process_jobs"><a class="viewcode-back" href="../../../pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.process_jobs">[docs]</a><span class="k">def</span> <span class="nf">process_jobs</span><span class="p">(</span><span class="n">jobs</span><span class="p">,</span> <span class="n">datasetname</span><span class="p">,</span> <span class="n">conn</span><span class="p">):</span>
+    <span class="k">for</span> <span class="n">job</span> <span class="ow">in</span> <span class="n">jobs</span><span class="p">:</span>
+        <span class="n">result</span><span class="p">,</span> <span class="n">rmse</span><span class="p">,</span> <span class="n">size</span><span class="p">,</span> <span class="n">mape</span><span class="p">,</span> <span class="n">u</span> <span class="o">=</span> <span class="n">job</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">job</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="n">dispy</span><span class="o">.</span><span class="n">DispyJob</span><span class="o">.</span><span class="n">Finished</span> <span class="ow">and</span> <span class="n">result</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Processing result of </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">result</span><span class="p">))</span>
+            
+            <span class="n">metrics</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;rmse&#39;</span><span class="p">:</span> <span class="n">rmse</span><span class="p">,</span> <span class="s1">&#39;size&#39;</span><span class="p">:</span> <span class="n">size</span><span class="p">,</span> <span class="s1">&#39;mape&#39;</span><span class="p">:</span> <span class="n">mape</span><span class="p">,</span> <span class="s1">&#39;u&#39;</span><span class="p">:</span> <span class="n">u</span> <span class="p">}</span>
+            
+            <span class="k">for</span> <span class="n">metric</span> <span class="ow">in</span> <span class="n">metrics</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+
+                <span class="n">record</span> <span class="o">=</span> <span class="p">(</span><span class="n">datasetname</span><span class="p">,</span> <span class="s1">&#39;GridSearch&#39;</span><span class="p">,</span> <span class="s1">&#39;WHOFTS&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">result</span><span class="p">[</span><span class="s1">&#39;mf&#39;</span><span class="p">],</span>
+                          <span class="n">result</span><span class="p">[</span><span class="s1">&#39;order&#39;</span><span class="p">],</span> <span class="n">result</span><span class="p">[</span><span class="s1">&#39;partitioner&#39;</span><span class="p">],</span> <span class="n">result</span><span class="p">[</span><span class="s1">&#39;npart&#39;</span><span class="p">],</span>
+                          <span class="n">result</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">],</span> <span class="nb">str</span><span class="p">(</span><span class="n">result</span><span class="p">[</span><span class="s1">&#39;lags&#39;</span><span class="p">]),</span> <span class="n">metric</span><span class="p">,</span> <span class="n">metrics</span><span class="p">[</span><span class="n">metric</span><span class="p">])</span>
+                          
+                <span class="nb">print</span><span class="p">(</span><span class="n">record</span><span class="p">)</span>
+
+                <span class="n">hUtil</span><span class="o">.</span><span class="n">insert_hyperparam</span><span class="p">(</span><span class="n">record</span><span class="p">,</span> <span class="n">conn</span><span class="p">)</span>
+
+        <span class="k">else</span><span class="p">:</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">job</span><span class="o">.</span><span class="n">exception</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">job</span><span class="o">.</span><span class="n">stdout</span><span class="p">)</span></div>
     
 
 <div class="viewcode-block" id="execute"><a class="viewcode-back" href="../../../pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.execute">[docs]</a><span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="n">hyperparams</span><span class="p">,</span> <span class="n">datasetname</span><span class="p">,</span> <span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
@@ -145,24 +170,35 @@
     <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">keys_sorted</span><span class="p">)):</span>
         <span class="n">index</span><span class="p">[</span><span class="n">keys_sorted</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span> <span class="o">=</span> <span class="n">k</span>
         
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Evaluation order: </span><span class="se">\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">index</span><span class="p">))</span>
+
     <span class="n">hp_values</span> <span class="o">=</span> <span class="p">[</span>
         <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">hyperparams</span><span class="p">[</span><span class="n">hp</span><span class="p">]]</span>
         <span class="k">for</span> <span class="n">hp</span> <span class="ow">in</span> <span class="n">keys_sorted</span>
     <span class="p">]</span>
     
+    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Evaluation values: </span><span class="se">\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">hp_values</span><span class="p">))</span>
+    
+    <span class="n">cluster</span><span class="p">,</span> <span class="n">http_server</span> <span class="o">=</span> <span class="n">Util</span><span class="o">.</span><span class="n">start_dispy_cluster</span><span class="p">(</span><span class="n">cluster_method</span><span class="p">,</span> <span class="n">nodes</span><span class="o">=</span><span class="n">nodes</span><span class="p">)</span>
+    <span class="n">conn</span> <span class="o">=</span> <span class="n">hUtil</span><span class="o">.</span><span class="n">open_hyperparam_db</span><span class="p">(</span><span class="s1">&#39;hyperparam.db&#39;</span><span class="p">)</span>
+
     <span class="k">for</span> <span class="n">instance</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">hp_values</span><span class="p">):</span>
         <span class="n">partitions</span> <span class="o">=</span> <span class="n">instance</span><span class="p">[</span><span class="n">index</span><span class="p">[</span><span class="s1">&#39;partitions&#39;</span><span class="p">]]</span>
         <span class="n">partitioner</span> <span class="o">=</span> <span class="n">instance</span><span class="p">[</span><span class="n">index</span><span class="p">[</span><span class="s1">&#39;partitioner&#39;</span><span class="p">]]</span>
         <span class="n">mf</span> <span class="o">=</span> <span class="n">instance</span><span class="p">[</span><span class="n">index</span><span class="p">[</span><span class="s1">&#39;mf&#39;</span><span class="p">]]</span>
         <span class="n">alpha_cut</span> <span class="o">=</span> <span class="n">instance</span><span class="p">[</span><span class="n">index</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">]]</span>
         <span class="n">order</span> <span class="o">=</span> <span class="n">instance</span><span class="p">[</span><span class="n">index</span><span class="p">[</span><span class="s1">&#39;order&#39;</span><span class="p">]]</span>
+        <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
         <span class="k">for</span> <span class="n">lag1</span> <span class="ow">in</span> <span class="n">lags</span><span class="p">:</span> <span class="c1"># o é o lag1</span>
             <span class="n">_lags</span> <span class="o">=</span> <span class="p">[</span><span class="n">lag1</span><span class="p">]</span>
+            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
             <span class="k">if</span> <span class="n">order</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
                 <span class="k">for</span> <span class="n">lag2</span> <span class="ow">in</span> <span class="n">lags</span><span class="p">:</span>  <span class="c1"># o é o lag1</span>
                     <span class="n">_lags2</span> <span class="o">=</span> <span class="p">[</span><span class="n">lag1</span><span class="p">,</span> <span class="n">lag1</span><span class="o">+</span><span class="n">lag2</span><span class="p">]</span>
+                    <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
                     <span class="k">if</span> <span class="n">order</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
                         <span class="k">for</span> <span class="n">lag3</span> <span class="ow">in</span> <span class="n">lags</span><span class="p">:</span>  <span class="c1"># o é o lag1</span>
+                            <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
                             <span class="n">_lags3</span> <span class="o">=</span> <span class="p">[</span><span class="n">lag1</span><span class="p">,</span> <span class="n">lag1</span> <span class="o">+</span> <span class="n">lag2</span><span class="p">,</span> <span class="n">lag1</span> <span class="o">+</span> <span class="n">lag2</span><span class="o">+</span><span class="n">lag3</span> <span class="p">]</span>
                             <span class="n">individuals</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dict_individual</span><span class="p">(</span><span class="n">mf</span><span class="p">,</span> <span class="n">partitioner</span><span class="p">,</span> <span class="n">partitions</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">_lags3</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="p">))</span>
                     <span class="k">else</span><span class="p">:</span>
@@ -171,32 +207,19 @@
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">individuals</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dict_individual</span><span class="p">(</span><span class="n">mf</span><span class="p">,</span> <span class="n">partitioner</span><span class="p">,</span> <span class="n">partitions</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">_lags</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="p">))</span>
                 
