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<div class="section" id="pyfts-models-seasonal-package">
<h1>pyFTS.models.seasonal package<a class="headerlink" href="#pyfts-models-seasonal-package" title="Permalink to this headline"></a></h1>
<div class="section" id="submodules">
<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
</div>
<div class="section" id="module-pyFTS.models.seasonal.SeasonalIndexer">
<span id="pyfts-models-seasonal-seasonalindexer-module"></span><h2>pyFTS.models.seasonal.SeasonalIndexer module<a class="headerlink" href="#module-pyFTS.models.seasonal.SeasonalIndexer" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.SeasonalIndexer.</code><code class="sig-name descname">DataFrameSeasonalIndexer</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">index_fields</span></em>, <em class="sig-param"><span class="n">index_seasons</span></em>, <em class="sig-param"><span class="n">data_field</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/models/seasonal/SeasonalIndexer.html#DataFrameSeasonalIndexer"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer" title="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer</span></code></a></p>
<p>Use the Pandas.DataFrame index position to index the seasonality</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_data">
<code class="sig-name descname">get_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DataFrameSeasonalIndexer.get_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_data_by_season">
<code class="sig-name descname">get_data_by_season</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">indexes</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DataFrameSeasonalIndexer.get_data_by_season"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_data_by_season" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_index_by_season">
<code class="sig-name descname">get_index_by_season</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">indexes</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DataFrameSeasonalIndexer.get_index_by_season"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_index_by_season" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_season_by_index">
<code class="sig-name descname">get_season_by_index</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">index</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DataFrameSeasonalIndexer.get_season_by_index"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_season_by_index" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_season_of_data">
<code class="sig-name descname">get_season_of_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DataFrameSeasonalIndexer.get_season_of_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_season_of_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.set_data">
<code class="sig-name descname">set_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">value</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DataFrameSeasonalIndexer.set_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.set_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.SeasonalIndexer.</code><code class="sig-name descname">DateTimeSeasonalIndexer</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">date_field</span></em>, <em class="sig-param"><span class="n">index_fields</span></em>, <em class="sig-param"><span class="n">index_seasons</span></em>, <em class="sig-param"><span class="n">data_field</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/models/seasonal/SeasonalIndexer.html#DateTimeSeasonalIndexer"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer" title="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer</span></code></a></p>
<p>Use a Pandas.DataFrame date field to index the seasonality</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_data">
<code class="sig-name descname">get_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DateTimeSeasonalIndexer.get_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_data_by_season">
<code class="sig-name descname">get_data_by_season</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">indexes</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DateTimeSeasonalIndexer.get_data_by_season"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_data_by_season" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_index">
<code class="sig-name descname">get_index</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DateTimeSeasonalIndexer.get_index"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_index" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_index_by_season">
<code class="sig-name descname">get_index_by_season</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">indexes</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DateTimeSeasonalIndexer.get_index_by_season"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_index_by_season" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_season_by_index">
<code class="sig-name descname">get_season_by_index</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">index</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DateTimeSeasonalIndexer.get_season_by_index"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_season_by_index" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_season_of_data">
<code class="sig-name descname">get_season_of_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DateTimeSeasonalIndexer.get_season_of_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_season_of_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.set_data">
<code class="sig-name descname">set_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">value</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#DateTimeSeasonalIndexer.set_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.set_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.SeasonalIndexer.</code><code class="sig-name descname">LinearSeasonalIndexer</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">seasons</span></em>, <em class="sig-param"><span class="n">units</span></em>, <em class="sig-param"><span class="n">ignore</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/models/seasonal/SeasonalIndexer.html#LinearSeasonalIndexer"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer" title="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer</span></code></a></p>
