From 0b63ed118a78629558ad9505f4c123c338ff5ca1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Petr=C3=B4nio=20C=C3=A2ndido?= <petronio.candido@gmail.com>
Date: Mon, 29 Oct 2018 16:48:05 -0300
Subject: [PATCH] Documentation update

---
 docs/build/doctrees/environment.pickle        | Bin 2167898 -> 2172281 bytes
 docs/build/doctrees/pyFTS.common.doctree      | Bin 376891 -> 377481 bytes
 docs/build/doctrees/pyFTS.models.doctree      | Bin 219956 -> 220443 bytes
 .../doctrees/pyFTS.models.ensemble.doctree    | Bin 62833 -> 63187 bytes
 .../pyFTS.models.nonstationary.doctree        | Bin 164240 -> 164280 bytes
 .../build/doctrees/pyFTS.partitioners.doctree | Bin 93185 -> 98152 bytes
 .../build/html/_modules/pyFTS/common/fts.html |   2 +
 .../html/_modules/pyFTS/models/chen.html      |  22 +++++--
 .../html/_modules/pyFTS/models/hofts.html     |  38 +++++++++--
 .../html/_modules/pyFTS/models/ifts.html      |   2 +-
 .../_modules/pyFTS/models/ismailefendi.html   |  25 +++++--
 .../pyFTS/models/nonstationary/util.html      |   6 +-
 .../html/_modules/pyFTS/models/pwfts.html     |  41 +++++++++---
 .../html/_modules/pyFTS/models/sadaei.html    |  20 +++++-
 docs/build/html/_modules/pyFTS/models/yu.html |  21 +++++-
 .../pyFTS/partitioners/partitioner.html       |  44 +++++++++++--
 docs/build/html/pyFTS.common.html             |   1 +
 docs/build/html/pyFTS.models.ensemble.html    |   6 +-
 docs/build/html/pyFTS.models.html             |  10 +--
 .../html/pyFTS.models.nonstationary.html      |   8 +--
 docs/build/html/pyFTS.partitioners.html       |  62 ++++++++++++++++--
 docs/build/html/searchindex.js                |   2 +-
 pyFTS/common/fts.py                           |   2 +
 pyFTS/models/chen.py                          |  22 +++++--
 pyFTS/models/hofts.py                         |  38 +++++++++--
 pyFTS/models/ifts.py                          |   2 +-
 pyFTS/models/ismailefendi.py                  |  25 +++++--
 pyFTS/models/nonstationary/util.py            |   6 +-
 pyFTS/models/pwfts.py                         |  41 +++++++++---
 pyFTS/models/sadaei.py                        |  20 +++++-
 pyFTS/models/yu.py                            |  21 +++++-
 pyFTS/partitioners/partitioner.py             |  42 ++++++++++--
 pyFTS/tests/general.py                        |  17 +++--
 pyFTS/tests/nonstationary.py                  |  36 +++++++---
 setup.py                                      |  11 ++--
 35 files changed, 478 insertions(+), 115 deletions(-)

diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index b127453b2648224596dd44e3076f938300b74e29..f613efa972810f370abad6a73c76d668096acfc3 100644
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diff --git a/docs/build/doctrees/pyFTS.common.doctree b/docs/build/doctrees/pyFTS.common.doctree
index 12205ff5cff38d5aa64937b5742a89c2362d9c62..e91bc383dbe664508e38963918f45d1dd4c8a9d3 100644
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diff --git a/docs/build/doctrees/pyFTS.models.doctree b/docs/build/doctrees/pyFTS.models.doctree
index 9714acbcb5324ee709eb6f09b901abd75ce4f5e7..7eb4aaafffd5d4a7b276ab24b5a2f8d5daba2a77 100644
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diff --git a/docs/build/doctrees/pyFTS.models.ensemble.doctree b/docs/build/doctrees/pyFTS.models.ensemble.doctree
index 881c1d5a944654a979d97a166c91ef40aef6274e..ed22af599337777a1430febcea740ce98cdf5b14 100644
GIT binary patch
delta 536
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diff --git a/docs/build/doctrees/pyFTS.models.nonstationary.doctree b/docs/build/doctrees/pyFTS.models.nonstationary.doctree
index 1bf8bfddf399e6f164d176d1f91f521a1d2850db..c5f45c34d5e4f8d046c2cc29c8cf043c56d2623c 100644
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diff --git a/docs/build/doctrees/pyFTS.partitioners.doctree b/docs/build/doctrees/pyFTS.partitioners.doctree
index 9753960f0ea75307f679cde125d9544e561de8f2..8024bc130511aefe163104ac4bd7b537a671b349 100644
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diff --git a/docs/build/html/_modules/pyFTS/common/fts.html b/docs/build/html/_modules/pyFTS/common/fts.html
index ae66fd4..f6e7fcc 100644
--- a/docs/build/html/_modules/pyFTS/common/fts.html
+++ b/docs/build/html/_modules/pyFTS/common/fts.html
@@ -167,6 +167,7 @@
 <span class="sd">        :keyword start: in the multi step forecasting, the index of the data where to start forecasting</span>
 <span class="sd">        :keyword distributed: boolean, indicate if the forecasting procedure will be distributed in a dispy cluster</span>
 <span class="sd">        :keyword nodes: a list with the dispy cluster nodes addresses</span>
+<span class="sd">        :keyword explain: try to explain, step by step, the one-step-ahead point forecasting result given the input data.</span>
 
 <span class="sd">        :return: a numpy array with the forecasted data</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -416,6 +417,7 @@
         <span class="k">if</span> <span class="n">save</span><span class="p">:</span>
             <span class="n">Util</span><span class="o">.</span><span class="n">persist_obj</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">file_path</span><span class="p">)</span></div>
 
+
 <div class="viewcode-block" id="FTS.clone_parameters"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.fts.FTS.clone_parameters">[docs]</a>    <span class="k">def</span> <span class="nf">clone_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Import the parameters values from other model</span>
diff --git a/docs/build/html/_modules/pyFTS/models/chen.html b/docs/build/html/_modules/pyFTS/models/chen.html
index 4623c94..781e000 100644
--- a/docs/build/html/_modules/pyFTS/models/chen.html
+++ b/docs/build/html/_modules/pyFTS/models/chen.html
@@ -130,22 +130,36 @@
 
 <div class="viewcode-block" id="ConventionalFTS.forecast"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.chen.ConventionalFTS.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="n">l</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">ndata</span><span class="p">)</span>
+        <span class="n">explain</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;explain&#39;</span><span class="p">,</span><span class="kc">False</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">ndata</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">explain</span> <span class="k">else</span> <span class="mi">1</span>
 
         <span class="n">ret</span> <span class="o">=</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="mi">0</span><span class="p">,</span> <span class="n">l</span><span class="p">):</span>
 
-            <span class="n">mv</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy_instance</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">k</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">actual</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">get_maximum_membership_fuzzyset</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">k</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">actual</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">get_maximum_membership_fuzzyset</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">k</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="c1">#self.sets[np.argwhere(mv == max(mv))[0, 0]]</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;Fuzzyfication:</span><span class="se">\n\n</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">ndata</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">))</span>
 
             <span class="k">if</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</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="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">actual</span><span class="o">.</span><span class="n">centroid</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;Rules:</span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> -&gt; </span><span class="si">{}</span><span class="s2"> (Naïve)</span><span class="se">\t</span><span class="s2"> Midpoint: </span><span class="si">{}</span><span class="s2">  </span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">,</span><span class="n">actual</span><span class="o">.</span><span class="n">centroid</span><span class="p">))</span>
+
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">_flrg</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">]</span>
 
-                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_flrg</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="n">mp</span> <span class="o">=</span> <span class="n">_flrg</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="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">mp</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;Rules:</span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> </span><span class="se">\t</span><span class="s2"> Midpoint: </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="nb">str</span><span class="p">(</span><span class="n">_flrg</span><span class="p">),</span> <span class="n">mp</span><span class="p">))</span>
+
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Deffuzyfied value: </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">mp</span><span class="p">))</span>
 
