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<div class="section" id="pyfts-models-seasonal-package">
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<h1>pyFTS.models.seasonal package<a class="headerlink" href="#pyfts-models-seasonal-package" title="Permalink to this headline">¶</a></h1>
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<div class="section" id="submodules">
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<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
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</div>
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<div class="section" id="module-pyFTS.models.seasonal.SeasonalIndexer">
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<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>
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<dl class="class">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer">
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<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.SeasonalIndexer.</code><code class="descname">DataFrameSeasonalIndexer</code><span class="sig-paren">(</span><em>index_fields</em>, <em>index_seasons</em>, <em>data_field</em>, <em>**kwargs</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>
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<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>
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<p>Use the Pandas.DataFrame index position to index the seasonality</p>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_data">
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<code class="descname">get_data</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_data_by_season">
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<code class="descname">get_data_by_season</code><span class="sig-paren">(</span><em>data</em>, <em>indexes</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_index_by_season">
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<code class="descname">get_index_by_season</code><span class="sig-paren">(</span><em>indexes</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_season_by_index">
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<code class="descname">get_season_by_index</code><span class="sig-paren">(</span><em>index</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_season_of_data">
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<code class="descname">get_season_of_data</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.set_data">
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<code class="descname">set_data</code><span class="sig-paren">(</span><em>data</em>, <em>value</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>
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<dd></dd></dl>
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</dd></dl>
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<dl class="class">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer">
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<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.SeasonalIndexer.</code><code class="descname">DateTimeSeasonalIndexer</code><span class="sig-paren">(</span><em>date_field</em>, <em>index_fields</em>, <em>index_seasons</em>, <em>data_field</em>, <em>**kwargs</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>
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<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>
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<p>Use a Pandas.DataFrame date field to index the seasonality</p>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_data">
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<code class="descname">get_data</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_data_by_season">
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<code class="descname">get_data_by_season</code><span class="sig-paren">(</span><em>data</em>, <em>indexes</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_index">
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<code class="descname">get_index</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_index_by_season">
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<code class="descname">get_index_by_season</code><span class="sig-paren">(</span><em>indexes</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_season_by_index">
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<code class="descname">get_season_by_index</code><span class="sig-paren">(</span><em>index</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_season_of_data">
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<code class="descname">get_season_of_data</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.set_data">
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<code class="descname">set_data</code><span class="sig-paren">(</span><em>data</em>, <em>value</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>
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<dd></dd></dl>
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</dd></dl>
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<dl class="class">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer">
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<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.SeasonalIndexer.</code><code class="descname">LinearSeasonalIndexer</code><span class="sig-paren">(</span><em>seasons</em>, <em>units</em>, <em>ignore=None</em>, <em>**kwargs</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>
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<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>
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<p>Use the data array/list position to index the seasonality</p>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_data">
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<code class="descname">get_data</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_index_by_season">
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<code class="descname">get_index_by_season</code><span class="sig-paren">(</span><em>indexes</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_season_by_index">
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<code class="descname">get_season_by_index</code><span class="sig-paren">(</span><em>index</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_season_of_data">
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<code class="descname">get_season_of_data</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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</dd></dl>
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<dl class="class">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer">
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<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.SeasonalIndexer.</code><code class="descname">SeasonalIndexer</code><span class="sig-paren">(</span><em>num_seasons</em>, <em>**kwargs</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>
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<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.7)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
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<p>Seasonal Indexer. Responsible to find the seasonal index of a data point inside its data set</p>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_data">
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<code class="descname">get_data</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_data_by_season">