<p>Use the data array/list position to index the seasonality</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_data">
<code class="sig-name descname">get_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#LinearSeasonalIndexer.get_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_index_by_season">
<code class="sig-name descname">get_index_by_season</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">indexes</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#LinearSeasonalIndexer.get_index_by_season"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_index_by_season" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_season_by_index">
<code class="sig-name descname">get_season_by_index</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">index</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#LinearSeasonalIndexer.get_season_by_index"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_season_by_index" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_season_of_data">
<code class="sig-name descname">get_season_of_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#LinearSeasonalIndexer.get_season_of_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_season_of_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.SeasonalIndexer.</code><code class="sig-name descname">SeasonalIndexer</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">num_seasons</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/models/seasonal/SeasonalIndexer.html#SeasonalIndexer"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<p>Seasonal Indexer. Responsible to find the seasonal index of a data point inside its data set</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_data">
<code class="sig-name descname">get_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#SeasonalIndexer.get_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_data_by_season">
<code class="sig-name descname">get_data_by_season</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">indexes</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#SeasonalIndexer.get_data_by_season"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_data_by_season" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_index">
<code class="sig-name descname">get_index</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#SeasonalIndexer.get_index"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_index" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_index_by_season">
<code class="sig-name descname">get_index_by_season</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">indexes</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#SeasonalIndexer.get_index_by_season"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_index_by_season" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_season_by_index">
<code class="sig-name descname">get_season_by_index</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">inde</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#SeasonalIndexer.get_season_by_index"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_season_by_index" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_season_of_data">
<code class="sig-name descname">get_season_of_data</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/SeasonalIndexer.html#SeasonalIndexer.get_season_of_data"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_season_of_data" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
</div>
<div class="section" id="module-pyFTS.models.seasonal.cmsfts">
<span id="pyfts-models-seasonal-cmsfts-module"></span><h2>pyFTS.models.seasonal.cmsfts module<a class="headerlink" href="#module-pyFTS.models.seasonal.cmsfts" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.cmsfts.</code><code class="sig-name descname">ContextualMultiSeasonalFTS</code><span class="sig-paren">(</span><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/models/seasonal/cmsfts.html#ContextualMultiSeasonalFTS"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.models.seasonal.sfts.SeasonalFTS" title="pyFTS.models.seasonal.sfts.SeasonalFTS"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.models.seasonal.sfts.SeasonalFTS</span></code></a></p>
<p>Contextual Multi-Seasonal Fuzzy Time Series</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.forecast">
<code class="sig-name descname">forecast</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</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/models/seasonal/cmsfts.html#ContextualMultiSeasonalFTS.forecast"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.forecast" title="Permalink to this definition"></a></dt>
<dd><p>Point forecast one step ahead</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</p></li>
<li><p><strong>kwargs</strong> – model specific parameters</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>a list with the forecasted values</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.forecast_ahead">
<code class="sig-name descname">forecast_ahead</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">steps</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/models/seasonal/cmsfts.html#ContextualMultiSeasonalFTS.forecast_ahead"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.forecast_ahead" title="Permalink to this definition"></a></dt>
<dd><p>Point forecast from 1 to H steps ahead, where H is given by the steps parameter</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</p></li>
<li><p><strong>steps</strong> – the number of steps ahead to forecast (default: 1)</p></li>
<li><p><strong>start_at</strong> – in the multi step forecasting, the index of the data where to start forecasting (default: 0)</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>a list with the forecasted values</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.generate_flrg">