         <span class="k">return</span> <span class="n">ret</span></div></div>
 </pre></div>
diff --git a/docs/build/html/_modules/pyFTS/models/hofts.html b/docs/build/html/_modules/pyFTS/models/hofts.html
index d1dbefe..c956567 100644
--- a/docs/build/html/_modules/pyFTS/models/hofts.html
+++ b/docs/build/html/_modules/pyFTS/models/hofts.html
@@ -136,7 +136,7 @@
             <span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">order</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">lags</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</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="mi">1</span><span class="p">)</span></div>
 
-<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>
+<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">lags</span> <span class="o">=</span> <span class="p">{}</span>
 
         <span class="n">flrgs</span> <span class="o">=</span> <span class="p">[]</span>
@@ -145,6 +145,9 @@
             <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">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>
@@ -185,27 +188,50 @@
 
 <div class="viewcode-block" id="HighOrderFTS.forecast"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.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="n">explain</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;explain&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+
         <span class="n">ret</span> <span class="o">=</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">ndata</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">ndata</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">explain</span> <span class="k">else</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="k">if</span> <span class="n">l</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="p">:</span>
             <span class="k">return</span> <span class="n">ndata</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="o">+</span><span class="mi">1</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">ndata</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="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;Fuzzyfication </span><span class="se">\n</span><span class="s2">&quot;</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">ndata</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">explain</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;Rules:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
 
             <span class="n">tmp</span> <span class="o">=</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="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="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">LHS</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-                        <span class="n">tmp</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">sets</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">LHS</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">centroid</span><span class="p">)</span>
+                        <span class="n">mp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">LHS</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">centroid</span>
+                        <span class="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">mp</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"> </span><span class="si">{}</span><span class="s2"> -&gt; </span><span class="si">{}</span><span class="s2"> (Naïve)</span><span class="se">\t</span><span class="s2"> Midpoint: </span><span class="si">{}</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="nb">str</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">LHS</span><span class="p">),</span> <span class="n">flrg</span><span class="o">.</span><span class="n">LHS</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
+                                                                                            <span class="n">mp</span><span class="p">))</span>
+
                 <span class="k">else</span><span class="p">:</span>
                     <span class="n">flrg</span> <span class="o">=</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="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">flrg</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="n">mp</span> <span class="o">=</span> <span class="n">flrg</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="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">mp</span><span class="p">)</span>
 
-            <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">nanmean</span><span class="p">(</span><span class="n">tmp</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"> </span><span class="si">{}</span><span class="s2"> </span><span class="se">\t</span><span class="s2"> Midpoint: </span><span class="si">{}</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="nb">str</span><span class="p">(</span><span class="n">flrg</span><span class="p">),</span> <span class="n">mp</span><span class="p">))</span>
+
+            <span class="n">final</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nanmean</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
+            <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">final</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;Deffuzyfied value: </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">final</span><span class="p">))</span>
 
         <span class="k">return</span> <span class="n">ret</span></div></div>
 </pre></div>
diff --git a/docs/build/html/_modules/pyFTS/models/ifts.html b/docs/build/html/_modules/pyFTS/models/ifts.html
index 1115246..c9ee781 100644
--- a/docs/build/html/_modules/pyFTS/models/ifts.html
+++ b/docs/build/html/_modules/pyFTS/models/ifts.html
@@ -148,7 +148,7 @@
 
             <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="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">LHS</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-                    <span class="c1"># achar o os bounds de cada FLRG, ponderados pela pertinência</span>
+
                     <span class="n">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">up</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">mv</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_upper</span><span class="p">(</span><span class="n">flrg</span><span class="p">))</span>
                     <span class="n">lo</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">mv</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_lower</span><span class="p">(</span><span class="n">flrg</span><span class="p">))</span>
diff --git a/docs/build/html/_modules/pyFTS/models/ismailefendi.html b/docs/build/html/_modules/pyFTS/models/ismailefendi.html
index 007804a..f544092 100644
--- a/docs/build/html/_modules/pyFTS/models/ismailefendi.html
+++ b/docs/build/html/_modules/pyFTS/models/ismailefendi.html
@@ -131,7 +131,7 @@
             <span class="k">if</span> <span class="n">flr</span><span class="o">.</span><span class="n">LHS</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">flr</span><span class="o">.</span><span class="n">LHS</span><span class="p">]</span><span class="o">.</span><span class="n">append_rhs</span><span class="p">(</span><span class="n">flr</span><span class="o">.</span><span class="n">RHS</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">flrgs</span><span class="p">[</span><span class="n">flr</span><span class="o">.</span><span class="n">LHS</span><span class="p">]</span> <span class="o">=</span> <span class="n">ImprovedWeightedFLRG</span><span class="p">(</span><span class="n">flr</span><span class="o">.</span><span class="n">LHS</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">flr</span><span class="o">.</span><span class="n">LHS</span><span class="p">]</span> <span class="o">=</span> <span class="n">ImprovedWeightedFLRG</span><span class="p">(</span><span class="n">flr</span><span class="o">.</span><span class="n">LHS</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">flr</span><span class="o">.</span><span class="n">LHS</span><span class="p">]</span><span class="o">.</span><span class="n">append_rhs</span><span class="p">(</span><span class="n">flr</span><span class="o">.</span><span class="n">RHS</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="ImprovedWeightedFTS.train"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.ismailefendi.ImprovedWeightedFTS.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">ndata</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
@@ -141,7 +141,8 @@
         <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></div>
 
 <div class="viewcode-block" id="ImprovedWeightedFTS.forecast"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.ismailefendi.ImprovedWeightedFTS.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="n">l</span> <span class="o">=</span> <span class="mi">1</span>
+
+        <span class="n">explain</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;explain&#39;</span><span class="p">,</span> <span class="kc">False</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="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">ordered_sets</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">ordered_sets</span>
@@ -149,7 +150,8 @@
             <span class="n">ordered_sets</span> <span class="o">=</span> <span class="n">FuzzySet</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="n">ndata</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">ndata</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">ndata</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">ndata</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">explain</span> <span class="k">else</span> <span class="mi">1</span>
 
         <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span>
 
@@ -157,13 +159,28 @@
 
             <span class="n">actual</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">get_maximum_membership_fuzzyset</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">k</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">ordered_sets</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;Fuzzyfication:</span><span class="se">\n\n</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">ndata</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">))</span>
+
             <span class="k">if</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</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="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">actual</span><span class="o">.</span><span class="n">centroid</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;Rules:</span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> -&gt; </span><span class="si">{}</span><span class="s2"> (Naïve)</span><span class="se">\t</span><span class="s2"> Midpoint: </span><span class="si">{}</span><span class="s2">  </span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">,</span><span class="n">actual</span><span class="o">.</span><span class="n">centroid</span><span class="p">))</span>
+
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">flrg</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">]</span>
                 <span class="n">mp</span> <span class="o">=</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_midpoints</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">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">mp</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">weights</span><span class="p">()))</span>
+                <span class="n">final</span> <span class="o">=</span> <span class="n">mp</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">weights</span><span class="p">())</span>
+
+                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">final</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;Rules:</span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n\n</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">flrg</span><span class="p">)))</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Midpoints: </span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">mp</span><span class="p">))</span>
+
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Deffuzyfied value: </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">final</span><span class="p">))</span>
 
         <span class="k">return</span> <span class="n">ret</span></div></div>
 </pre></div>
diff --git a/docs/build/html/_modules/pyFTS/models/nonstationary/util.html b/docs/build/html/_modules/pyFTS/models/nonstationary/util.html
index c52b00c..ba215f5 100644
--- a/docs/build/html/_modules/pyFTS/models/nonstationary/util.html
+++ b/docs/build/html/_modules/pyFTS/models/nonstationary/util.html
@@ -129,7 +129,7 @@
 
 
 <div class="viewcode-block" id="plot_sets_conditional"><a class="viewcode-back" href="../../../../pyFTS.models.nonstationary.html#pyFTS.models.nonstationary.util.plot_sets_conditional">[docs]</a><span class="k">def</span> <span class="nf">plot_sets_conditional</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">step</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">],</span> <span class="n">colors</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-                          <span class="n">save</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">axes</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+                          <span class="n">save</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">axes</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">fig</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
     <span class="nb">range</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">),</span> <span class="n">step</span><span class="p">)</span>
     <span class="n">ticks</span> <span class="o">=</span> <span class="p">[]</span>
     <span class="k">if</span> <span class="n">axes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
@@ -151,11 +151,11 @@
                 <span class="k">else</span><span class="p">:</span>
                     <span class="n">axes</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">t</span><span class="p">,</span> <span class="n">t</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">t</span><span class="p">],</span> <span class="n">param</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="nb">set</span><span class="o">.</span><span class="n">metadata</span><span class="p">[</span><span class="s1">&#39;color&#39;</span><span class="p">])</span>
 
