From 8bf3f7b1e9a4f6abc8de761cc18155a4a5d0173e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Petr=C3=B4nio=20C=C3=A2ndido?= <petronio.candido@gmail.com>
Date: Tue, 12 Jan 2021 20:10:49 -0300
Subject: [PATCH] Documentation update

---
 docs/build/doctrees/environment.pickle        | Bin 2625367 -> 2630815 bytes
 .../pyFTS.common.transformations.doctree      | Bin 133961 -> 153835 bytes
 docs/build/html/_modules/index.html           |   1 +
 docs/build/html/genindex.html                 |  19 +++++++
 docs/build/html/modules.html                  |   2 +-
 docs/build/html/objects.inv                   | Bin 7618 -> 7657 bytes
 docs/build/html/py-modindex.html              |   5 ++
 .../html/pyFTS.common.transformations.html    |  49 ++++++++++++++++--
 docs/build/html/pyFTS.html                    |   2 +-
 docs/build/html/searchindex.js                |   2 +-
 pyFTS/common/Transformations.py               |  18 +++----
 11 files changed, 83 insertions(+), 15 deletions(-)

diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index 87a41299b7603c31e14764eb014d38dde37a1dbe..94276f2159509fc4d27684d3c7c72153fd76f560 100644
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diff --git a/docs/build/doctrees/pyFTS.common.transformations.doctree b/docs/build/doctrees/pyFTS.common.transformations.doctree
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diff --git a/docs/build/html/_modules/index.html b/docs/build/html/_modules/index.html
index 1d5144b..9aa8180 100644
--- a/docs/build/html/_modules/index.html
+++ b/docs/build/html/_modules/index.html
@@ -78,6 +78,7 @@
 <li><a href="pyFTS/common/transformations/roi.html">pyFTS.common.transformations.roi</a></li>
 <li><a href="pyFTS/common/transformations/scale.html">pyFTS.common.transformations.scale</a></li>
 <li><a href="pyFTS/common/transformations/smoothing.html">pyFTS.common.transformations.smoothing</a></li>
+<li><a href="pyFTS/common/transformations/som.html">pyFTS.common.transformations.som</a></li>
 <li><a href="pyFTS/common/transformations/transformation.html">pyFTS.common.transformations.transformation</a></li>
 <li><a href="pyFTS/common/transformations/trend.html">pyFTS.common.transformations.trend</a></li>
 <li><a href="pyFTS/common/tree.html">pyFTS.common.tree</a></li>
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index d94c8b4..2b634a9 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -206,6 +206,8 @@
         <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.smoothing.ExponentialSmoothing.apply">(pyFTS.common.transformations.smoothing.ExponentialSmoothing method)</a>
 </li>
         <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.smoothing.MovingAverage.apply">(pyFTS.common.transformations.smoothing.MovingAverage method)</a>
+</li>
+        <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.som.SOMTransformation.apply">(pyFTS.common.transformations.som.SOMTransformation method)</a>
 </li>
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 </li>
         <li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing">pyFTS.common.transformations.smoothing</a>
+</li>
+        <li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.som">pyFTS.common.transformations.som</a>
 </li>
         <li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.transformation">pyFTS.common.transformations.transformation</a>
 </li>
@@ -2290,6 +2294,13 @@
 
       <ul>
         <li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing">module</a>
+</li>
+      </ul></li>
+      <li>
+    pyFTS.common.transformations.som
+
+      <ul>
+        <li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.som">module</a>
 </li>
       </ul></li>
       <li>
@@ -3028,6 +3039,8 @@
       <li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.save_dataframe_point">save_dataframe_point() (in module pyFTS.benchmarks.Util)</a>
 </li>
       <li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.save_dataframe_probabilistic">save_dataframe_probabilistic() (in module pyFTS.benchmarks.Util)</a>
+</li>
+      <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.som.SOMTransformation.save_net">save_net() (pyFTS.common.transformations.som.SOMTransformation method)</a>
 </li>
       <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.scale.Scale">Scale (class in pyFTS.common.transformations.scale)</a>
 </li>
@@ -3098,6 +3111,8 @@
       <li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.shortname">shortname (pyFTS.common.fts.FTS attribute)</a>
 </li>
       <li><a href="pyFTS.common.html#pyFTS.common.Util.show_and_save_image">show_and_save_image() (in module pyFTS.common.Util)</a>
+</li>
+      <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.som.SOMTransformation.show_grid">show_grid() (pyFTS.common.transformations.som.SOMTransformation method)</a>
 </li>
       <li><a href="pyFTS.common.html#pyFTS.common.Membership.sigmf">sigmf() (in module pyFTS.common.Membership)</a>
 </li>
@@ -3134,6 +3149,8 @@
       <li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.benchmarks.sliding_window_benchmarks2">sliding_window_benchmarks2() (in module pyFTS.benchmarks.benchmarks)</a>
