<!doctype html> <html xmlns="http://www.w3.org/1999/xhtml"> <head> <meta http-equiv="X-UA-Compatible" content="IE=Edge" /> <meta http-equiv="Content-Type" content="text/html; charset=utf-8" /><script type="text/javascript"> var _gaq = _gaq || []; _gaq.push(['_setAccount', 'UA-55120145-3']); _gaq.push(['_trackPageview']); (function() { var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true; ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js'; var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s); })(); </script> <title>pyFTS.models.seasonal.SeasonalIndexer — pyFTS 1.2.3 documentation</title> <link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" /> <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" /> <script type="text/javascript" src="../../../../_static/documentation_options.js"></script> <script type="text/javascript" src="../../../../_static/jquery.js"></script> <script type="text/javascript" src="../../../../_static/underscore.js"></script> <script type="text/javascript" src="../../../../_static/doctools.js"></script> <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> <script type="text/javascript" src="../../../../_static/bizstyle.js"></script> <link rel="index" title="Index" href="../../../../genindex.html" /> <link rel="search" title="Search" href="../../../../search.html" /> <meta name="viewport" content="width=device-width,initial-scale=1.0"> <!--[if lt IE 9]> <script type="text/javascript" src="_static/css3-mediaqueries.js"></script> <![endif]--> </head><body> <div class="related" role="navigation" aria-label="related navigation"> <h3>Navigation</h3> <ul> <li class="right" style="margin-right: 10px"> <a href="../../../../genindex.html" title="General Index" accesskey="I">index</a></li> <li class="right" > <a href="../../../../py-modindex.html" title="Python Module Index" >modules</a> |</li> <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li> <li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li> </ul> </div> <div class="sphinxsidebar" role="navigation" aria-label="main navigation"> <div class="sphinxsidebarwrapper"> <p class="logo"><a href="../../../../index.html"> <img class="logo" src="../../../../_static/logo_heading2.png" alt="Logo"/> </a></p> <div id="searchbox" style="display: none" role="search"> <h3>Quick search</h3> <div class="searchformwrapper"> <form class="search" action="../../../../search.html" method="get"> <input type="text" name="q" /> <input type="submit" value="Go" /> <input type="hidden" name="check_keywords" value="yes" /> <input type="hidden" name="area" value="default" /> </form> </div> </div> <script type="text/javascript">$('#searchbox').show(0);</script> </div> </div> <div class="document"> <div class="documentwrapper"> <div class="bodywrapper"> <div class="body" role="main"> <h1>Source code for pyFTS.models.seasonal.SeasonalIndexer</h1><div class="highlight"><pre> <span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> <span class="kn">from</span> <span class="nn">pyFTS.models.seasonal</span> <span class="k">import</span> <span class="n">common</span> <div class="viewcode-block" id="SeasonalIndexer"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer">[docs]</a><span class="k">class</span> <span class="nc">SeasonalIndexer</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span> <span class="sd">"""</span> <span class="sd"> Seasonal Indexer. Responsible to find the seasonal index of a data point inside its data set</span> <span class="sd"> """</span> <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">num_seasons</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_seasons</span> <span class="o">=</span> <span class="n">num_seasons</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"name"</span><span class="p">,</span><span class="s2">""</span><span class="p">)</span> <div class="viewcode-block" id="SeasonalIndexer.get_season_of_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_season_of_data">[docs]</a> <span class="k">def</span> <span class="nf">get_season_of_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">data</span><span class="p">):</span> <span class="k">pass</span></div> <div class="viewcode-block" id="SeasonalIndexer.get_season_by_index"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_season_by_index">[docs]</a> <span class="k">def</span> <span class="nf">get_season_by_index</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">inde</span><span class="p">):</span> <span class="k">pass</span></div> <div class="viewcode-block" id="SeasonalIndexer.get_data_by_season"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_data_by_season">[docs]</a> <span class="k">def</span> <span class="nf">get_data_by_season</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">indexes</span><span class="p">):</span> <span class="k">pass</span></div> <div class="viewcode-block" id="SeasonalIndexer.get_index_by_season"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_index_by_season">[docs]</a> <span class="k">def</span> <span class="nf">get_index_by_season</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">indexes</span><span class="p">):</span> <span class="k">pass</span></div> <div class="viewcode-block" id="SeasonalIndexer.get_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_data">[docs]</a> <span class="k">def</span> <span class="nf">get_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span> <span class="k">pass</span></div> <div class="viewcode-block" id="SeasonalIndexer.get_index"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.SeasonalIndexer.get_index">[docs]</a> <span class="k">def</span> <span class="nf">get_index</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span> <span class="k">pass</span></div></div> <div class="viewcode-block" id="LinearSeasonalIndexer"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer">[docs]</a><span class="k">class</span> <span class="nc">LinearSeasonalIndexer</span><span class="p">(</span><span class="n">SeasonalIndexer</span><span class="p">):</span> <span class="sd">"""Use the data array/list position to index the seasonality """</span> <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">seasons</span><span class="p">,</span> <span class="n">units</span><span class="p">,</span> <span class="n">ignore</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> <span class="sd">"""</span> <span class="sd"> Indexer for array/list position</span> <span class="sd"> :param seasons: A list with the season group (i.e: 7 for week, 30 for month, etc)</span> <span class="sd"> :param units: A list with the units used for each season group, the default is 1 for each</span> <span class="sd"> :param ignore:</span> <span class="sd"> :param kwargs:</span> <span class="sd"> """</span> <span class="nb">super</span><span class="p">(</span><span class="n">LinearSeasonalIndexer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">seasons</span><span class="p">),</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span> <span class="o">=</span> <span class="n">seasons</span> <span class="bp">self</span><span class="o">.