-            <span class="n">ticks</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;t+&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">t</span><span class="p">),</span><span class="s2">&quot;&quot;</span><span class="p">])</span>
+            <span class="c1">#ticks.extend([&quot;t+&quot;+str(t),&quot;&quot;])</span>
 
     <span class="n">axes</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Universe of Discourse&quot;</span><span class="p">)</span>
     <span class="n">axes</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time&quot;</span><span class="p">)</span>
-    <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">],</span> <span class="n">ticks</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="s1">&#39;vertical&#39;</span><span class="p">)</span>
+    <span class="c1">#plt.xticks([k for k in range], ticks, rotation=&#39;vertical&#39;)</span>
 
     <span class="n">handles0</span><span class="p">,</span> <span class="n">labels0</span> <span class="o">=</span> <span class="n">axes</span><span class="o">.</span><span class="n">get_legend_handles_labels</span><span class="p">()</span>
     <span class="n">lgd</span> <span class="o">=</span> <span class="n">axes</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">handles0</span><span class="p">,</span> <span class="n">labels0</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
diff --git a/docs/build/html/_modules/pyFTS/models/pwfts.html b/docs/build/html/_modules/pyFTS/models/pwfts.html
index 6182a93..cf63345 100644
--- a/docs/build/html/_modules/pyFTS/models/pwfts.html
+++ b/docs/build/html/_modules/pyFTS/models/pwfts.html
@@ -196,7 +196,7 @@
         <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>
+<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">flrgs</span> <span class="o">=</span> <span class="p">[]</span>
@@ -206,6 +206,9 @@
 
             <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>
@@ -300,9 +303,6 @@
                 <span class="n">cond</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
             <span class="n">ret</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">cond</span><span class="p">))</span>
         <span class="k">else</span><span class="p">:</span>
-            <span class="c1">##########################################</span>
-            <span class="c1"># this may be the problem! TEST IT!!!</span>
-            <span class="c1">##########################################</span>
             <span class="n">pi</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">LHS</span><span class="p">)</span>
             <span class="n">ret</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">pi</span> <span class="o">*</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">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">flrg</span><span class="o">.</span><span class="n">LHS</span><span class="p">]))</span>
         <span class="k">return</span> <span class="n">ret</span></div>
@@ -346,27 +346,48 @@
 
 <div class="viewcode-block" id="ProbabilisticWeightedFTS.point_heuristic"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFTS.point_heuristic">[docs]</a>    <span class="k">def</span> <span class="nf">point_heuristic</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="o">**</span><span class="n">kwargs</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="n">explain</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;explain&#39;</span><span class="p">,</span> <span class="kc">False</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;Fuzzyfication </span><span class="se">\n</span><span class="s2">&quot;</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="n">explain</span><span class="p">)</span>
 
         <span class="n">mp</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="n">norms</span> <span class="o">=</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;Rules:</span><span class="se">\n</span><span class="s2">&quot;</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="n">norm</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrg_lhs_conditional_probability</span><span class="p">(</span><span class="n">sample</span><span class="p">,</span> <span class="n">flrg</span><span class="p">)</span>
+
             <span class="k">if</span> <span class="n">norm</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
                 <span class="n">norm</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrg_lhs_unconditional_probability</span><span class="p">(</span><span class="n">flrg</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"> </span><span class="si">{}</span><span class="s2"> </span><span class="se">\t</span><span class="s2"> Midpoint: </span><span class="si">{}</span><span class="se">\t</span><span class="s2"> Norm: </span><span class="si">{}</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="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">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]),</span>
+                                                                  <span class="bp">self</span><span class="o">.</span><span class="n">get_midpoint</span><span class="p">(</span><span class="n">flrg</span><span class="p">),</span> <span class="n">norm</span><span class="p">))</span>
+
             <span class="n">mp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norm</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_midpoint</span><span class="p">(</span><span class="n">flrg</span><span class="p">))</span>
             <span class="n">norms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norm</span><span class="p">)</span>
 
         <span class="n">norm</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">norms</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">norm</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">return</span> <span class="mi">0</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="n">mp</span><span class="p">)</span> <span class="o">/</span> <span class="n">norm</span></div>
 
+        <span class="n">final</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">mp</span><span class="p">)</span> <span class="o">/</span> <span class="n">norm</span> <span class="k">if</span> <span class="n">norm</span> <span class="o">!=</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</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;Deffuzyfied value: </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">final</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">final</span></div>
 
 <div class="viewcode-block" id="ProbabilisticWeightedFTS.point_expected_value"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFTS.point_expected_value">[docs]</a>    <span class="k">def</span> <span class="nf">point_expected_value</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="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-       <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">forecast_distribution</span><span class="p">(</span><span class="n">sample</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">expected_value</span><span class="p">()</span></div>
+        <span class="n">explain</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;explain&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
 
+        <span class="n">dist</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">sample</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+
+        <span class="n">final</span> <span class="o">=</span> <span class="n">dist</span><span class="o">.</span><span class="n">expected_value</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">final</span></div>
 
 <div class="viewcode-block" id="ProbabilisticWeightedFTS.forecast_interval"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFTS.forecast_interval">[docs]</a>    <span class="k">def</span> <span class="nf">forecast_interval</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>
 
diff --git a/docs/build/html/_modules/pyFTS/models/sadaei.html b/docs/build/html/_modules/pyFTS/models/sadaei.html
index de65e0a..f924f41 100644
--- a/docs/build/html/_modules/pyFTS/models/sadaei.html
+++ b/docs/build/html/_modules/pyFTS/models/sadaei.html
@@ -145,7 +145,8 @@
         <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="bp">self</span><span class="o">.</span><span class="n">c</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="ExponentialyWeightedFTS.forecast"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.sadaei.ExponentialyWeightedFTS.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="n">l</span> <span class="o">=</span> <span class="mi">1</span>
+
+        <span class="n">explain</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;explain&#39;</span><span class="p">,</span> <span class="kc">False</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="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">ordered_sets</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">ordered_sets</span>
@@ -162,13 +163,28 @@
 
             <span class="n">actual</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">get_maximum_membership_fuzzyset</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">k</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">ordered_sets</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;Fuzzyfication:</span><span class="se">\n\n</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">ndata</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">))</span>
+
             <span class="k">if</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</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="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">actual</span><span class="o">.</span><span class="n">centroid</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;Rules:</span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> -&gt; </span><span class="si">{}</span><span class="s2"> (Naïve)</span><span class="se">\t</span><span class="s2"> Midpoint: </span><span class="si">{}</span><span class="s2">  </span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">,</span><span class="n">actual</span><span class="o">.</span><span class="n">centroid</span><span class="p">))</span>
+
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">flrg</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">]</span>
                 <span class="n">mp</span> <span class="o">=</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_midpoints</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">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">mp</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">weights</span><span class="p">()))</span>
+                <span class="n">final</span> <span class="o">=</span> <span class="n">mp</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">weights</span><span class="p">())</span>
+
+                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">final</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;Rules:</span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n\n</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">flrg</span><span class="p">)))</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Midpoints: </span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">mp</span><span class="p">))</span>
+
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Deffuzyfied value: </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">final</span><span class="p">))</span>
 
         <span class="k">return</span> <span class="n">ret</span></div></div>
 </pre></div>
diff --git a/docs/build/html/_modules/pyFTS/models/yu.html b/docs/build/html/_modules/pyFTS/models/yu.html
index bd54588..b2303f4 100644
--- a/docs/build/html/_modules/pyFTS/models/yu.html
+++ b/docs/build/html/_modules/pyFTS/models/yu.html
@@ -138,6 +138,8 @@
 