-
+            <span class="k">if</span> <span class="n">count</span> <span class="o">&gt;</span> <span class="mi">50</span><span class="p">:</span>
-    <span class="n">cluster</span><span class="p">,</span> <span class="n">http_server</span> <span class="o">=</span> <span class="n">Util</span><span class="o">.</span><span class="n">start_dispy_cluster</span><span class="p">(</span><span class="n">metodo_cluster</span><span class="p">,</span> <span class="n">nodes</span><span class="o">=</span><span class="n">nodes</span><span class="p">)</span>
-
                 <span class="n">jobs</span> <span class="o">=</span> <span class="p">[]</span>
 
                 <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">individuals</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Testing individual </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ind</span><span class="p">))</span>
                     <span class="n">job</span> <span class="o">=</span> <span class="n">cluster</span><span class="o">.</span><span class="n">submit</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">)</span>
                     <span class="n">jobs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">job</span><span class="p">)</span>
                     
+                <span class="n">process_jobs</span><span class="p">(</span><span class="n">jobs</span><span class="p">,</span> <span class="n">datasetname</span><span class="p">,</span> <span class="n">conn</span><span class="p">)</span>
                 
-    <span class="n">conn</span> <span class="o">=</span> <span class="n">hUtil</span><span class="o">.</span><span class="n">open_hyperparam_db</span><span class="p">(</span><span class="s1">&#39;hyperparam.db&#39;</span><span class="p">)</span>
+                <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
                 
-    <span class="k">for</span> <span class="n">job</span> <span class="ow">in</span> <span class="n">jobs</span><span class="p">:</span>
+                <span class="n">individuals</span> <span class="o">=</span> <span class="p">[]</span>
-        <span class="n">result</span><span class="p">,</span> <span class="n">rmse</span> <span class="o">=</span> <span class="n">job</span><span class="p">()</span>
-        <span class="k">if</span> <span class="n">job</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="n">dispy</span><span class="o">.</span><span class="n">DispyJob</span><span class="o">.</span><span class="n">Finished</span> <span class="ow">and</span> <span class="n">result</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
-
-            <span class="n">record</span> <span class="o">=</span> <span class="p">(</span><span class="n">datasetname</span><span class="p">,</span> <span class="s1">&#39;GridSearch&#39;</span><span class="p">,</span> <span class="s1">&#39;HOFTS&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">result</span><span class="p">[</span><span class="s1">&#39;mf&#39;</span><span class="p">],</span>
-                      <span class="n">result</span><span class="p">[</span><span class="s1">&#39;order&#39;</span><span class="p">],</span> <span class="n">result</span><span class="p">[</span><span class="s1">&#39;partitioner&#39;</span><span class="p">],</span> <span class="n">result</span><span class="p">[</span><span class="s1">&#39;npart&#39;</span><span class="p">],</span>
-                      <span class="n">result</span><span class="p">[</span><span class="s1">&#39;alpha&#39;</span><span class="p">],</span> <span class="nb">str</span><span class="p">(</span><span class="n">result</span><span class="p">[</span><span class="s1">&#39;lags&#39;</span><span class="p">]),</span> <span class="s1">&#39;rmse&#39;</span><span class="p">,</span> <span class="n">rmse</span><span class="p">)</span>
-
-            <span class="n">hUtil</span><span class="o">.</span><span class="n">insert_hyperparam</span><span class="p">(</span><span class="n">record</span><span class="p">,</span> <span class="n">conn</span><span class="p">)</span>
-
-        <span class="k">else</span><span class="p">:</span>
-            <span class="nb">print</span><span class="p">(</span><span class="n">job</span><span class="o">.</span><span class="n">exception</span><span class="p">)</span>
-            <span class="nb">print</span><span class="p">(</span><span class="n">job</span><span class="o">.</span><span class="n">stdout</span><span class="p">)</span>
 
     <span class="n">Util</span><span class="o">.</span><span class="n">stop_dispy_cluster</span><span class="p">(</span><span class="n">cluster</span><span class="p">,</span> <span class="n">http_server</span><span class="p">)</span></div>
 </pre></div>
@@ -215,7 +238,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/hyperparam/Util.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.hyperparam.Util &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.hyperparam.Util &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -157,7 +157,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/chen.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.chen &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.chen &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -178,7 +178,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/cheng.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.cheng &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.cheng &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -149,7 +149,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/ensemble/ensemble.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.ensemble.ensemble &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.ensemble.ensemble &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -402,7 +402,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/ensemble/multiseasonal.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.ensemble.multiseasonal &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.ensemble.multiseasonal &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -181,7 +181,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/hofts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.hofts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.hofts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -80,7 +80,8 @@
 <span class="sd">&quot;&quot;&quot;</span>
 
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FuzzySet</span><span class="p">,</span> <span class="n">FLR</span><span class="p">,</span> <span class="n">fts</span><span class="p">,</span> <span class="n">flrg</span><span class="p">,</span> <span class="n">tree</span>
+<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FuzzySet</span><span class="p">,</span> <span class="n">FLR</span><span class="p">,</span> <span class="n">fts</span><span class="p">,</span> <span class="n">flrg</span>
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="k">import</span> <span class="n">product</span>
 
 <div class="viewcode-block" id="HighOrderFLRG"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFLRG">[docs]</a><span class="k">class</span> <span class="nc">HighOrderFLRG</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">FLRG</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;Conventional High Order Fuzzy Logical Relationship Group&quot;&quot;&quot;</span>
@@ -161,13 +162,13 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">detail</span> <span class="o">=</span> <span class="s2">&quot;Severiano, Silva, Sadaei and Guimarães&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">is_high_order</span> <span class="o">=</span> <span class="kc">True</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">min_order</span> <span class="o">=</span> <span class="mi">1</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;order&quot;</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;order&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">min_order</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">lags</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;lags&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">configure_lags</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 
 <div class="viewcode-block" id="HighOrderFTS.configure_lags"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.configure_lags">[docs]</a>    <span class="k">def</span> <span class="nf">configure_lags</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="k">if</span> <span class="s2">&quot;order&quot;</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">order</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;order&quot;</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">order</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;order&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">min_order</span><span class="p">)</span>
 