<code class="sig-name descname">generate_flrg</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">flrs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/cmsfts.html#ContextualMultiSeasonalFTS.generate_flrg"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.generate_flrg" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.get_midpoints">
<code class="sig-name descname">get_midpoints</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">flrg</span></em>, <em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/cmsfts.html#ContextualMultiSeasonalFTS.get_midpoints"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.get_midpoints" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.train">
<code class="sig-name descname">train</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</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/models/seasonal/cmsfts.html#ContextualMultiSeasonalFTS.train"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.train" title="Permalink to this definition"></a></dt>
<dd><p>Method specific parameter fitting</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – training time series data</p></li>
<li><p><strong>kwargs</strong> – Method specific parameters</p></li>
</ul>
</dd>
</dl>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt id="pyFTS.models.seasonal.cmsfts.ContextualSeasonalFLRG">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.cmsfts.</code><code class="sig-name descname">ContextualSeasonalFLRG</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">seasonality</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/cmsfts.html#ContextualSeasonalFLRG"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.cmsfts.ContextualSeasonalFLRG" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.models.seasonal.sfts.SeasonalFLRG" title="pyFTS.models.seasonal.sfts.SeasonalFLRG"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.models.seasonal.sfts.SeasonalFLRG</span></code></a></p>
<p>Contextual Seasonal Fuzzy Logical Relationship Group</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.cmsfts.ContextualSeasonalFLRG.append_rhs">
<code class="sig-name descname">append_rhs</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">flr</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/models/seasonal/cmsfts.html#ContextualSeasonalFLRG.append_rhs"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.cmsfts.ContextualSeasonalFLRG.append_rhs" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
</div>
<div class="section" id="module-pyFTS.models.seasonal.common">
<span id="pyfts-models-seasonal-common-module"></span><h2>pyFTS.models.seasonal.common module<a class="headerlink" href="#module-pyFTS.models.seasonal.common" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.models.seasonal.common.DateTime">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.common.</code><code class="sig-name descname">DateTime</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">value</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/common.html#DateTime"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/enum.html#enum.Enum" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">enum.Enum</span></code></a></p>
<p>Data and Time granularity for time granularity and seasonality identification</p>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.day_of_month">
<code class="sig-name descname">day_of_month</code><em class="property"> = 30</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.day_of_month" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.day_of_week">
<code class="sig-name descname">day_of_week</code><em class="property"> = 7</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.day_of_week" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.day_of_year">
<code class="sig-name descname">day_of_year</code><em class="property"> = 364</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.day_of_year" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.half">
<code class="sig-name descname">half</code><em class="property"> = 2</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.half" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.hour">
<code class="sig-name descname">hour</code><em class="property"> = 24</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.hour" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.hour_of_day">
<code class="sig-name descname">hour_of_day</code><em class="property"> = 24</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.hour_of_day" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.hour_of_month">
<code class="sig-name descname">hour_of_month</code><em class="property"> = 744</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.hour_of_month" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.hour_of_week">
<code class="sig-name descname">hour_of_week</code><em class="property"> = 168</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.hour_of_week" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.hour_of_year">
<code class="sig-name descname">hour_of_year</code><em class="property"> = 8736</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.hour_of_year" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.minute">
<code class="sig-name descname">minute</code><em class="property"> = 60</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.minute" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_day">
<code class="sig-name descname">minute_of_day</code><em class="property"> = 1440</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.minute_of_day" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_hour">
<code class="sig-name descname">minute_of_hour</code><em class="property"> = 60</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.minute_of_hour" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_month">
<code class="sig-name descname">minute_of_month</code><em class="property"> = 44640</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.minute_of_month" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_week">