 <div class="viewcode-block" id="WeightedFTS.forecast"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.yu.WeightedFTS.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="n">explain</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;explain&#39;</span><span class="p">,</span> <span class="kc">False</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="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">ordered_sets</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">ordered_sets</span>
         <span class="k">else</span><span class="p">:</span>
@@ -145,7 +147,7 @@
 
         <span class="n">ndata</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">ndata</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">ndata</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">ndata</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">explain</span> <span class="k">else</span> <span class="mi">1</span>
 
         <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span>
 
@@ -153,13 +155,28 @@
 
             <span class="n">actual</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">get_maximum_membership_fuzzyset</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">k</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">ordered_sets</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;Fuzzyfication:</span><span class="se">\n\n</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\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">))</span>
+
             <span class="k">if</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</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="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">actual</span><span class="o">.</span><span class="n">centroid</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;Rules:</span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> -&gt; </span><span class="si">{}</span><span class="s2"> (Naïve)</span><span class="se">\t</span><span class="s2"> Midpoint: </span><span class="si">{}</span><span class="s2">  </span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">,</span><span class="n">actual</span><span class="o">.</span><span class="n">centroid</span><span class="p">))</span>
+
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">flrg</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">actual</span><span class="o">.</span><span class="n">name</span><span class="p">]</span>
                 <span class="n">mp</span> <span class="o">=</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_midpoints</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">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">mp</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">weights</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">final</span> <span class="o">=</span> <span class="n">mp</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">weights</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">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">final</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;Rules:</span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n\n</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">flrg</span><span class="p">)))</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Midpoints: </span><span class="se">\n\n</span><span class="s2"> </span><span class="si">{}</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">mp</span><span class="p">))</span>
+
+                    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Deffuzyfied value: </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">final</span><span class="p">))</span>
 
         <span class="k">return</span> <span class="n">ret</span></div></div>
 </pre></div>
diff --git a/docs/build/html/_modules/pyFTS/partitioners/partitioner.html b/docs/build/html/_modules/pyFTS/partitioners/partitioner.html
index 4425f6a..5c705a6 100644
--- a/docs/build/html/_modules/pyFTS/partitioners/partitioner.html
+++ b/docs/build/html/_modules/pyFTS/partitioners/partitioner.html
@@ -150,19 +150,35 @@
         <span class="k">pass</span></div>
 
 <div class="viewcode-block" id="Partitioner.get_name"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.get_name">[docs]</a>    <span class="k">def</span> <span class="nf">get_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">counter</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Find the name of the fuzzy set given its counter id.</span>
+
+<span class="sd">        :param counter: The number of the fuzzy set</span>
+<span class="sd">        :return: String</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefix</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">counter</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">setnames</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">setnames</span><span class="p">[</span><span class="n">counter</span><span class="p">]</span></div>
 
 <div class="viewcode-block" id="Partitioner.lower_set"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.lower_set">[docs]</a>    <span class="k">def</span> <span class="nf">lower_set</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Return the fuzzy set on lower bound of the universe of discourse.</span>
+
+<span class="sd">        :return: Fuzzy Set</span>
+<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="mi">0</span><span class="p">]]</span></div>
 
 <div class="viewcode-block" id="Partitioner.upper_set"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.upper_set">[docs]</a>    <span class="k">def</span> <span class="nf">upper_set</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Return the fuzzy set on upper bound of the universe of discourse.</span>
+
+<span class="sd">        :return: Fuzzy Set</span>
+<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>
         <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Plot the </span>
-<span class="sd">        :param ax: </span>
-<span class="sd">        :return: </span>
+<span class="sd">        Plot the partitioning using the Matplotlib axis ax</span>
+
+<span class="sd">        :param ax: Matplotlib axis</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
         <span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
@@ -182,6 +198,12 @@
         <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>
 
 <div class="viewcode-block" id="Partitioner.plot_set"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.plot_set">[docs]</a>    <span class="k">def</span> <span class="nf">plot_set</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">s</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Plot an isolate fuzzy set on Matplotlib axis</span>
+
+<span class="sd">        :param ax: Matplotlib axis</span>
+<span class="sd">        :param s: Fuzzy Set</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="n">s</span><span class="o">.</span><span class="n">mf</span> <span class="o">==</span> <span class="n">Membership</span><span class="o">.</span><span class="n">trimf</span><span class="p">:</span>
             <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="n">s</span><span class="o">.</span><span class="n">parameters</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">s</span><span class="o">.</span><span class="n">parameters</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">s</span><span class="o">.</span><span class="n">parameters</span><span class="p">[</span><span class="mi">2</span><span class="p">]],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="n">s</span><span class="o">.</span><span class="n">alpha</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span>
         <span class="k">elif</span> <span class="n">s</span><span class="o">.</span><span class="n">mf</span> <span class="o">==</span> <span class="n">Membership</span><span class="o">.</span><span class="n">gaussmf</span><span class="p">:</span>
@@ -191,12 +213,24 @@
         <span class="k">elif</span> <span class="n">s</span><span class="o">.</span><span class="n">mf</span> <span class="o">==</span> <span class="n">Membership</span><span class="o">.</span><span class="n">trapmf</span><span class="p">:</span>
             <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="n">s</span><span class="o">.</span><span class="n">alpha</span><span class="p">,</span> <span class="n">s</span><span class="o">.</span><span class="n">alpha</span><span class="p">,</span> <span class="mi">0</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;</span>
+<span class="sd">        Return a string representation of the partitioner, the list of fuzzy sets and their parameters</span>
+
+<span class="sd">        :return:</span>
+<span class="sd">        &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">key</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">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">sets</span><span class="p">[</span><span class="n">key</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></div>
+        <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>
+<span class="sd">        Return the number of partitions</span>
+
+<span class="sd">        :return: number of partitions</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitions</span></div>
 </pre></div>
 
           </div>
diff --git a/docs/build/html/pyFTS.common.html b/docs/build/html/pyFTS.common.html
index 613ee7e..68647fd 100644
--- a/docs/build/html/pyFTS.common.html
+++ b/docs/build/html/pyFTS.common.html
@@ -1818,6 +1818,7 @@ needed to forecast a single step ahead</p>
 <li><strong>start</strong> – in the multi step forecasting, the index of the data where to start forecasting</li>
 <li><strong>distributed</strong> – boolean, indicate if the forecasting procedure will be distributed in a dispy cluster</li>
 <li><strong>nodes</strong> – a list with the dispy cluster nodes addresses</li>
+<li><strong>explain</strong> – try to explain, step by step, the one-step-ahead point forecasting result given the input data.</li>
 </ul>
 </td>
 </tr>
diff --git a/docs/build/html/pyFTS.models.ensemble.html b/docs/build/html/pyFTS.models.ensemble.html
index 0b82334..cbca2b1 100644
--- a/docs/build/html/pyFTS.models.ensemble.html
+++ b/docs/build/html/pyFTS.models.ensemble.html
@@ -239,7 +239,7 @@
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the forecasted Probability Distributions</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with probabilistic.ProbabilityDistribution objects representing the forecasted Probability Distributions</p>
 </td>
 </tr>
 </tbody>
@@ -260,7 +260,7 @@
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the forecasted intervals</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the prediction intervals</p>
 </td>
 </tr>
 </tbody>
@@ -345,7 +345,7 @@
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the forecasted Probability Distributions</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with probabilistic.ProbabilityDistribution objects representing the forecasted Probability Distributions</p>
 </td>
 </tr>
 </tbody>
diff --git a/docs/build/html/pyFTS.models.html b/docs/build/html/pyFTS.models.html
index 015e18e..702bd01 100644
--- a/docs/build/html/pyFTS.models.html
+++ b/docs/build/html/pyFTS.models.html
@@ -471,7 +471,7 @@ using Fuzzy Time Series. 2017 IEEE International Conference on Fuzzy Systems. DO
 