         <span class="k">if</span> <span class="s2">&quot;lags&quot;</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">lags</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;lags&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
@@ -180,30 +181,25 @@
 
 <div class="viewcode-block" id="HighOrderFTS.generate_lhs_flrg"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.generate_lhs_flrg">[docs]</a>    <span class="k">def</span> <span class="nf">generate_lhs_flrg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
 
-        <span class="n">nsample</span> <span class="o">=</span> <span class="p">[</span><span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;sets&quot;</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
+        <span class="n">nsample</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;sets&quot;</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
                    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">sample</span><span class="p">]</span>
 
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="n">nsample</span><span class="p">,</span> <span class="n">explain</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="HighOrderFTS.generate_lhs_flrg_fuzzyfied"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.generate_lhs_flrg_fuzzyfied">[docs]</a>    <span class="k">def</span> <span class="nf">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-        <span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">lags</span> <span class="o">=</span> <span class="p">[]</span>
-
         <span class="n">flrgs</span> <span class="o">=</span> <span class="p">[]</span>
 
         <span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
-            <span class="n">lags</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="o">=</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">lhs</span> <span class="o">=</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
+            <span class="n">lags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">lhs</span><span class="p">)</span>
 
             <span class="k">if</span> <span class="n">explain</span><span class="p">:</span>
                 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2"> (Lag </span><span class="si">{}</span><span class="s2">) </span><span class="si">{}</span><span class="s2"> -&gt; </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">lhs</span><span class="p">))</span>
 
-        <span class="n">root</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">FLRGTreeNode</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
-
-        <span class="n">tree</span><span class="o">.</span><span class="n">build_tree_without_order</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">lags</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
-
         <span class="c1"># Trace the possible paths</span>
-        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">paths</span><span class="p">():</span>
+        <span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">lags</span><span class="p">):</span>
             <span class="n">flrg</span> <span class="o">=</span> <span class="n">HighOrderFLRG</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="p">)</span>
-            <span class="n">path</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="kc">None</span><span class="o">.</span><span class="fm">__ne__</span><span class="p">,</span> <span class="n">p</span><span class="p">))))</span>
 
             <span class="k">for</span> <span class="n">lhs</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
                 <span class="n">flrg</span><span class="o">.</span><span class="n">append_lhs</span><span class="p">(</span><span class="n">lhs</span><span class="p">)</span>
@@ -215,25 +211,23 @@
 <div class="viewcode-block" id="HighOrderFTS.generate_flrg"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.generate_flrg">[docs]</a>    <span class="k">def</span> <span class="nf">generate_flrg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
         <span class="n">l</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
         <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="p">,</span> <span class="n">l</span><span class="p">):</span>
-            <span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
 
             <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">dump</span><span class="p">:</span> <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;FLR: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">k</span><span class="p">))</span>
 
             <span class="n">sample</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="p">:</span> <span class="n">k</span><span class="p">]</span>
-            <span class="nb">print</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span>
 
-            <span class="n">rhs</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;sets&quot;</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
+            <span class="n">rhs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;sets&quot;</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
 
             <span class="n">flrgs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrg</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span>
 
             <span class="k">for</span> <span class="n">flrg</span> <span class="ow">in</span> <span class="n">flrgs</span><span class="p">:</span>
-                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;key&#39;</span><span class="p">,</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">())</span>
                 <span class="k">if</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">:</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span> <span class="o">=</span> <span class="n">flrg</span><span class="p">;</span>
 
                 <span class="k">for</span> <span class="n">st</span> <span class="ow">in</span> <span class="n">rhs</span><span class="p">:</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span><span class="o">.</span><span class="n">append_rhs</span><span class="p">(</span><span class="n">st</span><span class="p">)</span></div>
 
+
 <div class="viewcode-block" id="HighOrderFTS.generate_flrg_fuzzyfied"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.generate_flrg_fuzzyfied">[docs]</a>    <span class="k">def</span> <span class="nf">generate_flrg_fuzzyfied</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
         <span class="n">l</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
         <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="p">,</span> <span class="n">l</span><span class="p">):</span>
@@ -241,7 +235,6 @@
 
             <span class="n">sample</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="p">:</span> <span class="n">k</span><span class="p">]</span>
 
-
             <span class="n">rhs</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
 
             <span class="n">flrgs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span>
@@ -321,24 +314,18 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">shortname</span> <span class="o">=</span> <span class="s2">&quot;WHOFTS&quot;</span>
 
 <div class="viewcode-block" id="WeightedHighOrderFTS.generate_lhs_flrg_fuzzyfied"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.WeightedHighOrderFTS.generate_lhs_flrg_fuzzyfied">[docs]</a>    <span class="k">def</span> <span class="nf">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-        <span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">lags</span> <span class="o">=</span> <span class="p">[]</span>
-
         <span class="n">flrgs</span> <span class="o">=</span> <span class="p">[]</span>
 
         <span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
-            <span class="n">lags</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="o">=</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">lags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
 
             <span class="k">if</span> <span class="n">explain</span><span class="p">:</span>
-                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2"> (Lag </span><span class="si">{}</span><span class="s2">) </span><span class="si">{}</span><span class="s2"> -&gt; </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">lhs</span><span class="p">))</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2"> (Lag </span><span class="si">{}</span><span class="s2">) </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
-
-        <span class="n">root</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">FLRGTreeNode</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
-
-        <span class="n">tree</span><span class="o">.</span><span class="n">build_tree_without_order</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">lags</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
 
         <span class="c1"># Trace the possible paths</span>
-        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">paths</span><span class="p">():</span>
+        <span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">lags</span><span class="p">):</span>
             <span class="n">flrg</span> <span class="o">=</span> <span class="n">WeightedHighOrderFLRG</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="p">)</span>
-            <span class="n">path</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="kc">None</span><span class="o">.</span><span class="fm">__ne__</span><span class="p">,</span> <span class="n">p</span><span class="p">))))</span>
 