<code class="sig-name descname">minute_of_week</code><em class="property"> = 10080</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.minute_of_week" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_year">
<code class="sig-name descname">minute_of_year</code><em class="property"> = 524160</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.minute_of_year" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.month">
<code class="sig-name descname">month</code><em class="property"> = 12</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.month" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.quarter">
<code class="sig-name descname">quarter</code><em class="property"> = 4</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.quarter" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.second">
<code class="sig-name descname">second</code><em class="property"> = 60</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.second" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.second_of_day">
<code class="sig-name descname">second_of_day</code><em class="property"> = 86400</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.second_of_day" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.second_of_hour">
<code class="sig-name descname">second_of_hour</code><em class="property"> = 3600</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.second_of_hour" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.second_of_minute">
<code class="sig-name descname">second_of_minute</code><em class="property"> = 60.00001</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.second_of_minute" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.sixth">
<code class="sig-name descname">sixth</code><em class="property"> = 6</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.sixth" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.third">
<code class="sig-name descname">third</code><em class="property"> = 3</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.third" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.common.DateTime.year">
<code class="sig-name descname">year</code><em class="property"> = 1</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.year" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt id="pyFTS.models.seasonal.common.FuzzySet">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.common.</code><code class="sig-name descname">FuzzySet</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">datepart</span></em>, <em class="sig-param"><span class="n">name</span></em>, <em class="sig-param"><span class="n">mf</span></em>, <em class="sig-param"><span class="n">parameters</span></em>, <em class="sig-param"><span class="n">centroid</span></em>, <em class="sig-param"><span class="n">alpha</span><span class="o">=</span><span class="default_value">1.0</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/models/seasonal/common.html#FuzzySet"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.common.FuzzySet" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="pyFTS.common.html#pyFTS.common.FuzzySet.FuzzySet" title="pyFTS.common.FuzzySet.FuzzySet"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.FuzzySet.FuzzySet</span></code></a></p>
<p>Temporal/Seasonal Fuzzy Set</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.common.FuzzySet.transform">
<code class="sig-name descname">transform</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">x</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/common.html#FuzzySet.transform"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.common.FuzzySet.transform" title="Permalink to this definition"></a></dt>
<dd><p>Preprocess the data point for non native types</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>x</strong> – </p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>return a native type value for the structured type</p>
</dd>
</dl>
</dd></dl>
</dd></dl>
<dl class="py function">
<dt id="pyFTS.models.seasonal.common.strip_datepart">
<code class="sig-prename descclassname">pyFTS.models.seasonal.common.</code><code class="sig-name descname">strip_datepart</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">date</span></em>, <em class="sig-param"><span class="n">date_part</span></em>, <em class="sig-param"><span class="n">mask</span><span class="o">=</span><span class="default_value">''</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/common.html#strip_datepart"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.common.strip_datepart" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</div>
<div class="section" id="module-pyFTS.models.seasonal.msfts">
<span id="pyfts-models-seasonal-msfts-module"></span><h2>pyFTS.models.seasonal.msfts module<a class="headerlink" href="#module-pyFTS.models.seasonal.msfts" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.msfts.</code><code class="sig-name descname">MultiSeasonalFTS</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">name</span></em>, <em class="sig-param"><span class="n">indexer</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/models/seasonal/msfts.html#MultiSeasonalFTS"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.msfts.MultiSeasonalFTS" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.models.seasonal.sfts.SeasonalFTS" title="pyFTS.models.seasonal.sfts.SeasonalFTS"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.models.seasonal.sfts.SeasonalFTS</span></code></a></p>
<p>Multi-Seasonal Fuzzy Time Series</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS.forecast">
<code class="sig-name descname">forecast</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</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/models/seasonal/msfts.html#MultiSeasonalFTS.forecast"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.msfts.MultiSeasonalFTS.forecast" title="Permalink to this definition"></a></dt>
<dd><p>Point forecast one step ahead</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</p></li>
<li><p><strong>kwargs</strong> – model specific parameters</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>a list with the forecasted values</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS.forecast_ahead">