 </li>
       <li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Measures.smape">smape() (in module pyFTS.benchmarks.Measures)</a>
+</li>
+      <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.som.SOMTransformation">SOMTransformation (class in pyFTS.common.transformations.som)</a>
 </li>
       <li><a href="pyFTS.common.html#pyFTS.common.SortedCollection.SortedCollection">SortedCollection (class in pyFTS.common.SortedCollection)</a>
 </li>
@@ -3187,6 +3204,8 @@
         <li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.train">(pyFTS.common.fts.FTS method)</a>
 </li>
         <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.normalization.Normalization.train">(pyFTS.common.transformations.normalization.Normalization method)</a>
+</li>
+        <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.som.SOMTransformation.train">(pyFTS.common.transformations.som.SOMTransformation method)</a>
 </li>
         <li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.train">(pyFTS.common.transformations.trend.LinearTrend method)</a>
 </li>
diff --git a/docs/build/html/modules.html b/docs/build/html/modules.html
index 6392f5a..12f7719 100644
--- a/docs/build/html/modules.html
+++ b/docs/build/html/modules.html
@@ -107,7 +107,7 @@
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.roi">pyFTS.common.transformations.roi module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.scale">pyFTS.common.transformations.scale module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing">pyFTS.common.transformations.smoothing module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-som-module">pyFTS.common.transformations.som module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.som">pyFTS.common.transformations.som module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.transformation">pyFTS.common.transformations.transformation module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.trend">pyFTS.common.transformations.trend module</a></li>
 </ul>
diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv
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diff --git a/docs/build/html/py-modindex.html b/docs/build/html/py-modindex.html
index f37157a..344d924 100644
--- a/docs/build/html/py-modindex.html
+++ b/docs/build/html/py-modindex.html
@@ -203,6 +203,11 @@
        <td>&#160;&#160;&#160;
        <a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing"><code class="xref">pyFTS.common.transformations.smoothing</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.som"><code class="xref">pyFTS.common.transformations.som</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
diff --git a/docs/build/html/pyFTS.common.transformations.html b/docs/build/html/pyFTS.common.transformations.html
index f334fed..ad201fe 100644
--- a/docs/build/html/pyFTS.common.transformations.html
+++ b/docs/build/html/pyFTS.common.transformations.html
@@ -410,8 +410,51 @@ y(t) = ( y(t-1) * y’(t) ) + y(t-1)</p>
 </dd></dl>
 
 </div>
-<div class="section" id="pyfts-common-transformations-som-module">
-<h2>pyFTS.common.transformations.som module<a class="headerlink" href="#pyfts-common-transformations-som-module" title="Permalink to this headline">¶</a></h2>
+<div class="section" id="module-pyFTS.common.transformations.som">
+<span id="pyfts-common-transformations-som-module"></span><h2>pyFTS.common.transformations.som module<a class="headerlink" href="#module-pyFTS.common.transformations.som" title="Permalink to this headline">¶</a></h2>
+<p>Kohonen Self Organizing Maps for Fuzzy Time Series</p>
+<dl class="py class">
+<dt id="pyFTS.common.transformations.som.SOMTransformation">
+<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.som.</code><code class="sig-name descname">SOMTransformation</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">grid_dimension</span><span class="p">:</span> <span class="n">Tuple</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/som.html#SOMTransformation"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.som.SOMTransformation" title="Permalink to this definition">¶</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.transformations.transformation.Transformation" title="pyFTS.common.transformations.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.transformations.transformation.Transformation</span></code></a></p>
+<dl class="py method">
+<dt id="pyFTS.common.transformations.som.SOMTransformation.apply">
+<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span><span class="p">:</span> <span class="n">pandas.core.frame.DataFrame</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/som.html#SOMTransformation.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.som.SOMTransformation.apply" title="Permalink to this definition">¶</a></dt>
+<dd><p>Transform a M-dimensional dataset into a 3-dimensional dataset, where one dimension is the endogen variable
+If endogen_variable = None, the last column will be the endogen_variable.