             <span class="k">for</span> <span class="n">lhs</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
                 <span class="n">flrg</span><span class="o">.</span><span class="n">append_lhs</span><span class="p">(</span><span class="n">lhs</span><span class="p">)</span>
@@ -362,7 +349,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/hwang.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.hwang &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.hwang &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -153,7 +153,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/ifts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.ifts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.ifts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -177,7 +177,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/incremental/Retrainer.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.incremental.Retrainer &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.incremental.Retrainer &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -170,7 +170,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/ismailefendi.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.ismailefendi &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.ismailefendi &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -199,7 +199,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/multivariate/FLR.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.multivariate.FLR &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.multivariate.FLR &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -113,7 +113,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/multivariate/cmvfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.multivariate.cmvfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.multivariate.cmvfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -90,8 +90,8 @@
         <span class="sd">&quot;&quot;&quot;The cluster method to be called when a new model is build&quot;&quot;&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">cluster_params</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cluster_params&#39;</span><span class="p">,</span> <span class="p">{})</span>
         <span class="sd">&quot;&quot;&quot;The cluster method parameters&quot;&quot;&quot;</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cluster&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
-        <span class="sd">&quot;&quot;&quot;The most recent trained clusterer&quot;&quot;&quot;</span>
+        <span class="sd">&quot;&quot;&quot;The trained clusterer&quot;&quot;&quot;</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">fts_method</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;fts_method&#39;</span><span class="p">,</span> <span class="n">hofts</span><span class="o">.</span><span class="n">WeightedHighOrderFTS</span><span class="p">)</span>
         <span class="sd">&quot;&quot;&quot;The FTS method to be called when a new model is build&quot;&quot;&quot;</span>
@@ -110,42 +110,46 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">shortname</span> <span class="o">=</span> <span class="s2">&quot;ClusteredMVFTS&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;Clustered Multivariate FTS&quot;</span>
 
+        <span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;pre_fuzzyfy&#39;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
+
 <div class="viewcode-block" id="ClusteredMVFTS.fuzzyfy"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.fuzzyfy">[docs]</a>    <span class="k">def</span> <span class="nf">fuzzyfy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">data</span><span class="p">):</span>
         <span class="n">ndata</span> <span class="o">=</span> <span class="p">[]</span>
-        <span class="k">for</span> <span class="n">ct</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">index</span><span class="p">)</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
-            <span class="n">ix</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="n">ct</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
+            <span class="n">data_point</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
-            <span class="n">data_point</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ix</span><span class="p">])</span>
+            <span class="n">ndata</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">common</span><span class="o">.</span><span class="n">fuzzyfy_instance_clustered</span><span class="p">(</span><span class="n">data_point</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">))</span>
-            <span class="n">ndata</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">common</span><span class="o">.</span><span class="n">fuzzyfy_instance_clustered</span><span class="p">(</span><span class="n">data_point</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">))</span>
 
         <span class="k">return</span> <span class="n">ndata</span></div>
 
-
 <div class="viewcode-block" id="ClusteredMVFTS.train"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.train">[docs]</a>    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 
-        <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster_method</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">mvfts</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">neighbors</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">knn</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster_method</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">mvfts</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">neighbors</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">knn</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">cluster_params</span><span class="p">)</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fts_method</span><span class="p">(</span><span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">fts_params</span><span class="p">)</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">is_high_order</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">order</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fts_method</span><span class="p">(</span><span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">order</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">order</span>
-                                                            <span class="n">order</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">fts_params</span><span class="p">)</span>
 
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span><span class="p">:</span>
             <span class="n">ndata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">ndata</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="s1">&#39;records&#39;</span><span class="p">)]</span>
 
-        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">ndata</span><span class="p">,</span> <span class="n">fuzzyfied</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></div>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">ndata</span><span class="p">,</span> <span class="n">fuzzyfied</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="o">.</span><span class="n">prune</span><span class="p">()</span></div>
 
 <div class="viewcode-block" id="ClusteredMVFTS.forecast"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.forecast">[docs]</a>    <span class="k">def</span> <span class="nf">forecast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ndata</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span><span class="p">:</span>
             <span class="n">ndata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">ndata</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">ndata</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">ndata</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="s1">&#39;records&#39;</span><span class="p">)]</span>
 
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">forecast</span><span class="p">(</span><span class="n">ndata</span><span class="p">,</span> <span class="n">fuzzyfied</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">forecast</span><span class="p">(</span><span class="n">ndata</span><span class="p">,</span> <span class="n">fuzzyfied</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div>
 
     <span class="k">def</span> <span class="nf">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;String representation of the model&quot;&quot;&quot;</span>
-
+        <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">)</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">shortname</span> <span class="o">+</span> <span class="s2">&quot;:</span><span class="se">\n</span><span class="s2">&quot;</span>
-        <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">flrgs</span><span class="p">:</span>
-            <span class="n">tmp</span> <span class="o">=</span> <span class="n">tmp</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">r</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
-        <span class="k">return</span> <span class="n">tmp</span>
 
     <span class="k">def</span> <span class="nf">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
@@ -171,7 +175,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/multivariate/common.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.multivariate.common &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.multivariate.common &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -116,11 +116,16 @@
     <span class="k">return</span> <span class="p">[(</span><span class="n">var</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">fs</span><span class="p">)</span> <span class="k">for</span> <span class="n">fs</span> <span class="ow">in</span> <span class="n">fsets</span><span class="p">]</span></div>
 
 
-<div class="viewcode-block" id="fuzzyfy_instance_clustered"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.common.fuzzyfy_instance_clustered">[docs]</a><span class="k">def</span> <span class="nf">fuzzyfy_instance_clustered</span><span class="p">(</span><span class="n">data_point</span><span class="p">,</span> <span class="n">cluster</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="mf">0.0</span><span class="p">):</span>
+<div class="viewcode-block" id="fuzzyfy_instance_clustered"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.common.fuzzyfy_instance_clustered">[docs]</a><span class="k">def</span> <span class="nf">fuzzyfy_instance_clustered</span><span class="p">(</span><span class="n">data_point</span><span class="p">,</span> <span class="n">cluster</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+    <span class="n">alpha_cut</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;alpha_cut&#39;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">)</span>
+    <span class="n">mode</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;mode&#39;</span><span class="p">,</span> <span class="s1">&#39;sets&#39;</span><span class="p">)</span>
     <span class="n">fsets</span> <span class="o">=</span> <span class="p">[]</span>
     <span class="k">for</span> <span class="n">fset</span> <span class="ow">in</span> <span class="n">cluster</span><span class="o">.</span><span class="n">knn</span><span class="p">(</span><span class="n">data_point</span><span class="p">):</span>
         <span class="k">if</span> <span class="n">cluster</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="n">fset</span><span class="p">]</span><span class="o">.</span><span class="n">membership</span><span class="p">(</span><span class="n">data_point</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">alpha_cut</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">&#39;sets&#39;</span><span class="p">:</span>
                 <span class="n">fsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fset</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="n">mode</span> <span class="o">==</span><span class="s1">&#39;both&#39;</span><span class="p">:</span>
+                <span class="n">fsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span> <span class="p">(</span><span class="n">fset</span><span class="p">,</span> <span class="n">cluster</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="n">fset</span><span class="p">]</span><span class="o">.</span><span class="n">membership</span><span class="p">(</span><span class="n">data_point</span><span class="p">))</span> <span class="p">)</span>
     <span class="k">return</span> <span class="n">fsets</span></div>
 
 
@@ -141,7 +146,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/multivariate/flrg.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.multivariate.flrg &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.multivariate.flrg &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -131,7 +131,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/multivariate/mvfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.multivariate.mvfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.multivariate.mvfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -105,14 +105,19 @@
 <div class="viewcode-block" id="MVFTS.format_data"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.format_data">[docs]</a>    <span class="k">def</span> <span class="nf">format_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
         <span class="n">ndata</span> <span class="o">=</span> <span class="p">{}</span>
         <span class="k">for</span> <span class="n">var</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">explanatory_variables</span><span class="p">:</span>
-            <span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span>
+            <span class="c1">#ndata[var.name] = data[var.data_label]</span>
+            <span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">var</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">extractor</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">])</span>
 