 <dl class="method">
 <dt id="pyFTS.models.hofts.HighOrderFTS.generate_lhs_flrg">
-<code class="descname">generate_lhs_flrg</code><span class="sig-paren">(</span><em>sample</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/hofts.html#HighOrderFTS.generate_lhs_flrg"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.hofts.HighOrderFTS.generate_lhs_flrg" title="Permalink to this definition">¶</a></dt>
+<code class="descname">generate_lhs_flrg</code><span class="sig-paren">(</span><em>sample</em>, <em>explain=False</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/hofts.html#HighOrderFTS.generate_lhs_flrg"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.hofts.HighOrderFTS.generate_lhs_flrg" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="method">
@@ -575,7 +575,7 @@ In: Computational Intelligence (SSCI), 2016 IEEE Symposium Series on. IEEE, 2016
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the forecasted intervals</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the prediction intervals</p>
 </td>
 </tr>
 </tbody>
@@ -893,7 +893,7 @@ US Dollar to Ringgit Malaysia,” Int. J. Comput. Intell. Appl., vol. 12, no. 1,
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the forecasted Probability Distributions</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with probabilistic.ProbabilityDistribution objects representing the forecasted Probability Distributions</p>
 </td>
 </tr>
 </tbody>
@@ -914,7 +914,7 @@ US Dollar to Ringgit Malaysia,” Int. J. Comput. Intell. Appl., vol. 12, no. 1,
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the forecasted intervals</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the prediction intervals</p>
 </td>
 </tr>
 </tbody>
@@ -928,7 +928,7 @@ US Dollar to Ringgit Malaysia,” Int. J. Comput. Intell. Appl., vol. 12, no. 1,
 
 <dl class="method">
 <dt id="pyFTS.models.pwfts.ProbabilisticWeightedFTS.generate_lhs_flrg">
-<code class="descname">generate_lhs_flrg</code><span class="sig-paren">(</span><em>sample</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/pwfts.html#ProbabilisticWeightedFTS.generate_lhs_flrg"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.pwfts.ProbabilisticWeightedFTS.generate_lhs_flrg" title="Permalink to this definition">¶</a></dt>
+<code class="descname">generate_lhs_flrg</code><span class="sig-paren">(</span><em>sample</em>, <em>explain=False</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/pwfts.html#ProbabilisticWeightedFTS.generate_lhs_flrg"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.pwfts.ProbabilisticWeightedFTS.generate_lhs_flrg" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="method">
diff --git a/docs/build/html/pyFTS.models.nonstationary.html b/docs/build/html/pyFTS.models.nonstationary.html
index d0911e3..3c9a9f7 100644
--- a/docs/build/html/pyFTS.models.nonstationary.html
+++ b/docs/build/html/pyFTS.models.nonstationary.html
@@ -299,7 +299,7 @@ IEEE Transactions on Fuzzy Systems, v. 16, n. 4, p. 1072-1086, 2008.</p>
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the forecasted intervals</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the prediction intervals</p>
 </td>
 </tr>
 </tbody>
@@ -507,7 +507,7 @@ IEEE Transactions on Fuzzy Systems, v. 16, n. 4, p. 1072-1086, 2008.</p>
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the forecasted intervals</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the prediction intervals</p>
 </td>
 </tr>
 </tbody>
@@ -605,7 +605,7 @@ IEEE Transactions on Fuzzy Systems, v. 16, n. 4, p. 1072-1086, 2008.</p>
 </ul>
 </td>
 </tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the forecasted intervals</p>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a list with the prediction intervals</p>
 </td>
 </tr>
 </tbody>
@@ -745,7 +745,7 @@ IEEE Transactions on Fuzzy Systems, v. 16, n. 4, p. 1072-1086, 2008.</p>
 
 <dl class="function">
 <dt id="pyFTS.models.nonstationary.util.plot_sets_conditional">
-<code class="descclassname">pyFTS.models.nonstationary.util.</code><code class="descname">plot_sets_conditional</code><span class="sig-paren">(</span><em>model, data, step=1, size=[5, 5], colors=None, save=False, file=None, axes=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/nonstationary/util.html#plot_sets_conditional"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.nonstationary.util.plot_sets_conditional" title="Permalink to this definition">¶</a></dt>
+<code class="descclassname">pyFTS.models.nonstationary.util.</code><code class="descname">plot_sets_conditional</code><span class="sig-paren">(</span><em>model, data, step=1, size=[5, 5], colors=None, save=False, file=None, axes=None, fig=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/nonstationary/util.html#plot_sets_conditional"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.nonstationary.util.plot_sets_conditional" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 </div>
diff --git a/docs/build/html/pyFTS.partitioners.html b/docs/build/html/pyFTS.partitioners.html
index 2e29378..1a47cf2 100644
--- a/docs/build/html/pyFTS.partitioners.html
+++ b/docs/build/html/pyFTS.partitioners.html
@@ -146,12 +146,32 @@
 <dl class="method">
 <dt id="pyFTS.partitioners.partitioner.Partitioner.get_name">
 <code class="descname">get_name</code><span class="sig-paren">(</span><em>counter</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/partitioners/partitioner.html#Partitioner.get_name"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.partitioners.partitioner.Partitioner.get_name" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
+<dd><p>Find the name of the fuzzy set given its counter id.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>counter</strong> – The number of the fuzzy set</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body">String</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
 
 <dl class="method">
 <dt id="pyFTS.partitioners.partitioner.Partitioner.lower_set">
 <code class="descname">lower_set</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/partitioners/partitioner.html#Partitioner.lower_set"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.partitioners.partitioner.Partitioner.lower_set" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
+<dd><p>Return the fuzzy set on lower bound of the universe of discourse.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Returns:</th><td class="field-body">Fuzzy Set</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
 
 <dl class="attribute">
 <dt id="pyFTS.partitioners.partitioner.Partitioner.membership_function">
@@ -174,15 +194,34 @@
 <dl class="method">
 <dt id="pyFTS.partitioners.partitioner.Partitioner.plot">
 <code class="descname">plot</code><span class="sig-paren">(</span><em>ax</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/partitioners/partitioner.html#Partitioner.plot"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.partitioners.partitioner.Partitioner.plot" title="Permalink to this definition">¶</a></dt>
-<dd><p>Plot the 
-:param ax: 
-:return:</p>
+<dd><p>Plot the partitioning using the Matplotlib axis ax</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>ax</strong> – Matplotlib axis</td>
+</tr>
+</tbody>
+</table>
 </dd></dl>
 
 <dl class="method">
 <dt id="pyFTS.partitioners.partitioner.Partitioner.plot_set">
 <code class="descname">plot_set</code><span class="sig-paren">(</span><em>ax</em>, <em>s</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/partitioners/partitioner.html#Partitioner.plot_set"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.partitioners.partitioner.Partitioner.plot_set" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
+<dd><p>Plot an isolate fuzzy set on Matplotlib axis</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
+<li><strong>ax</strong> – Matplotlib axis</li>
+<li><strong>s</strong> – Fuzzy Set</li>
+</ul>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
 
 <dl class="attribute">
 <dt id="pyFTS.partitioners.partitioner.Partitioner.prefix">
@@ -205,7 +244,16 @@
 <dl class="method">
 <dt id="pyFTS.partitioners.partitioner.Partitioner.upper_set">
 <code class="descname">upper_set</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/partitioners/partitioner.html#Partitioner.upper_set"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.partitioners.partitioner.Partitioner.upper_set" title="Permalink to this definition">¶</a></dt>
-<dd></dd></dl>
+<dd><p>Return the fuzzy set on upper bound of the universe of discourse.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Returns:</th><td class="field-body">Fuzzy Set</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
 
 </dd></dl>
 
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index aeb5a16..e61d3d8 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/pyFTS/common/fts.py b/pyFTS/common/fts.py
index 3783857..3e3134e 100644
--- a/pyFTS/common/fts.py
+++ b/pyFTS/common/fts.py
@@ -93,6 +93,7 @@ class FTS(object):
         :keyword start: in the multi step forecasting, the index of the data where to start forecasting
         :keyword distributed: boolean, indicate if the forecasting procedure will be distributed in a dispy cluster
         :keyword nodes: a list with the dispy cluster nodes addresses
+        :keyword explain: try to explain, step by step, the one-step-ahead point forecasting result given the input data.
 