+Args:</p>
+<blockquote>
+<div><p>data (pd.DataFrame): M-Dimensional dataset
+endogen_variable (str):  column of dataset
+names (Tuple): names for new columns created by SOM Transformation.
+param:
+<a href="#id1"><span class="problematic" id="id2">**</span></a>kwargs: params of SOM’s train process</p>
+<blockquote>
+<div><p>percentage_train (float). Percentage of dataset that will be used for train SOM network. default: 0.7
+leaning_rate (float): leaning rate of SOM network. default: 0.01
+epochs: epochs of SOM network. default: 10000</p>
+</div></blockquote>
+</div></blockquote>
+<p>Returns:</p>
+</dd></dl>
+
+<dl class="py method">
+<dt id="pyFTS.common.transformations.som.SOMTransformation.save_net">
+<code class="sig-name descname">save_net</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">filename</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'SomNet trained'</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/som.html#SOMTransformation.save_net"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.som.SOMTransformation.save_net" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="pyFTS.common.transformations.som.SOMTransformation.show_grid">
+<code class="sig-name descname">show_grid</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">graph_type</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'nodes_graph'</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/som.html#SOMTransformation.show_grid"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.som.SOMTransformation.show_grid" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt id="pyFTS.common.transformations.som.SOMTransformation.train">
+<code class="sig-name descname">train</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span><span class="p">:</span> <span class="n">pandas.core.frame.DataFrame</span></em>, <em class="sig-param"><span class="n">percentage_train</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.9)">float</a></span> <span class="o">=</span> <span class="default_value">0.7</span></em>, <em class="sig-param"><span class="n">leaning_rate</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.9)">float</a></span> <span class="o">=</span> <span class="default_value">0.01</span></em>, <em class="sig-param"><span class="n">epochs</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)">int</a></span> <span class="o">=</span> <span class="default_value">10000</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/som.html#SOMTransformation.train"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.som.SOMTransformation.train" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 </div>
 <div class="section" id="module-pyFTS.common.transformations.transformation">
 <span id="pyfts-common-transformations-transformation-module"></span><h2>pyFTS.common.transformations.transformation module<a class="headerlink" href="#module-pyFTS.common.transformations.transformation" title="Permalink to this headline">¶</a></h2>
@@ -582,7 +625,7 @@ y(t) =  y’(t) + (a*t+b)</p>
 <li><a class="reference internal" href="#module-pyFTS.common.transformations.roi">pyFTS.common.transformations.roi module</a></li>
 <li><a class="reference internal" href="#module-pyFTS.common.transformations.scale">pyFTS.common.transformations.scale module</a></li>
 <li><a class="reference internal" href="#module-pyFTS.common.transformations.smoothing">pyFTS.common.transformations.smoothing module</a></li>
-<li><a class="reference internal" href="#pyfts-common-transformations-som-module">pyFTS.common.transformations.som module</a></li>
+<li><a class="reference internal" href="#module-pyFTS.common.transformations.som">pyFTS.common.transformations.som module</a></li>
 <li><a class="reference internal" href="#module-pyFTS.common.transformations.transformation">pyFTS.common.transformations.transformation module</a></li>
 <li><a class="reference internal" href="#module-pyFTS.common.transformations.trend">pyFTS.common.transformations.trend module</a></li>
 </ul>
diff --git a/docs/build/html/pyFTS.html b/docs/build/html/pyFTS.html
index 455d360..eb12838 100644
--- a/docs/build/html/pyFTS.html
+++ b/docs/build/html/pyFTS.html