         <span class="k">return</span> <span class="n">ndata</span></div>
 
 <div class="viewcode-block" id="MVFTS.apply_transformations"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.apply_transformations">[docs]</a>    <span class="k">def</span> <span class="nf">apply_transformations</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">updateUoD</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="n">ndata</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">deep</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
         <span class="k">for</span> <span class="n">var</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">explanatory_variables</span><span class="p">:</span>
-            <span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span> <span class="o">=</span> <span class="n">var</span><span class="o">.</span><span class="n">apply_transformations</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">uod_clip</span> <span class="ow">and</span> <span class="n">var</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">&#39;common&#39;</span><span class="p">:</span>
+                <span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span>
+                                                <span class="n">var</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">min</span><span class="p">,</span> <span class="n">var</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">max</span><span class="p">)</span>
+
+            <span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span> <span class="o">=</span> <span class="n">var</span><span class="o">.</span><span class="n">apply_transformations</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
 
         <span class="k">return</span> <span class="n">ndata</span></div>
 
@@ -179,9 +184,8 @@
 <div class="viewcode-block" id="MVFTS.forecast"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.forecast">[docs]</a>    <span class="k">def</span> <span class="nf">forecast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="n">ndata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">apply_transformations</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
-        <span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="n">ndata</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">ndata</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
-            <span class="n">data_point</span> <span class="o">=</span> <span class="n">ndata</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span>
+            <span class="n">flrs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrs</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
-            <span class="n">flrs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrs</span><span class="p">(</span><span class="n">data_point</span><span class="p">)</span>
             <span class="n">mvs</span> <span class="o">=</span> <span class="p">[]</span>
             <span class="n">mps</span> <span class="o">=</span> <span class="p">[]</span>
             <span class="k">for</span> <span class="n">flr</span> <span class="ow">in</span> <span class="n">flrs</span><span class="p">:</span>
@@ -190,7 +194,7 @@
                     <span class="n">mvs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mf">0.</span><span class="p">)</span>
                     <span class="n">mps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mf">0.</span><span class="p">)</span>
                 <span class="k">else</span><span class="p">:</span>
-                    <span class="n">mvs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span><span class="o">.</span><span class="n">get_membership</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">data_point</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">explanatory_variables</span><span class="p">))</span>
+                    <span class="n">mvs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span><span class="o">.</span><span class="n">get_membership</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">row</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">explanatory_variables</span><span class="p">))</span>
                     <span class="n">mps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span><span class="o">.</span><span class="n">get_midpoint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">target_variable</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">))</span>
 
             <span class="n">mv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">mvs</span><span class="p">)</span>
@@ -204,7 +208,6 @@
 
 <div class="viewcode-block" id="MVFTS.forecast_ahead"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.forecast_ahead">[docs]</a>    <span class="k">def</span> <span class="nf">forecast_ahead</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">steps</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="n">generators</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;generators&#39;</span><span class="p">,</span><span class="kc">None</span><span class="p">)</span>
-        <span class="n">start</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;start&#39;</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
 
         <span class="k">if</span> <span class="n">generators</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
             <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;You must provide parameter </span><span class="se">\&#39;</span><span class="s1">generators</span><span class="se">\&#39;</span><span class="s1">! generators is a dict where the keys&#39;</span> <span class="o">+</span>
@@ -270,7 +273,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/multivariate/variable.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.multivariate.variable &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.multivariate.variable &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -161,7 +161,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/multivariate/wmvfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.multivariate.wmvfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.multivariate.wmvfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -156,7 +156,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/nonstationary/common.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.nonstationary.common &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.nonstationary.common &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -331,7 +331,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/nonstationary/cvfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.nonstationary.cvfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.nonstationary.cvfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -359,7 +359,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/nonstationary/flrg.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.nonstationary.flrg &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.nonstationary.flrg &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -162,7 +162,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/nonstationary/honsfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.nonstationary.honsfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.nonstationary.honsfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -337,7 +337,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/nonstationary/nsfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.nonstationary.nsfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.nonstationary.nsfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -362,7 +362,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/nonstationary/partitioners.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.nonstationary.partitioners &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.nonstationary.partitioners &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -237,7 +237,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/nonstationary/perturbation.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.nonstationary.perturbation &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.nonstationary.perturbation &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -111,7 +111,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/nonstationary/util.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.nonstationary.util &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.nonstationary.util &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -182,7 +182,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/pwfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.pwfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.pwfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -79,9 +79,10 @@
 <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
 <span class="kn">import</span> <span class="nn">math</span>
 <span class="kn">from</span> <span class="nn">operator</span> <span class="k">import</span> <span class="n">itemgetter</span>
-<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FLR</span><span class="p">,</span> <span class="n">FuzzySet</span><span class="p">,</span> <span class="n">tree</span>
+<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FLR</span><span class="p">,</span> <span class="n">FuzzySet</span>
 <span class="kn">from</span> <span class="nn">pyFTS.models</span> <span class="k">import</span> <span class="n">hofts</span><span class="p">,</span> <span class="n">ifts</span>
 <span class="kn">from</span> <span class="nn">pyFTS.probabilistic</span> <span class="k">import</span> <span class="n">ProbabilityDistribution</span>
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="k">import</span> <span class="n">product</span>
 
 
 <div class="viewcode-block" id="ProbabilisticWeightedFLRG"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFLRG">[docs]</a><span class="k">class</span> <span class="nc">ProbabilisticWeightedFLRG</span><span class="p">(</span><span class="n">hofts</span><span class="o">.</span><span class="n">HighOrderFLRG</span><span class="p">):</span>
@@ -190,33 +191,33 @@
         <span class="n">parameters</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;parameters&#39;</span><span class="p">,</span><span class="s1">&#39;fuzzy&#39;</span><span class="p">)</span>
 
         <span class="k">if</span> <span class="n">parameters</span> <span class="o">==</span> <span class="s1">&#39;monotonic&#39;</span><span class="p">:</span>
-            <span class="n">tmpdata</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy_series_old</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">)</span>
+            <span class="n">tmpdata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s1">&#39;sets&#39;</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s1">&#39;maximum&#39;</span><span class="p">)</span>
             <span class="n">flrs</span> <span class="o">=</span> <span class="n">FLR</span><span class="o">.</span><span class="n">generate_recurrent_flrs</span><span class="p">(</span><span class="n">tmpdata</span><span class="p">)</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">generateFLRG</span><span class="p">(</span><span class="n">flrs</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">generate_flrg</span><span class="p">(</span><span class="n">flrs</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">generate_flrg</span><span class="p">(</span><span class="n">data</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="ProbabilisticWeightedFTS.generate_lhs_flrg"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFTS.generate_lhs_flrg">[docs]</a>    <span class="k">def</span> <span class="nf">generate_lhs_flrg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-        <span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">nsample</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;sets&quot;</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
+                   <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">sample</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="n">nsample</span><span class="p">,</span> <span class="n">explain</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="ProbabilisticWeightedFTS.generate_lhs_flrg_fuzzyfied"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFTS.generate_lhs_flrg_fuzzyfied">[docs]</a>    <span class="k">def</span> <span class="nf">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+        <span class="n">lags</span> <span class="o">=</span> <span class="p">[]</span>
 