         :return: a numpy array with the forecasted data
         """
@@ -342,6 +343,7 @@ class FTS(object):
         if save:
             Util.persist_obj(self, file_path)
 
+
     def clone_parameters(self, model):
         """
         Import the parameters values from other model
diff --git a/pyFTS/models/chen.py b/pyFTS/models/chen.py
index 23be024..e53be8d 100644
--- a/pyFTS/models/chen.py
+++ b/pyFTS/models/chen.py
@@ -56,21 +56,35 @@ class ConventionalFTS(fts.FTS):
 
     def forecast(self, ndata, **kwargs):
 
-        l = len(ndata)
+        explain = kwargs.get('explain',False)
+
+        l = len(ndata) if not explain else 1
 
         ret = []
 
         for k in np.arange(0, l):
 
-            mv = FuzzySet.fuzzyfy_instance(ndata[k], self.sets)
+            actual = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets)
 
-            actual = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets) #self.sets[np.argwhere(mv == max(mv))[0, 0]]
+            if explain:
+                print("Fuzzyfication:\n\n {} -> {} \n".format(ndata[k], actual.name))
 
             if actual.name not in self.flrgs:
                 ret.append(actual.centroid)
+
+                if explain:
+                    print("Rules:\n\n {} -> {} (Naïve)\t Midpoint: {}  \n\n".format(actual.name, actual.name,actual.centroid))
+
             else:
                 _flrg = self.flrgs[actual.name]
 
-                ret.append(_flrg.get_midpoint(self.sets))
+                mp = _flrg.get_midpoint(self.sets)
+
+                ret.append(mp)
+
+                if explain:
+                    print("Rules:\n\n {} \t Midpoint: {} \n".format(str(_flrg), mp))
+
+                    print("Deffuzyfied value: {} \n".format(mp))
 
         return ret
diff --git a/pyFTS/models/hofts.py b/pyFTS/models/hofts.py
index c6b724b..9aa4bbd 100644
--- a/pyFTS/models/hofts.py
+++ b/pyFTS/models/hofts.py
@@ -62,7 +62,7 @@ class HighOrderFTS(fts.FTS):
             self.max_lag = self.order
             self.lags = np.arange(1, self.order+1)
 
-    def generate_lhs_flrg(self, sample):
+    def generate_lhs_flrg(self, sample, explain=False):
         lags = {}
 
         flrgs = []
@@ -71,6 +71,9 @@ class HighOrderFTS(fts.FTS):
             lhs = FuzzySet.fuzzyfy(sample[o-1], partitioner=self.partitioner, mode="sets", alpha_cut=self.alpha_cut)
             lags[ct] = lhs
 
+            if explain:
+                print("\t (Lag {}) {} -> {} \n".format(o, sample[o-1], lhs))
+
         root = tree.FLRGTreeNode(None)
 
         tree.build_tree_without_order(root, lags, 0)
@@ -111,26 +114,49 @@ class HighOrderFTS(fts.FTS):
 
     def forecast(self, ndata, **kwargs):
 
+        explain = kwargs.get('explain', False)
+
         ret = []
 
-        l = len(ndata)
+        l = len(ndata) if not explain else self.max_lag + 1
 
         if l < self.max_lag:
             return ndata
 
         for k in np.arange(self.max_lag, l+1):
-            flrgs = self.generate_lhs_flrg(ndata[k - self.max_lag: k])
+
+            if explain:
+                print("Fuzzyfication \n")
+
+            flrgs = self.generate_lhs_flrg(ndata[k - self.max_lag: k], explain)
+
+            if explain:
+                print("Rules:\n")
 
             tmp = []
             for flrg in flrgs:
 
                 if flrg.get_key() not in self.flrgs:
                     if len(flrg.LHS) > 0:
-                        tmp.append(self.sets[flrg.LHS[-1]].centroid)
+                        mp = self.sets[flrg.LHS[-1]].centroid
+                        tmp.append(mp)
+
+                        if explain:
+                            print("\t {} -> {} (Naïve)\t Midpoint: {}\n".format(str(flrg.LHS), flrg.LHS[-1],
+                                                                                            mp))
+
                 else:
                     flrg = self.flrgs[flrg.get_key()]
-                    tmp.append(flrg.get_midpoint(self.sets))
+                    mp = flrg.get_midpoint(self.sets)
+                    tmp.append(mp)
 
-            ret.append(np.nanmean(tmp))
+                    if explain:
+                        print("\t {} \t Midpoint: {}\n".format(str(flrg), mp))
+
+            final = np.nanmean(tmp)
+            ret.append(final)
+
+            if explain:
+                print("Deffuzyfied value: {} \n".format(final))
 
         return ret
diff --git a/pyFTS/models/ifts.py b/pyFTS/models/ifts.py
index 99b2c8b..269cc8f 100644
--- a/pyFTS/models/ifts.py
+++ b/pyFTS/models/ifts.py
@@ -74,7 +74,7 @@ class IntervalFTS(hofts.HighOrderFTS):
 
             for flrg in flrgs:
                 if len(flrg.LHS) > 0:
-                    # achar o os bounds de cada FLRG, ponderados pela pertinência
+
                     mv = flrg.get_membership(sample, self.sets)
                     up.append(mv * self.get_upper(flrg))
                     lo.append(mv * self.get_lower(flrg))
diff --git a/pyFTS/models/ismailefendi.py b/pyFTS/models/ismailefendi.py
index d88f628..ff0f0d5 100644
--- a/pyFTS/models/ismailefendi.py
+++ b/pyFTS/models/ismailefendi.py
@@ -57,7 +57,7 @@ class ImprovedWeightedFTS(fts.FTS):
             if flr.LHS in self.flrgs:
                 self.flrgs[flr.LHS].append_rhs(flr.RHS)
             else:
-                self.flrgs[flr.LHS] = ImprovedWeightedFLRG(flr.LHS);
+                self.flrgs[flr.LHS] = ImprovedWeightedFLRG(flr.LHS)
                 self.flrgs[flr.LHS].append_rhs(flr.RHS)
 
     def train(self, ndata, **kwargs):
@@ -67,7 +67,8 @@ class ImprovedWeightedFTS(fts.FTS):
         self.generate_flrg(flrs)
 
     def forecast(self, ndata, **kwargs):
-        l = 1
+
+        explain = kwargs.get('explain', False)
 
         if self.partitioner is not None:
             ordered_sets = self.partitioner.ordered_sets
@@ -75,7 +76,8 @@ class ImprovedWeightedFTS(fts.FTS):
             ordered_sets = FuzzySet.set_ordered(self.sets)
 
         ndata = np.array(ndata)
-        l = len(ndata)
+
+        l = len(ndata) if not explain else 1
 
         ret = []
 
@@ -83,12 +85,27 @@ class ImprovedWeightedFTS(fts.FTS):
 
             actual = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets, ordered_sets)
 
+            if explain:
+                print("Fuzzyfication:\n\n {} -> {} \n".format(ndata[k], actual.name))
+
             if actual.name not in self.flrgs:
                 ret.append(actual.centroid)
+
+                if explain:
+                    print("Rules:\n\n {} -> {} (Naïve)\t Midpoint: {}  \n\n".format(actual.name, actual.name,actual.centroid))
+
             else:
                 flrg = self.flrgs[actual.name]
                 mp = flrg.get_midpoints(self.sets)
 
-                ret.append(mp.dot(flrg.weights()))
+                final = mp.dot(flrg.weights())
+
+                ret.append(final)
+
+                if explain:
+                    print("Rules:\n\n {} \n\n ".format(str(flrg)))
+                    print("Midpoints: \n\n {}\n\n".format(mp))
+
+                    print("Deffuzyfied value: {} \n".format(final))
 
         return ret
diff --git a/pyFTS/models/nonstationary/util.py b/pyFTS/models/nonstationary/util.py
index 69a29c6..0d99d7f 100644
--- a/pyFTS/models/nonstationary/util.py
+++ b/pyFTS/models/nonstationary/util.py
@@ -55,7 +55,7 @@ def plot_sets(partitioner, start=0, end=10, step=1, tam=[5, 5], colors=None,
 
 
 def plot_sets_conditional(model, data, step=1, size=[5, 5], colors=None,
-                          save=False, file=None, axes=None):
+                          save=False, file=None, axes=None, fig=None):
     range = np.arange(0, len(data), step)
     ticks = []
     if axes is None:
@@ -77,11 +77,11 @@ def plot_sets_conditional(model, data, step=1, size=[5, 5], colors=None,
                 else:
                     axes.plot([t, t + 1, t], param,c=set.metadata['color'])
 