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<code class="descname">get_data_by_season</code><span class="sig-paren">(</span><em>data</em>, <em>indexes</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_index">
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<code class="descname">get_index</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_index_by_season">
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<code class="descname">get_index_by_season</code><span class="sig-paren">(</span><em>indexes</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>
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<dd></dd></dl>
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||
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_season_by_index">
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<code class="descname">get_season_by_index</code><span class="sig-paren">(</span><em>inde</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>
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<dd></dd></dl>
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<dl class="method">
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<dt id="pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_season_of_data">
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<code class="descname">get_season_of_data</code><span class="sig-paren">(</span><em>data</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>
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<dd></dd></dl>
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</dd></dl>
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</div>
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<div class="section" id="module-pyFTS.models.seasonal.cmsfts">
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<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>
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<dl class="class">
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<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS">
|
||
<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.cmsfts.</code><code class="descname">ContextualMultiSeasonalFTS</code><span class="sig-paren">(</span><em>**kwargs</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="method">
|
||
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.forecast">
|
||
<code class="descname">forecast</code><span class="sig-paren">(</span><em>data</em>, <em>**kwargs</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>
|
||
<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 simple">
|
||
<li><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</li>
|
||
<li><strong>kwargs</strong> – model specific parameters</li>
|
||
</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 values</p>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
<dl class="method">
|
||
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.forecast_ahead">
|
||
<code class="descname">forecast_ahead</code><span class="sig-paren">(</span><em>data</em>, <em>steps</em>, <em>**kwargs</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 n steps ahead</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 simple">
|
||
<li><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</li>
|
||
<li><strong>steps</strong> – the number of steps ahead to forecast</li>
|
||
<li><strong>kwargs</strong> – model specific parameters</li>
|
||
</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 values</p>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
<dl class="method">
|
||
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.generate_flrg">
|
||
<code class="descname">generate_flrg</code><span class="sig-paren">(</span><em>flrs</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="method">
|
||
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.get_midpoints">
|
||
<code class="descname">get_midpoints</code><span class="sig-paren">(</span><em>flrg</em>, <em>data</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="method">
|
||
<dt id="pyFTS.models.seasonal.cmsfts.ContextualMultiSeasonalFTS.train">
|
||
<code class="descname">train</code><span class="sig-paren">(</span><em>data</em>, <em>**kwargs</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>
|
||
<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>data</strong> – training time series data</li>
|
||
<li><strong>kwargs</strong> – Method specific parameters</li>
|
||
</ul>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
</dd></dl>
|
||
|
||
<dl class="class">
|
||
<dt id="pyFTS.models.seasonal.cmsfts.ContextualSeasonalFLRG">
|
||
<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.cmsfts.</code><code class="descname">ContextualSeasonalFLRG</code><span class="sig-paren">(</span><em>seasonality</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="method">
|
||
<dt id="pyFTS.models.seasonal.cmsfts.ContextualSeasonalFLRG.append_rhs">
|
||
<code class="descname">append_rhs</code><span class="sig-paren">(</span><em>flr</em>, <em>**kwargs</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="class">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime">
|
||
<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.common.</code><code class="descname">DateTime</code><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 v3.7)"><code class="xref py py-class docutils literal notranslate"><span class="pre">enum.Enum</span></code></a></p>
|
||
<p>An enumeration.</p>
|
||
<dl class="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.day_of_month">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.day_of_week">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.day_of_year">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.hour">
|
||
<code class="descname">hour</code><em class="property"> = 6</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.hour" title="Permalink to this definition">¶</a></dt>
|
||
<dd></dd></dl>
|
||
|
||
<dl class="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.hour_of_day">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.hour_of_month">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.hour_of_week">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.hour_of_year">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_day">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_hour">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_month">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_week">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.minute_of_year">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.month">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.second">
|
||
<code class="descname">second</code><em class="property"> = 8</em><a class="headerlink" href="#pyFTS.models.seasonal.common.DateTime.second" title="Permalink to this definition">¶</a></dt>
|
||
<dd></dd></dl>
|
||
|
||
<dl class="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.second_of_day">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.second_of_hour">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.second_of_minute">
|
||
<code class="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="attribute">
|
||
<dt id="pyFTS.models.seasonal.common.DateTime.year">
|
||
<code class="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="class">
|
||
<dt id="pyFTS.models.seasonal.common.FuzzySet">
|
||
<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.common.</code><code class="descname">FuzzySet</code><span class="sig-paren">(</span><em>datepart</em>, <em>name</em>, <em>mf</em>, <em>parameters</em>, <em>centroid</em>, <em>alpha=1.0</em>, <em>**kwargs</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="method">