         <span class="n">flrgs</span> <span class="o">=</span> <span class="p">[]</span>
 
         <span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
-            <span class="n">lhs</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">sample</span><span class="p">[</span><span class="n">o</span> <span class="o">-</span> <span class="mi">1</span><span class="p">],</span> <span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;sets&quot;</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
+            <span class="n">lhs</span> <span class="o">=</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
-
+            <span class="n">lags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span> <span class="n">lhs</span> <span class="p">)</span>
-            <span class="n">lags</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="o">=</span> <span class="n">lhs</span>
 
             <span class="k">if</span> <span class="n">explain</span><span class="p">:</span>
                 <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\t</span><span class="s2"> (Lag </span><span class="si">{}</span><span class="s2">) </span><span class="si">{}</span><span class="s2"> -&gt; </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">lhs</span><span class="p">))</span>
 
-        <span class="n">root</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">FLRGTreeNode</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
-
-        <span class="n">tree</span><span class="o">.</span><span class="n">build_tree_without_order</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">lags</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
-
         <span class="c1"># Trace the possible paths</span>
-        <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">paths</span><span class="p">():</span>
+        <span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">lags</span><span class="p">):</span>
             <span class="n">flrg</span> <span class="o">=</span> <span class="n">ProbabilisticWeightedFLRG</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="p">)</span>
-            <span class="n">path</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="kc">None</span><span class="o">.</span><span class="fm">__ne__</span><span class="p">,</span> <span class="n">p</span><span class="p">))))</span>
 
             <span class="k">for</span> <span class="n">lhs</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
                 <span class="n">flrg</span><span class="o">.</span><span class="n">append_lhs</span><span class="p">(</span><span class="n">lhs</span><span class="p">)</span>
@@ -236,14 +237,13 @@
 
             <span class="k">for</span> <span class="n">flrg</span> <span class="ow">in</span> <span class="n">flrgs</span><span class="p">:</span>
 
-                <span class="n">lhs_mv</span> <span class="o">=</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_membership</span><span class="p">(</span><span class="n">sample</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">)</span>
+                <span class="n">lhs_mv</span> <span class="o">=</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_membership</span><span class="p">(</span><span class="n">sample</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">)</span>
 
                 <span class="k">if</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">:</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span> <span class="o">=</span> <span class="n">flrg</span><span class="p">;</span>
 
-                <span class="n">fuzzyfied</span> <span class="o">=</span> <span class="p">[(</span><span class="n">s</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">.</span><span class="n">membership</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]))</span>
+                <span class="n">fuzzyfied</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">mode</span><span class="o">=</span><span class="s1">&#39;both&#39;</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s1">&#39;fuzzy&#39;</span><span class="p">,</span>
-                             <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+                                                     <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
-                             <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">.</span><span class="n">membership</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">])</span> <span class="o">&gt;</span>  <span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">]</span>
 
                 <span class="n">mvs</span> <span class="o">=</span> <span class="p">[]</span>
                 <span class="k">for</span> <span class="nb">set</span><span class="p">,</span> <span class="n">mv</span> <span class="ow">in</span> <span class="n">fuzzyfied</span><span class="p">:</span>
@@ -575,28 +575,23 @@
         <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">steps</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
             <span class="n">dist</span> <span class="o">=</span> <span class="n">ProbabilityDistribution</span><span class="o">.</span><span class="n">ProbabilityDistribution</span><span class="p">(</span><span class="n">smooth</span><span class="p">,</span> <span class="n">uod</span><span class="o">=</span><span class="n">uod</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="n">_bins</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 
-            <span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">lags</span> <span class="o">=</span> <span class="p">[]</span>
 
             <span class="c1"># Find all bins of past distributions with probability greater than zero</span>
 
-            <span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">d</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">lag</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
-                <span class="n">dd</span> <span class="o">=</span> <span class="n">ret</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="n">d</span><span class="p">]</span>
+                <span class="n">dd</span> <span class="o">=</span> <span class="n">ret</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="n">lag</span><span class="p">]</span>
-                <span class="n">vals</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">dd</span><span class="o">.</span><span class="n">bins</span> <span class="k">if</span> <span class="nb">round</span><span class="p">(</span><span class="n">dd</span><span class="o">.</span><span class="n">density</span><span class="p">(</span><span class="n">v</span><span class="p">),</span> <span class="mi">4</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span>
+                <span class="n">vals</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">dd</span><span class="o">.</span><span class="n">bins</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">dd</span><span class="o">.</span><span class="n">density</span><span class="p">(</span><span class="n">v</span><span class="p">),</span> <span class="mi">4</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mf">0.0</span><span class="p">]</span>
-                <span class="n">lags</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">vals</span><span class="p">)</span>
+                <span class="n">lags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">vals</span><span class="p">)</span> <span class="p">)</span>
 
-            <span class="n">root</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">FLRGTreeNode</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
-
-            <span class="n">tree</span><span class="o">.</span><span class="n">build_tree_without_order</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">lags</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
 
             <span class="c1"># Trace all possible combinations between the bins of past distributions</span>
 
-            <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">paths</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">lags</span><span class="p">):</span>
-                <span class="n">path</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="kc">None</span><span class="o">.</span><span class="fm">__ne__</span><span class="p">,</span> <span class="n">p</span><span class="p">))))</span>
 
                 <span class="c1"># get the combined probabilities for this path</span>
-
+                <span class="n">pk</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">([</span><span class="n">ret</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span> <span class="o">+</span> <span class="n">lag</span><span class="p">)]</span><span class="o">.</span><span class="n">density</span><span class="p">(</span><span class="n">path</span><span class="p">[</span><span class="n">ct</span><span class="p">])</span>
-                <span class="n">pk</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">([</span><span class="n">ret</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span> <span class="o">+</span> <span class="n">o</span><span class="p">]</span><span class="o">.</span><span class="n">density</span><span class="p">(</span><span class="n">path</span><span class="p">[</span><span class="n">ct</span><span class="p">])</span>
+                              <span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">lag</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">)])</span>
-                              <span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">)])</span>
 