-            ticks.extend(["t+"+str(t),""])
+            #ticks.extend(["t+"+str(t),""])
 
     axes.set_ylabel("Universe of Discourse")
     axes.set_xlabel("Time")
-    plt.xticks([k for k in range], ticks, rotation='vertical')
+    #plt.xticks([k for k in range], ticks, rotation='vertical')
 
     handles0, labels0 = axes.get_legend_handles_labels()
     lgd = axes.legend(handles0, labels0, loc=2, bbox_to_anchor=(1, 1))
diff --git a/pyFTS/models/pwfts.py b/pyFTS/models/pwfts.py
index 25630bc..32e0fbc 100644
--- a/pyFTS/models/pwfts.py
+++ b/pyFTS/models/pwfts.py
@@ -122,7 +122,7 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS):
         else:
             self.generate_flrg(data)
 
-    def generate_lhs_flrg(self, sample):
+    def generate_lhs_flrg(self, sample, explain=False):
         lags = {}
 
         flrgs = []
@@ -132,6 +132,9 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS):
 
             lags[ct] = lhs
 
+            if explain:
+                print("\t (Lag {}) {} -> {} \n".format(o, sample[o-1], lhs))
+
         root = tree.FLRGTreeNode(None)
 
         tree.build_tree_without_order(root, lags, 0)
@@ -226,9 +229,6 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS):
                 cond.append(tmp)
             ret = sum(np.array(cond))
         else:
-            ##########################################
-            # this may be the problem! TEST IT!!!
-            ##########################################
             pi = 1 / len(flrg.LHS)
             ret = sum(np.array([pi * self.sets[s].membership(x) for s in flrg.LHS]))
         return ret
@@ -272,27 +272,48 @@ class ProbabilisticWeightedFTS(ifts.IntervalFTS):
 
     def point_heuristic(self, sample, **kwargs):
 
-        flrgs = self.generate_lhs_flrg(sample)
+        explain = kwargs.get('explain', False)
+
+        if explain:
+            print("Fuzzyfication \n")
+
+        flrgs = self.generate_lhs_flrg(sample, explain)
 
         mp = []
         norms = []
+
+        if explain:
+            print("Rules:\n")
+
         for flrg in flrgs:
             norm = self.flrg_lhs_conditional_probability(sample, flrg)
+
             if norm == 0:
                 norm = self.flrg_lhs_unconditional_probability(flrg)
+
+
+            if explain:
+                print("\t {} \t Midpoint: {}\t Norm: {}\n".format(str(self.flrgs[flrg.get_key()]),
+                                                                  self.get_midpoint(flrg), norm))
+
             mp.append(norm * self.get_midpoint(flrg))
             norms.append(norm)
 
         norm = sum(norms)
-        if norm == 0:
-            return 0
-        else:
-            return sum(mp) / norm
 
+        final = sum(mp) / norm if norm != 0 else 0
+
+        if explain:
+            print("Deffuzyfied value: {} \n".format(final))
+        return final
 
     def point_expected_value(self, sample, **kwargs):
-       return self.forecast_distribution(sample)[0].expected_value()
+        explain = kwargs.get('explain', False)
 
+        dist = self.forecast_distribution(sample)[0]
+
+        final = dist.expected_value()
+        return final
 
     def forecast_interval(self, ndata, **kwargs):
 
diff --git a/pyFTS/models/sadaei.py b/pyFTS/models/sadaei.py
index 6d3d43a..6bac656 100644
--- a/pyFTS/models/sadaei.py
+++ b/pyFTS/models/sadaei.py
@@ -71,7 +71,8 @@ class ExponentialyWeightedFTS(fts.FTS):
         self.generate_flrg(flrs, self.c)
 
     def forecast(self, ndata, **kwargs):
-        l = 1
+
+        explain = kwargs.get('explain', False)
 
         if self.partitioner is not None:
             ordered_sets = self.partitioner.ordered_sets
@@ -88,12 +89,27 @@ class ExponentialyWeightedFTS(fts.FTS):
 
             actual = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets, ordered_sets)
 
+            if explain:
+                print("Fuzzyfication:\n\n {} -> {} \n".format(ndata[k], actual.name))
+
             if actual.name not in self.flrgs:
                 ret.append(actual.centroid)
+
+                if explain:
+                    print("Rules:\n\n {} -> {} (Naïve)\t Midpoint: {}  \n\n".format(actual.name, actual.name,actual.centroid))
+
             else:
                 flrg = self.flrgs[actual.name]
                 mp = flrg.get_midpoints(self.sets)
 
-                ret.append(mp.dot(flrg.weights()))
+                final = mp.dot(flrg.weights())
+
+                ret.append(final)
+
+                if explain:
+                    print("Rules:\n\n {} \n\n ".format(str(flrg)))
+                    print("Midpoints: \n\n {}\n\n".format(mp))
+
+                    print("Deffuzyfied value: {} \n".format(final))
 
         return ret
diff --git a/pyFTS/models/yu.py b/pyFTS/models/yu.py
index aebc804..01187d3 100644
--- a/pyFTS/models/yu.py
+++ b/pyFTS/models/yu.py
@@ -64,6 +64,8 @@ class WeightedFTS(fts.FTS):
 
     def forecast(self, ndata, **kwargs):
 
+        explain = kwargs.get('explain', False)
+
         if self.partitioner is not None:
             ordered_sets = self.partitioner.ordered_sets
         else:
@@ -71,7 +73,7 @@ class WeightedFTS(fts.FTS):
 
         ndata = np.array(ndata)
 
-        l = len(ndata)
+        l = len(ndata) if not explain else 1
 
         ret = []
 
@@ -79,12 +81,27 @@ class WeightedFTS(fts.FTS):
 
             actual = FuzzySet.get_maximum_membership_fuzzyset(ndata[k], self.sets, ordered_sets)
 
+            if explain:
+                print("Fuzzyfication:\n\n {} -> {} \n\n".format(ndata[k], actual.name))
+
             if actual.name not in self.flrgs:
                 ret.append(actual.centroid)
+
+                if explain:
+                    print("Rules:\n\n {} -> {} (Naïve)\t Midpoint: {}  \n\n".format(actual.name, actual.name,actual.centroid))
+
             else:
                 flrg = self.flrgs[actual.name]
                 mp = flrg.get_midpoints(self.sets)
 
-                ret.append(mp.dot(flrg.weights(self.sets)))
+                final = mp.dot(flrg.weights(self.sets))
+
+                ret.append(final)
+
+                if explain:
+                    print("Rules:\n\n {} \n\n ".format(str(flrg)))
+                    print("Midpoints: \n\n {}\n\n".format(mp))
+
+                    print("Deffuzyfied value: {} \n".format(final))
 
         return ret
diff --git a/pyFTS/partitioners/partitioner.py b/pyFTS/partitioners/partitioner.py
index e1ffbb1..6275daa 100644
--- a/pyFTS/partitioners/partitioner.py
+++ b/pyFTS/partitioners/partitioner.py
@@ -76,19 +76,35 @@ class Partitioner(object):
         pass
 
     def get_name(self, counter):
+        """
+        Find the name of the fuzzy set given its counter id.
+
+        :param counter: The number of the fuzzy set
+        :return: String
+        """
         return self.prefix + str(counter) if self.setnames is None else self.setnames[counter]
 
     def lower_set(self):
+        """
+        Return the fuzzy set on lower bound of the universe of discourse.
+
+        :return: Fuzzy Set
+        """
         return self.sets[self.ordered_sets[0]]
 
     def upper_set(self):
+        """
+        Return the fuzzy set on upper bound of the universe of discourse.
+
+        :return: Fuzzy Set
+        """
         return self.sets[self.ordered_sets[-1]]
 
     def plot(self, ax):
         """
-        Plot the 
-        :param ax: 
-        :return: 
+        Plot the partitioning using the Matplotlib axis ax
+
+        :param ax: Matplotlib axis
         """
         ax.set_title(self.name)
         ax.set_ylim([0, 1])
@@ -108,6 +124,12 @@ class Partitioner(object):
         ax.xaxis.set_ticks(x)
 
     def plot_set(self, ax, s):
+        """
+        Plot an isolate fuzzy set on Matplotlib axis
+
+        :param ax: Matplotlib axis
+        :param s: Fuzzy Set
+        """
         if s.mf == Membership.trimf:
             ax.plot([s.parameters[0], s.parameters[1], s.parameters[2]], [0, s.alpha, 0])
         elif s.mf == Membership.gaussmf:
@@ -117,9 +139,21 @@ class Partitioner(object):
         elif s.mf == Membership.trapmf:
             ax.plot(s.parameters, [0, s.alpha, s.alpha, 0])
 