|
||
<dt id="pyFTS.models.seasonal.common.FuzzySet.membership">
|
||
<code class="descname">membership</code><span class="sig-paren">(</span><em>x</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/models/seasonal/common.html#FuzzySet.membership"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.models.seasonal.common.FuzzySet.membership" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Calculate the membership value of a given input</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>x</strong> – input value</td>
|
||
</tr>
|
||
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body">membership value of x at this fuzzy set</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
</dd></dl>
|
||
|
||
<dl class="function">
|
||
<dt id="pyFTS.models.seasonal.common.strip_datepart">
|
||
<code class="descclassname">pyFTS.models.seasonal.common.</code><code class="descname">strip_datepart</code><span class="sig-paren">(</span><em>date</em>, <em>date_part</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="class">
|
||
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS">
|
||
<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.msfts.</code><code class="descname">MultiSeasonalFTS</code><span class="sig-paren">(</span><em>name</em>, <em>indexer</em>, <em>**kwargs</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="method">
|
||
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS.forecast">
|
||
<code class="descname">forecast</code><span class="sig-paren">(</span><em>data</em>, <em>**kwargs</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>
|
||
<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 simple">
|
||
<li><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</li>
|
||
<li><strong>kwargs</strong> – model specific parameters</li>
|
||
</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 values</p>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
<dl class="method">
|
||
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS.forecast_ahead">
|
||
<code class="descname">forecast_ahead</code><span class="sig-paren">(</span><em>data</em>, <em>steps</em>, <em>**kwargs</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 n steps ahead</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 simple">
|
||
<li><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</li>
|
||
<li><strong>steps</strong> – the number of steps ahead to forecast</li>
|
||
<li><strong>kwargs</strong> – model specific parameters</li>
|
||
</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 values</p>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
<dl class="method">
|
||
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS.generate_flrg">
|
||
<code class="descname">generate_flrg</code><span class="sig-paren">(</span><em>flrs</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="method">
|
||
<dt id="pyFTS.models.seasonal.msfts.MultiSeasonalFTS.train">
|
||
<code class="descname">train</code><span class="sig-paren">(</span><em>data</em>, <em>**kwargs</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>
|
||
<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>data</strong> – training time series data</li>
|
||
<li><strong>kwargs</strong> – Method specific parameters</li>
|
||
</ul>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</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="class">
|
||
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner">
|
||
<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.partitioner.</code><code class="descname">TimeGridPartitioner</code><span class="sig-paren">(</span><em>**kwargs</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="method">
|
||
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner.build">
|
||
<code class="descname">build</code><span class="sig-paren">(</span><em>data</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>
|
||
<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>data</strong> – training data</td>
|
||
</tr>
|
||
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
<dl class="method">
|
||
<dt id="pyFTS.models.seasonal.partitioner.TimeGridPartitioner.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/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>
|
||
|
||
</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>Song, “Seasonal forecasting in fuzzy time series,” Fuzzy sets Syst., vol. 107, pp. 235–236, 1999.</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="class">
|
||
<dt id="pyFTS.models.seasonal.sfts.SeasonalFLRG">
|
||
<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.sfts.</code><code class="descname">SeasonalFLRG</code><span class="sig-paren">(</span><em>seasonality</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="method">
|
||
<dt id="pyFTS.models.seasonal.sfts.SeasonalFLRG.append_rhs">
|
||
<code class="descname">append_rhs</code><span class="sig-paren">(</span><em>c</em>, <em>**kwargs</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="method">
|
||
<dt id="pyFTS.models.seasonal.sfts.SeasonalFLRG.get_key">
|
||
<code class="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="class">
|
||
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS">
|
||
<em class="property">class </em><code class="descclassname">pyFTS.models.seasonal.sfts.</code><code class="descname">SeasonalFTS</code><span class="sig-paren">(</span><em>**kwargs</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="method">
|
||
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS.forecast">
|
||
<code class="descname">forecast</code><span class="sig-paren">(</span><em>data</em>, <em>**kwargs</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>
|
||
<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 simple">
|
||
<li><strong>data</strong> – time series data with the minimal length equal to the max_lag of the model</li>
|
||
<li><strong>kwargs</strong> – model specific parameters</li>
|
||
</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 values</p>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
<dl class="method">
|
||
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS.generate_flrg">
|
||
<code class="descname">generate_flrg</code><span class="sig-paren">(</span><em>flrs</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="method">
|
||
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS.get_midpoints">
|
||
<code class="descname">get_midpoints</code><span class="sig-paren">(</span><em>flrg</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="method">
|
||
<dt id="pyFTS.models.seasonal.sfts.SeasonalFTS.train">
|
||
<code class="descname">train</code><span class="sig-paren">(</span><em>data</em>, <em>**kwargs</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>
|
||
<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>data</strong> – training time series data</li>
|
||
<li><strong>kwargs</strong> – Method specific parameters</li>
|
||
</ul>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</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>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<div class="sphinxsidebar" role="navigation" aria-label="main navigation">
|
||
<div class="sphinxsidebarwrapper">
|
||
<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>
|
||
</li>
|
||
</ul>
|
||
<div class="relations">
|
||
<h3>Related Topics</h3>
|
||
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|
||
<li><a href="index.html">Documentation overview</a><ul>
|
||
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|
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|
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