 
                 <span class="n">d</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">forecast_distribution</span><span class="p">(</span><span class="n">path</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
@@ -666,7 +661,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/sadaei.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.sadaei &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.sadaei &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -203,7 +203,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/seasonal/SeasonalIndexer.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.seasonal.SeasonalIndexer &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.seasonal.SeasonalIndexer &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -290,7 +290,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/seasonal/cmsfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.seasonal.cmsfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.seasonal.cmsfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -198,7 +198,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/seasonal/common.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.seasonal.common &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.seasonal.common &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -77,6 +77,8 @@
 <span class="kn">from</span> <span class="nn">enum</span> <span class="k">import</span> <span class="n">Enum</span>
 <span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FuzzySet</span><span class="p">,</span> <span class="n">Membership</span>
 <span class="kn">from</span> <span class="nn">pyFTS.partitioners</span> <span class="k">import</span> <span class="n">partitioner</span><span class="p">,</span> <span class="n">Grid</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">date</span> <span class="k">as</span> <span class="n">dt</span>
+
 
 
 <div class="viewcode-block" id="DateTime"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.common.DateTime">[docs]</a><span class="k">class</span> <span class="nc">DateTime</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
@@ -168,7 +170,7 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;type&#39;</span><span class="p">,</span> <span class="s1">&#39;seasonal&#39;</span><span class="p">)</span>
 
 <div class="viewcode-block" id="FuzzySet.transform"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.common.FuzzySet.transform">[docs]</a>    <span class="k">def</span> <span class="nf">transform</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">&#39;seasonal&#39;</span><span class="p">:</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">&#39;seasonal&#39;</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">Timestamp</span><span class="p">)):</span>
             <span class="n">dp</span> <span class="o">=</span> <span class="n">strip_datepart</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">datepart</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">dp</span> <span class="o">=</span> <span class="n">x</span>
@@ -190,7 +192,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/seasonal/msfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.seasonal.msfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.seasonal.msfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -154,7 +154,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/seasonal/partitioner.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.seasonal.partitioner &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.seasonal.partitioner &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -113,6 +113,9 @@
         <span class="k">else</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">ordered_sets</span> <span class="o">=</span> <span class="n">FS</span><span class="o">.</span><span class="n">set_ordered</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">)</span>
 
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">&#39;seasonal&#39;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">extractor</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">strip_datepart</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">season</span><span class="p">)</span>
+
 <div class="viewcode-block" id="TimeGridPartitioner.build"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.partitioner.TimeGridPartitioner.build">[docs]</a>    <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
         <span class="n">sets</span> <span class="o">=</span> <span class="p">{}</span>
 
@@ -220,7 +223,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/seasonal/sfts.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.seasonal.sfts &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.seasonal.sfts &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -189,7 +189,7 @@
         <li class="right" >
           <a href="../../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/song.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.song &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.song &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -175,7 +175,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/models/yu.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.models.yu &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.models.yu &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -195,7 +195,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/partitioners/CMeans.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.partitioners.CMeans &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.partitioners.CMeans &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -185,7 +185,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/partitioners/Entropy.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.partitioners.Entropy &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.partitioners.Entropy &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -196,7 +196,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/partitioners/FCM.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.partitioners.FCM &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.partitioners.FCM &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -224,7 +224,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/partitioners/Grid.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.partitioners.Grid &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.partitioners.Grid &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -130,7 +130,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/partitioners/Huarng.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.partitioners.Huarng &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.partitioners.Huarng &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -141,7 +141,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/partitioners/Singleton.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.partitioners.Singleton &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.partitioners.Singleton &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -117,7 +117,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
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     </div>

docs/build/html/_modules/pyFTS/partitioners/Util.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.partitioners.Util &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.partitioners.Util &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
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@@ -177,7 +177,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
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docs/build/html/_modules/pyFTS/partitioners/parallel_util.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.partitioners.parallel_util &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.partitioners.parallel_util &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -120,7 +120,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/partitioners/partitioner.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.partitioners.partitioner &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.partitioners.partitioner &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -104,6 +104,8 @@
         <span class="sd">&quot;&quot;&quot;In a multivariate context, the variable that contains this partitioner&quot;&quot;&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;type&#39;</span><span class="p">,</span> <span class="s1">&#39;common&#39;</span><span class="p">)</span>
         <span class="sd">&quot;&quot;&quot;The type of fuzzy sets that are generated by this partitioner&quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">extractor</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;extractor&#39;</span><span class="p">,</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">)</span>
+        <span class="sd">&quot;&quot;&quot;Anonymous function used to extract a single primitive type from an object instance&quot;&quot;&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">ordered_sets</span> <span class="o">=</span> <span class="kc">None</span>
 
         <span class="k">if</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;preprocess&#39;</span><span class="p">,</span><span class="kc">True</span><span class="p">):</span>
@@ -176,7 +178,10 @@
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span></div>
 
-<div class="viewcode-block" id="Partitioner.plot"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.plot">[docs]</a>    <span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ax</span><span class="p">):</span>
+<div class="viewcode-block" id="Partitioner.fuzzyfy"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.fuzzyfy">[docs]</a>    <span class="k">def</span> <span class="nf">fuzzyfy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="Partitioner.plot"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.plot">[docs]</a>    <span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ax</span><span class="p">,</span> <span class="n">rounding</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Plot the partitioning using the Matplotlib axis ax</span>
 
@@ -194,7 +199,7 @@
             <span class="k">elif</span> <span class="n">s</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">&#39;composite&#39;</span><span class="p">:</span>
                 <span class="k">for</span> <span class="n">ss</span> <span class="ow">in</span> <span class="n">s</span><span class="o">.</span><span class="n">sets</span><span class="p">:</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">plot_set</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">ss</span><span class="p">)</span>
-            <span class="n">ticks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">centroid</span><span class="p">,</span><span class="mi">0</span><span class="p">))</span><span class="o">+</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">+</span><span class="n">s</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
+            <span class="n">ticks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">centroid</span><span class="p">,</span><span class="n">rounding</span><span class="p">))</span><span class="o">+</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">+</span><span class="n">s</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
             <span class="n">x</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">centroid</span><span class="p">)</span>
         <span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_ticklabels</span><span class="p">(</span><span class="n">ticks</span><span class="p">)</span>
         <span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_ticks</span><span class="p">(</span><span class="n">x</span><span class="p">)</span></div>
@@ -249,7 +254,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/probabilistic/ProbabilityDistribution.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.probabilistic.ProbabilityDistribution &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.probabilistic.ProbabilityDistribution &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -423,7 +423,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_modules/pyFTS/probabilistic/kde.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS.probabilistic.kde &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS.probabilistic.kde &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="../../../_static/documentation_options.js"></script>
@@ -42,7 +42,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> &#187;</li> 
       </ul>
     </div>
@@ -150,7 +150,7 @@
         <li class="right" >
           <a href="../../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> &#187;</li> 
       </ul>
     </div>

docs/build/html/_static/bizstyle.js

@@ -36,6 +36,6 @@ $(window).resize(function(){
         $("li.nav-item-0 a").text("Top");
     }
     else {
-        $("li.nav-item-0 a").text("pyFTS 1.2.3 documentation");
+        $("li.nav-item-0 a").text("pyFTS 1.4 documentation");
     }
 });

docs/build/html/_static/documentation_options.js

@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: '',
-    VERSION: '1.2.3',
+    VERSION: '1.4',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     FILE_SUFFIX: '.html',