</span><span class="n">units</span> <span class="o">=</span> <span class="n">units</span> <span class="bp">self</span><span class="o">.</span><span class="n">ignore</span> <span class="o">=</span> <span class="n">ignore</span> <div class="viewcode-block" id="LinearSeasonalIndexer.get_season_of_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_season_of_data">[docs]</a> <span class="k">def</span> <span class="nf">get_season_of_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">data</span><span class="p">):</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_season_by_index</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">))</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span></div> <div class="viewcode-block" id="LinearSeasonalIndexer.get_season_by_index"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_season_by_index">[docs]</a> <span class="k">def</span> <span class="nf">get_season_by_index</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span> <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">index</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)):</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_seasons</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span> <span class="n">season</span> <span class="o">=</span> <span class="p">(</span><span class="n">index</span> <span class="o">//</span> <span class="bp">self</span><span class="o">.</span><span class="n">units</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">else</span><span class="p">:</span> <span class="n">season</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">seasonality</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> <span class="n">tmp</span> <span class="o">=</span> <span class="p">(</span><span class="n">index</span> <span class="o">//</span> <span class="bp">self</span><span class="o">.</span><span class="n">units</span><span class="p">[</span><span class="n">ct</span><span class="p">])</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">ignore</span><span class="p">[</span><span class="n">ct</span><span class="p">]:</span> <span class="n">season</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span> <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">season</span><span class="p">)</span> <span class="k">else</span><span class="p">:</span> <span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="n">index</span><span class="p">:</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_seasons</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span> <span class="n">season</span> <span class="o">=</span> <span class="p">(</span><span class="n">ix</span> <span class="o">//</span> <span class="bp">self</span><span class="o">.</span><span class="n">units</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">else</span><span class="p">:</span> <span class="n">season</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">seasonality</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> <span class="n">tmp</span> <span class="o">=</span> <span class="p">(</span><span class="n">ix</span> <span class="o">//</span> <span class="bp">self</span><span class="o">.</span><span class="n">units</span><span class="p">[</span><span class="n">ct</span><span class="p">])</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">ignore</span><span class="p">[</span><span class="n">ct</span><span class="p">]:</span> <span class="n">season</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span> <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">season</span><span class="p">)</span> <span class="k">return</span> <span class="n">ret</span></div> <div class="viewcode-block" id="LinearSeasonalIndexer.get_index_by_season"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_index_by_season">[docs]</a> <span class="k">def</span> <span class="nf">get_index_by_season</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">indexes</span><span class="p">):</span> <span class="n">ix</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span> <span class="k">for</span> <span class="n">count</span><span class="p">,</span><span class="n">season</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">):</span> <span class="n">ix</span> <span class="o">+=</span> <span class="n">season</span><span class="o">*</span><span class="p">(</span><span class="n">indexes</span><span class="p">[</span><span class="n">count</span><span class="p">])</span> <span class="c1">#ix += indexes[-1]</span> <span class="k">return</span> <span class="n">ix</span></div> <div class="viewcode-block" id="LinearSeasonalIndexer.get_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer.get_data">[docs]</a> <span class="k">def</span> <span class="nf">get_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span> <span class="k">return</span> <span class="n">data</span></div></div> <div class="viewcode-block" id="DataFrameSeasonalIndexer"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer">[docs]</a><span class="k">class</span> <span class="nc">DataFrameSeasonalIndexer</span><span class="p">(</span><span class="n">SeasonalIndexer</span><span class="p">):</span> <span class="sd">"""Use the Pandas.DataFrame index position to index the seasonality """</span> <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">index_fields</span><span class="p">,</span><span