<code class="sig-name descname">forecast_ahead</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">steps</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/models/seasonal/msfts.html#MultiSeasonalFTS.forecast_ahead"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.msfts.MultiSeasonalFTS.forecast_ahead" title="Permalink to this definition"></a></dt>
<dd><p>Point forecast from 1 to H steps ahead, where H is given by the steps parameter</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</p></li>
<li><p><strong>steps</strong> – the number of steps ahead to forecast (default: 1)</p></li>
<li><p><strong>start_at</strong> – in the multi step forecasting, the index of the data where to start forecasting (default: 0)</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>a list with the forecasted values</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS.generate_flrg">
<code class="sig-name descname">generate_flrg</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">flrs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/msfts.html#MultiSeasonalFTS.generate_flrg"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.msfts.MultiSeasonalFTS.generate_flrg" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS.train">
<code class="sig-name descname">train</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</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/models/seasonal/msfts.html#MultiSeasonalFTS.train"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.msfts.MultiSeasonalFTS.train" title="Permalink to this definition"></a></dt>
<dd><p>Method specific parameter fitting</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – training time series data</p></li>
<li><p><strong>kwargs</strong> – Method specific parameters</p></li>
</ul>
</dd>
</dl>
</dd></dl>
</dd></dl>
</div>
<div class="section" id="module-pyFTS.models.seasonal.partitioner">
<span id="pyfts-models-seasonal-partitioner-module"></span><h2>pyFTS.models.seasonal.partitioner module<a class="headerlink" href="#module-pyFTS.models.seasonal.partitioner" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.partitioner.</code><code class="sig-name descname">TimeGridPartitioner</code><span class="sig-paren">(</span><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/models/seasonal/partitioner.html#TimeGridPartitioner"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.partitioner.TimeGridPartitioner" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner" title="pyFTS.partitioners.partitioner.Partitioner"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.partitioners.partitioner.Partitioner</span></code></a></p>
<p>Even Length DateTime Grid Partitioner</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner.build">
<code class="sig-name descname">build</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/partitioner.html#TimeGridPartitioner.build"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.partitioner.TimeGridPartitioner.build" title="Permalink to this definition"></a></dt>
<dd><p>Perform the partitioning of the Universe of Discourse</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>data</strong> – training data</p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p></p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner.build_index">
<code class="sig-name descname">build_index</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/partitioner.html#TimeGridPartitioner.build_index"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.partitioner.TimeGridPartitioner.build_index" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner.extractor">
<code class="sig-name descname">extractor</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">x</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/partitioner.html#TimeGridPartitioner.extractor"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.partitioner.TimeGridPartitioner.extractor" title="Permalink to this definition"></a></dt>
<dd><p>Extract a single primitive type from an structured instance</p>
</dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner.mask">
<code class="sig-name descname">mask</code><a class="headerlink" href="#pyFTS.models.seasonal.partitioner.TimeGridPartitioner.mask" title="Permalink to this definition"></a></dt>
<dd><p>A string with datetime formating mask</p>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner.plot">
<code class="sig-name descname">plot</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">ax</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/partitioner.html#TimeGridPartitioner.plot"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.partitioner.TimeGridPartitioner.plot" title="Permalink to this definition"></a></dt>
<dd><p>Plot the
:param ax:
:return:</p>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner.search">
<code class="sig-name descname">search</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</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/models/seasonal/partitioner.html#TimeGridPartitioner.search"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.partitioner.TimeGridPartitioner.search" title="Permalink to this definition"></a></dt>
<dd><p>Perform a search for the nearest fuzzy sets of the point ‘data’. This function were designed to work with several
overlapped fuzzy sets.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – the value to search for the nearest fuzzy sets</p></li>
<li><p><strong>type</strong> – the return type: ‘index’ for the fuzzy set indexes or ‘name’ for fuzzy set names.</p></li>
<li><p><strong>results</strong> – the number of nearest fuzzy sets to return</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>a list with the nearest fuzzy sets</p>
</dd>
</dl>
</dd></dl>
<dl class="py attribute">
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner.season">
<code class="sig-name descname">season</code><a class="headerlink" href="#pyFTS.models.seasonal.partitioner.TimeGridPartitioner.season" title="Permalink to this definition"></a></dt>