docs/build/html/genindex.html

@@ -18,7 +18,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>Index &#8212; pyFTS 1.2.3 documentation</title>
+    <title>Index &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>
@@ -43,7 +43,7 @@
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.2.3 documentation</a> &#187;</li> 
+        <li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.4 documentation</a> &#187;</li> 
       </ul>
     </div>
       <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
@@ -339,6 +339,8 @@
       <li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.cluster">cluster (pyFTS.models.multivariate.cmvfts.ClusteredMVFTS attribute)</a>
 </li>
       <li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.cluster_method">cluster_method (pyFTS.models.multivariate.cmvfts.ClusteredMVFTS attribute)</a>
+</li>
+      <li><a href="pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.cluster_method">cluster_method() (in module pyFTS.hyperparam.GridSearch)</a>
 </li>
       <li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.cluster_params">cluster_params (pyFTS.models.multivariate.cmvfts.ClusteredMVFTS attribute)</a>
 </li>
@@ -475,6 +477,8 @@
       <li><a href="pyFTS.models.html#pyFTS.models.sadaei.ExponentialyWeightedFTS">ExponentialyWeightedFTS (class in pyFTS.models.sadaei)</a>
 </li>
       <li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.extract_measure">extract_measure() (in module pyFTS.benchmarks.Util)</a>
+</li>
+      <li><a href="pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.extractor">extractor (pyFTS.partitioners.partitioner.Partitioner attribute)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -674,6 +678,8 @@
 
       <ul>
         <li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.fuzzyfy">(pyFTS.models.multivariate.cmvfts.ClusteredMVFTS method)</a>
+</li>
+        <li><a href="pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.fuzzyfy">(pyFTS.partitioners.partitioner.Partitioner method)</a>
 </li>
       </ul></li>
       <li><a href="pyFTS.common.html#pyFTS.common.FuzzySet.fuzzyfy_instance">fuzzyfy_instance() (in module pyFTS.common.FuzzySet)</a>
@@ -762,6 +768,8 @@
 
       <ul>
         <li><a href="pyFTS.models.html#pyFTS.models.hofts.WeightedHighOrderFTS.generate_lhs_flrg_fuzzyfied">(pyFTS.models.hofts.WeightedHighOrderFTS method)</a>
+</li>
+        <li><a href="pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFTS.generate_lhs_flrg_fuzzyfied">(pyFTS.models.pwfts.ProbabilisticWeightedFTS method)</a>
 </li>
       </ul></li>
       <li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.generate_lhs_flrs">generate_lhs_flrs() (pyFTS.models.multivariate.mvfts.MVFTS method)</a>
@@ -1229,8 +1237,6 @@
       <li><a href="pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.membership_function">membership_function (pyFTS.partitioners.partitioner.Partitioner attribute)</a>
 </li>
       <li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.merge">merge() (pyFTS.common.fts.FTS method)</a>
-</li>
-      <li><a href="pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.metodo_cluster">metodo_cluster() (in module pyFTS.hyperparam.GridSearch)</a>
 </li>
       <li><a href="pyFTS.common.html#pyFTS.common.FuzzySet.FuzzySet.mf">mf (pyFTS.common.FuzzySet.FuzzySet attribute)</a>
 </li>
@@ -1477,6 +1483,8 @@
       <li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.process_common_data">process_common_data() (in module pyFTS.benchmarks.Util)</a>
 </li>
       <li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.benchmarks.process_interval_jobs">process_interval_jobs() (in module pyFTS.benchmarks.benchmarks)</a>
+</li>
+      <li><a href="pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.process_jobs">process_jobs() (in module pyFTS.hyperparam.GridSearch)</a>
 </li>
       <li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.benchmarks.process_point_jobs">process_point_jobs() (in module pyFTS.benchmarks.benchmarks)</a>
 </li>
@@ -2091,7 +2099,7 @@
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.2.3 documentation</a> &#187;</li> 
+        <li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.4 documentation</a> &#187;</li> 
       </ul>
     </div>
     <div class="footer" role="contentinfo">

docs/build/html/index.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS - Fuzzy Time Series for Python &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS - Fuzzy Time Series for Python &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="_static/bizstyle.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>
@@ -46,7 +46,7 @@
         <li class="right" >
           <a href="quickstart.html" title="pyFTS Quick Start"
              accesskey="N">next</a> |</li>
-        <li class="nav-item nav-item-0"><a href="#">pyFTS 1.2.3 documentation</a> &#187;</li> 
+        <li class="nav-item nav-item-0"><a href="#">pyFTS 1.4 documentation</a> &#187;</li> 
       </ul>
     </div>
       <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
@@ -183,7 +183,7 @@ src="http://www.ifmg.edu.br/portal/imagens/logovertical.jpg" alt="IFMG" width="1
         <li class="right" >
           <a href="quickstart.html" title="pyFTS Quick Start"
              >next</a> |</li>
-        <li class="nav-item nav-item-0"><a href="#">pyFTS 1.2.3 documentation</a> &#187;</li> 
+        <li class="nav-item nav-item-0"><a href="#">pyFTS 1.4 documentation</a> &#187;</li> 
       </ul>
     </div>
     <div class="footer" role="contentinfo">

docs/build/html/modules.html

@@ -17,7 +17,7 @@
         var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
       })();
     </script>
-    <title>pyFTS &#8212; pyFTS 1.2.3 documentation</title>
+    <title>pyFTS &#8212; pyFTS 1.4 documentation</title>
     <link rel="stylesheet" href="_static/bizstyle.css" type="text/css" />
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@@ -50,7 +50,7 @@
         <li class="right" >
           <a href="quickstart.html" title="pyFTS Quick Start"
              accesskey="P">previous</a> |</li>
-        <li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.2.3 documentation</a> &#187;</li> 
+        <li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.4 documentation</a> &#187;</li> 
       </ul>
     </div>
       <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
@@ -157,7 +157,7 @@
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#module-pyFTS.hyperparam">Module contents</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#submodules">Submodules</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#module-pyFTS.hyperparam.Util">pyFTS.hyperparam.Util module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#pyfts-hyperparam-gridsearch-module">pyFTS.hyperparam.GridSearch module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#module-pyFTS.hyperparam.GridSearch">pyFTS.hyperparam.GridSearch module</a></li>
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" href="pyFTS.models.html">pyFTS.models package</a><ul>
@@ -185,7 +185,7 @@
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.FCM">pyFTS.partitioners.FCM module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.Grid">pyFTS.partitioners.Grid module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.Huarng">pyFTS.partitioners.Huarng module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#pyfts-partitioners-singleton-module">pyFTS.partitioners.Singleton module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.Singleton">pyFTS.partitioners.Singleton module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.Util">pyFTS.partitioners.Util module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.parallel_util">pyFTS.partitioners.parallel_util module</a></li>
 </ul>
@@ -229,7 +229,7 @@
         <li class="right" >
           <a href="quickstart.html" title="pyFTS Quick Start"
              >previous</a> |</li>
-        <li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.2.3 documentation</a> &#187;</li> 
+        <li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.4 documentation</a> &#187;</li> 
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