-
     def __str__(self):
+        """
+        Return a string representation of the partitioner, the list of fuzzy sets and their parameters
+
+        :return:
+        """
         tmp = self.name + ":\n"
         for key in self.sets.keys():
             tmp += str(self.sets[key])+ "\n"
         return tmp
+
+    def __len__(self):
+        """
+        Return the number of partitions
+
+        :return: number of partitions
+        """
+        return self.partitions
diff --git a/pyFTS/tests/general.py b/pyFTS/tests/general.py
index f6db17a..e3e2199 100644
--- a/pyFTS/tests/general.py
+++ b/pyFTS/tests/general.py
@@ -11,7 +11,7 @@ import pandas as pd
 from pyFTS.common import Util as cUtil, FuzzySet
 from pyFTS.partitioners import Grid, Util as pUtil
 from pyFTS.benchmarks import benchmarks as bchmk
-from pyFTS.models import chen
+from pyFTS.models import chen, yu, cheng, ismailefendi, hofts, pwfts
 from pyFTS.common import Transformations
 
 tdiff = Transformations.Differential(1)
@@ -19,15 +19,18 @@ tdiff = Transformations.Differential(1)
 from pyFTS.data import TAIEX, SP500, NASDAQ
 
 dataset = TAIEX.get_data()
-'''
-partitioner = Grid.GridPartitioner(data=dataset[:800], npart=3, transformation=tdiff)
 
-model = chen.ConventionalFTS(partitioner=partitioner)
-model.append_transformation(tdiff)
+partitioner = Grid.GridPartitioner(data=dataset[:800], npart=30) #, transformation=tdiff)
 
-model.fit([0, 90.00])
+model = pwfts.ProbabilisticWeightedFTS(partitioner=partitioner, order=2)
+#model.append_transformation(tdiff)
+
+model.fit(dataset[:800])
 
 print(model)
+
+ret = model.predict([5000.00, 5200.00, 5400.00], explain=True)
+
 '''
 #dataset = SP500.get_data()[11500:16000]
 #dataset = NASDAQ.get_data()
@@ -57,7 +60,7 @@ bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,
                                 #steps_ahead=[1,2,4,6,8,10],
                                 distributed=False, nodes=['192.168.0.110', '192.168.0.107', '192.168.0.106'],
                                 file="benchmarks.db", dataset="NASDAQ", tag="comparisons")
-'''
+
 '''
 '''
 from pyFTS.partitioners import Grid, Util as pUtil
diff --git a/pyFTS/tests/nonstationary.py b/pyFTS/tests/nonstationary.py
index 6c71bd9..ea48c37 100644
--- a/pyFTS/tests/nonstationary.py
+++ b/pyFTS/tests/nonstationary.py
@@ -10,7 +10,7 @@ import pandas as pd
 
 from pyFTS.data import TAIEX, NASDAQ, SP500, artificial, mackey_glass
 
-mackey_glass.get_data()
+#mackey_glass.get_data()
 
 datasets = {
     "TAIEX": TAIEX.get_data()[:4000],
@@ -54,14 +54,31 @@ partitions = {'CMIV': {'BoxCox(0)': 36, 'Differential(1)': 11, 'None': 8},
  'TAIEX': {'BoxCox(0)': 39, 'Differential(1)': 31, 'None': 33}}
 
 from pyFTS.models.nonstationary import partitioners as nspart, cvfts, util as nsUtil
+'''
+#fs = nspart.simplenonstationary_gridpartitioner_builder(data=datasets['SP500'][:300],
+#                                                        npart=partitions['SP500']['None'],
+#                                                        transformation=None)
+fs = Grid.GridPartitioner(data=datasets['SP500'][:300],
+                                                        npart=15,
+                                                        transformation=None)
+fig, axes = plt.subplots(nrows=1, ncols=1, figsize=[15, 5])
+
+fs.plot(axes)
+
+from pyFTS.common import Util
+
+Util.show_and_save_image(fig, "fig2.png", True)
+
+#nsUtil.plot_sets(fs)
 
 
+'''
 def model_details(ds, tf, train_split, test_split):
     data = datasets[ds]
     train = data[:train_split]
     test = data[train_split:test_split]
     transformation = transformations[tf]
-    fs = nspart.simplenonstationary_gridpartitioner_builder(data=train, npart=partitions[ds][tf],
+    fs = nspart.simplenonstationary_gridpartitioner_builder(data=train, npart=15, #partitions[ds][tf],
                                                             transformation=transformation)
     model = nsfts.NonStationaryFTS(partitioner=fs)
     model.fit(train)
@@ -69,21 +86,24 @@ def model_details(ds, tf, train_split, test_split):
     forecasts = model.predict(test)
     residuals = np.array(test[1:]) - np.array(forecasts[:-1])
 
-    fig, axes = plt.subplots(nrows=2, ncols=1, figsize=[15, 10])
+    fig, axes = plt.subplots(nrows=3, ncols=1, figsize=[15, 10])
 
     axes[0].plot(test[1:], label="Original")
     axes[0].plot(forecasts[:-1], label="Forecasts")
+    axes[0].set_ylabel("Univ. of Discourse")
 
-    axes[1].set_title("Residuals")
+    #axes[1].set_title("Residuals")
     axes[1].plot(residuals)
+    axes[1].set_ylabel("Error")
     handles0, labels0 = axes[0].get_legend_handles_labels()
     lgd = axes[0].legend(handles0, labels0, loc=2)
 
-    nsUtil.plot_sets_conditional(model, test, step=10, size=[12, 5])
-
-model_details('NASDAQ','None',200,2000)
-
+    nsUtil.plot_sets_conditional(model, test, step=10, size=[10, 7],
+                                 save=True,file="fig.png", axes=axes[2], fig=fig)
 
+model_details('SP500','None',200,400)
+#'''
+print("ts")
 '''
 tag = 'benchmarks'
 
diff --git a/setup.py b/setup.py
index 4fba10d..0accc15 100644
--- a/setup.py
+++ b/setup.py
@@ -5,16 +5,12 @@ setup(
     packages=['pyFTS', 'pyFTS.benchmarks', 'pyFTS.common', 'pyFTS.data', 'pyFTS.models.ensemble',
               'pyFTS.models', 'pyFTS.models.seasonal', 'pyFTS.partitioners', 'pyFTS.probabilistic',
               'pyFTS.tests', 'pyFTS.models.nonstationary', 'pyFTS.models.multivariate'],
-    #package_dir={}
-    #package_data={'pyFTS.data': ['*.csv','*.csv.bz2']},
-    #data_files=[('data', ['pyFTS/data/Enrollments.csv', 'pyFTS/data/AirPassengers.csv'])],
-    #include_package_data=True,
-    version='1.2.2',
+    version='1.2.3',
     description='Fuzzy Time Series for Python',
     author='Petronio Candido L. e Silva',
     author_email='petronio.candido@gmail.com',
-    url='https://github.com/petroniocandido/pyFTS',
-    download_url='https://github.com/petroniocandido/pyFTS/archive/pkg1.2.3.tar.gz',
+    url='https://pyfts.github.io/pyFTS/',
+    download_url='https://github.com/PYFTS/pyFTS/archive/docSphinx.tar.gz',
     keywords=['forecasting', 'fuzzy time series', 'fuzzy', 'time series forecasting'],
     classifiers=[
         'Programming Language :: Python :: 3',
@@ -22,4 +18,5 @@ setup(
         'Programming Language :: Python :: 3.5',
         'Programming Language :: Python :: 3.6',
     ],
+    install_requires=['dill'],
 )