<dd><p>Seasonality, a pyFTS.models.seasonal.common.DateTime object</p>
</dd></dl>
</dd></dl>
</div>
<div class="section" id="module-pyFTS.models.seasonal.sfts">
<span id="pyfts-models-seasonal-sfts-module"></span><h2>pyFTS.models.seasonal.sfts module<a class="headerlink" href="#module-pyFTS.models.seasonal.sfts" title="Permalink to this headline"></a></h2>
<p>Simple First Order Seasonal Fuzzy Time Series implementation of Song (1999) based of Conventional FTS by Chen (1996)</p>
<ol class="upperalpha simple" start="17">
<li><p>Song, “Seasonal forecasting in fuzzy time series,” Fuzzy sets Syst., vol. 107, pp. 235–236, 1999.</p></li>
</ol>
<p>S.-M. Chen, “Forecasting enrollments based on fuzzy time series,” Fuzzy Sets Syst., vol. 81, no. 3, pp. 311–319, 1996.</p>
<dl class="py class">
<dt id="pyFTS.models.seasonal.sfts.SeasonalFLRG">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.sfts.</code><code class="sig-name descname">SeasonalFLRG</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">seasonality</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/sfts.html#SeasonalFLRG"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.sfts.SeasonalFLRG" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="pyFTS.common.html#pyFTS.common.flrg.FLRG" title="pyFTS.common.flrg.FLRG"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.flrg.FLRG</span></code></a></p>
<p>First Order Seasonal Fuzzy Logical Relationship Group</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.sfts.SeasonalFLRG.append_rhs">
<code class="sig-name descname">append_rhs</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">c</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/models/seasonal/sfts.html#SeasonalFLRG.append_rhs"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.sfts.SeasonalFLRG.append_rhs" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.sfts.SeasonalFLRG.get_key">
<code class="sig-name descname">get_key</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/sfts.html#SeasonalFLRG.get_key"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.sfts.SeasonalFLRG.get_key" title="Permalink to this definition"></a></dt>
<dd><p>Returns a unique identifier for this FLRG</p>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.models.seasonal.sfts.</code><code class="sig-name descname">SeasonalFTS</code><span class="sig-paren">(</span><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/models/seasonal/sfts.html#SeasonalFTS"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.sfts.SeasonalFTS" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="pyFTS.common.html#pyFTS.common.fts.FTS" title="pyFTS.common.fts.FTS"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.fts.FTS</span></code></a></p>
<p>First Order Seasonal Fuzzy Time Series</p>
<dl class="py method">
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS.forecast">
<code class="sig-name descname">forecast</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</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/models/seasonal/sfts.html#SeasonalFTS.forecast"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.sfts.SeasonalFTS.forecast" title="Permalink to this definition"></a></dt>
<dd><p>Point forecast one step ahead</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</p></li>
<li><p><strong>kwargs</strong> – model specific parameters</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>a list with the forecasted values</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS.generate_flrg">
<code class="sig-name descname">generate_flrg</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">flrs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/sfts.html#SeasonalFTS.generate_flrg"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.sfts.SeasonalFTS.generate_flrg" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS.get_midpoints">
<code class="sig-name descname">get_midpoints</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">flrg</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/sfts.html#SeasonalFTS.get_midpoints"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.sfts.SeasonalFTS.get_midpoints" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS.train">
<code class="sig-name descname">train</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</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/models/seasonal/sfts.html#SeasonalFTS.train"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.sfts.SeasonalFTS.train" title="Permalink to this definition"></a></dt>
<dd><p>Method specific parameter fitting</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – training time series data</p></li>
<li><p><strong>kwargs</strong> – Method specific parameters</p></li>
</ul>
</dd>
</dl>
</dd></dl>
</dd></dl>
</div>
<div class="section" id="module-pyFTS.models.seasonal">
<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-pyFTS.models.seasonal" title="Permalink to this headline"></a></h2>
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<h3><a href="index.html">Table of Contents</a></h3>
<ul>
<li><a class="reference internal" href="#">pyFTS.models.seasonal package</a><ul>
<li><a class="reference internal" href="#submodules">Submodules</a></li>
<li><a class="reference internal" href="#module-pyFTS.models.seasonal.SeasonalIndexer">pyFTS.models.seasonal.SeasonalIndexer module</a></li>
<li><a class="reference internal" href="#module-pyFTS.models.seasonal.cmsfts">pyFTS.models.seasonal.cmsfts module</a></li>
<li><a class="reference internal" href="#module-pyFTS.models.seasonal.common">pyFTS.models.seasonal.common module</a></li>
<li><a class="reference internal" href="#module-pyFTS.models.seasonal.msfts">pyFTS.models.seasonal.msfts module</a></li>
<li><a class="reference internal" href="#module-pyFTS.models.seasonal.partitioner">pyFTS.models.seasonal.partitioner module</a></li>
<li><a class="reference internal" href="#module-pyFTS.models.seasonal.sfts">pyFTS.models.seasonal.sfts module</a></li>
<li><a class="reference internal" href="#module-pyFTS.models.seasonal">Module contents</a></li>
</ul>
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