class="n">index_seasons</span><span class="p">,</span> <span class="n">data_field</span><span class="p">,</span><span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> <span class="sd">"""</span> <span class="sd"> :param index_fields: DataFrame field to use as index</span> <span class="sd"> :param index_seasons: A list with the season group, i. e., multiples of positions that are considered a season (i.e: 7 for week, 30 for month, etc)</span> <span class="sd"> :param data_fields: DataFrame field to use as data</span> <span class="sd"> :param kwargs:</span> <span class="sd"> """</span> <span class="nb">super</span><span class="p">(</span><span class="n">DataFrameSeasonalIndexer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">index_seasons</span><span class="p">),</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">fields</span> <span class="o">=</span> <span class="n">index_fields</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span> <span class="o">=</span> <span class="n">index_seasons</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_field</span> <span class="o">=</span> <span class="n">data_field</span> <div class="viewcode-block" id="DataFrameSeasonalIndexer.get_season_of_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_season_of_data">[docs]</a> <span class="k">def</span> <span class="nf">get_season_of_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">data</span><span class="p">):</span> <span class="c1">#data = data.copy()</span> <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">index</span><span class="p">:</span> <span class="n">season</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">c</span><span class="p">,</span> <span class="n">f</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fields</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="n">c</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> <span class="n">season</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">f</span><span class="p">][</span><span class="n">ix</span><span class="p">])</span> <span class="k">else</span><span class="p">:</span> <span class="n">a</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">f</span><span class="p">][</span><span class="n">ix</span><span class="p">]</span> <span class="n">season</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">a</span> <span class="o">//</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="n">c</span><span class="p">])</span> <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">season</span><span class="p">)</span> <span class="k">return</span> <span class="n">ret</span></div> <div class="viewcode-block" id="DataFrameSeasonalIndexer.get_season_by_index"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_season_by_index">[docs]</a> <span class="k">def</span> <span class="nf">get_season_by_index</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">index</span><span class="p">):</span> <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">"Operation not available!"</span><span class="p">)</span></div> <div class="viewcode-block" id="DataFrameSeasonalIndexer.get_data_by_season"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_data_by_season">[docs]</a> <span class="k">def</span> <span class="nf">get_data_by_season</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">indexes</span><span class="p">):</span> <span class="k">for</span> <span class="n">season</span> <span class="ow">in</span> <span class="n">indexes</span><span class="p">:</span> <span class="k">for</span> <span class="n">c</span><span class="p">,</span> <span class="n">f</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fields</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="n">c</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> <span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="n">f</span><span class="p">]</span><span class="o">==</span> <span class="n">season</span><span class="p">[</span><span class="n">c</span><span class="p">]]</span> <span class="k">else</span><span class="p">:</span> <span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[(</span><span class="n">data</span><span class="p">[</span><span class="n">f</span><span class="p">]</span> <span class="o">//</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="n">c</span><span class="p">])</span> <span class="o">==</span> <span class="n">season</span><span class="p">[</span><span class="n">c</span><span class="p">]]</span> <span class="k">return</span> <span class="n">data</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">data_field</span><span class="p">]</span></div> <div class="viewcode-block" id="DataFrameSeasonalIndexer.get_index_by_season"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_index_by_season">[docs]</a> <span class="k">def</span> <span class="nf">get_index_by_season</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">indexes</span><span class="p">):</span> <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">"Operation not available!"</span><span class="p">)</span></div> <div class="viewcode-block" id="DataFrameSeasonalIndexer.get_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.get_data">[docs]</a> <span class="k">def</span> <span class="nf">get_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span> <span class="k">return</span> <span class="n">data</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">data_field</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span></div> <div class="viewcode-block" id="DataFrameSeasonalIndexer.set_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer.set_data">[docs]</a> <span class="k">def</span> <span class="nf">set_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="bp">self</span><span class="o">.