@@ -108,7 +108,7 @@
 <li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.roi">pyFTS.common.transformations.roi module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.scale">pyFTS.common.transformations.scale module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing">pyFTS.common.transformations.smoothing module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-som-module">pyFTS.common.transformations.som module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.som">pyFTS.common.transformations.som module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.transformation">pyFTS.common.transformations.transformation module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.trend">pyFTS.common.transformations.trend module</a></li>
 </ul>
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index def9581..20e1dc0 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
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Start"],titleterms:{"short":17,FTS:17,adapativeexpect:5,airpasseng:6,arima:3,artifici:6,benchmark:3,bitcoin:6,boxcox:5,bst:3,chaotic:6,chen:9,cheng:9,cmean:15,cmsft:14,cmvft:12,common:[4,5,6,12,13,14],composit:4,conf:2,content:[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16],cvft:13,data:6,dataset:6,differenti:5,dispi:7,distribut:7,dowjon:6,enrol:6,ensembl:10,entropi:15,ethereum:6,eur:6,evolutionari:8,exampl:17,fcm:15,flr:[4,12],flrg:[4,12,13],fts:4,fuzzi:[0,17],fuzzyset:4,gaussianproc:3,gbp:6,gener:6,glass:6,granular:12,grid:[12,15],gridsearch:8,henon:6,hoft:9,honsft:13,how:[0,17],huarng:15,hwang:9,hyperparam:8,ift:9,increment:11,incrementalensembl:11,index:0,inmet:6,instal:17,ismailefendi:9,kde:16,knn:3,librari:0,logistic_map:6,lorentz:6,mackei:6,malaysia:6,measur:3,membership:4,model:[9,10,11,12,13,14],modul:[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16],msft:14,multiseason:10,multivari:12,mvft:12,naiv:3,nasdaq:6,nonstationari:13,normal:5,nsft:13,packag:[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16],parallel_util:15,partition:[12,13,14,15],perturb:13,probabilist:16,probabilitydistribut:16,pwft:9,pyft:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17],python:0,quantreg:3,quick:17,refer:0,residualanalysi:3,roi:5,rossler:6,sadaei:9,scale:5,season:14,seasonalindex:14,seri:[0,6,17],sft:14,simpl:15,singleton:15,smooth:5,som:5,sonda:6,song:9,sortedcollect:4,spark:7,start:17,subclust:15,submodul:[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16],subpackag:[2,9],sunspot:6,synthet:6,taiex:6,test:3,time:[0,6,17],timevari:11,transform:5,tree:4,trend:5,tutori:17,usag:17,usd:6,util:[3,4,8,13,15],variabl:12,what:[0,17],wmvft:12}})
\ No newline at end of file
diff --git a/pyFTS/common/Transformations.py b/pyFTS/common/Transformations.py
index c911c1b..205251b 100644
--- a/pyFTS/common/Transformations.py
+++ b/pyFTS/common/Transformations.py
@@ -5,15 +5,15 @@ Common data transformation used on pre and post processing of the FTS
 import numpy as np
 import pandas as pd
 import math
-#from pyFTS.common.transformations.transformation import Transformation
-#from pyFTS.common.transformations.differential import Differential
-#from pyFTS.common.transformations.scale import Scale
-#from pyFTS.common.transformations.adaptiveexpectation import AdaptiveExpectation 
-#from pyFTS.common.transformations.boxcox import BoxCox
-#from pyFTS.common.transformations.roi import ROI
-#from pyFTS.common.transformations.trend import LinearTrend
-#from pyFTS.common.transformations.som import SOMTransformation
-#from pyFTS.common.transformations.normalization import Normalization
+from pyFTS.common.transformations.transformation import Transformation
+from pyFTS.common.transformations.differential import Differential
+from pyFTS.common.transformations.scale import Scale
+from pyFTS.common.transformations.adaptiveexpectation import AdaptiveExpectation 
+from pyFTS.common.transformations.boxcox import BoxCox
+from pyFTS.common.transformations.roi import ROI
+from pyFTS.common.transformations.trend import LinearTrend
+from pyFTS.common.transformations.som import SOMTransformation
+from pyFTS.common.transformations.normalization import Normalization