</span><span class="n">data_field</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</span> <span class="k">return</span> <span class="n">data</span></div></div> <div class="viewcode-block" id="DateTimeSeasonalIndexer"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer">[docs]</a><span class="k">class</span> <span class="nc">DateTimeSeasonalIndexer</span><span class="p">(</span><span class="n">SeasonalIndexer</span><span class="p">):</span> <span class="sd">"""Use a Pandas.DataFrame date field to index the seasonality """</span> <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">date_field</span><span class="p">,</span> <span class="n">index_fields</span><span class="p">,</span> <span class="n">index_seasons</span><span class="p">,</span> <span class="n">data_field</span><span class="p">,</span><span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> <span class="sd">"""</span> <span class="sd"> :param date_field: DataFrame field that contains the datetime field used on index</span> <span class="sd"> :param index_fields: List with commom.DataTime fields</span> <span class="sd"> :param index_seasons: Multiples of index_fields, the default is 1</span> <span class="sd"> :param data_field: DataFrame field with the time series data</span> <span class="sd"> :param kwargs:</span> <span class="sd"> """</span> <span class="nb">super</span><span class="p">(</span><span class="n">DateTimeSeasonalIndexer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">index_seasons</span><span class="p">),</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">fields</span> <span class="o">=</span> <span class="n">index_fields</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span> <span class="o">=</span> <span class="n">index_seasons</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_field</span> <span class="o">=</span> <span class="n">data_field</span> <span class="bp">self</span><span class="o">.</span><span class="n">date_field</span> <span class="o">=</span> <span class="n">date_field</span> <div class="viewcode-block" id="DateTimeSeasonalIndexer.get_season_of_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_season_of_data">[docs]</a> <span class="k">def</span> <span class="nf">get_season_of_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span> <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span> <span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">index</span><span class="p">:</span> <span class="n">date</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">date_field</span><span class="p">][</span><span class="n">ix</span><span class="p">]</span> <span class="n">season</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">c</span><span class="p">,</span> <span class="n">f</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fields</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> <span class="n">tmp</span> <span class="o">=</span> <span class="n">common</span><span class="o">.</span><span class="n">strip_datepart</span><span class="p">(</span><span class="n">date</span><span class="p">,</span> <span class="n">f</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="n">c</span><span class="p">]</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> <span class="n">tmp</span> <span class="o">=</span> <span class="n">tmp</span> <span class="o">//</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="n">c</span><span class="p">]</span> <span class="n">season</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span> <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">season</span><span class="p">)</span> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">):</span> <span class="n">date</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">date_field</span><span class="p">]</span> <span class="n">season</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">for</span> <span class="n">c</span><span class="p">,</span> <span class="n">f</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fields</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> <span class="n">season</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">common</span><span class="o">.</span><span class="n">strip_datepart</span><span class="p">(</span><span class="n">date</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">seasons</span><span class="p">[</span><span class="n">c</span><span class="p">]))</span> <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">season</span><span class="p">)</span> <span class="k">return</span> <span class="n">ret</span></div> <div class="viewcode-block" id="DateTimeSeasonalIndexer.get_season_by_index"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_season_by_index">[docs]</a> <span class="k">def</span> <span class="nf">get_season_by_index</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span> <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">"Operation not available!"</span><span class="p">)</span></div> <div class="viewcode-block" id="DateTimeSeasonalIndexer.get_data_by_season"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_data_by_season">[docs]</a> <span class="k">def</span> <span class="nf">get_data_by_season</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">indexes</span><span class="p">):</span> <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">"Operation not available!"</span><span class="p">)</span></div> <div class="viewcode-block" id="DateTimeSeasonalIndexer.get_index_by_season"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_index_by_season">[docs]</a> <span class="k">def</span> <span class="nf">get_index_by_season</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">indexes</span><span class="p">):</span> <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">"Operation not available!"</span><span class="p">)</span></div> <div class="viewcode-block" id="DateTimeSeasonalIndexer.get_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_data">[docs]</a> <span class="k">def</span> <span class="nf">get_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span> <span class="k">return</span> <span class="n">data</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">data_field</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span></div> <div class="viewcode-block" id="DateTimeSeasonalIndexer.get_index"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.get_index">[docs]</a> <span class="k">def</span> <span class="nf">get_index</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span> <span class="k">return</span> <span class="n">data</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">date_field</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">)</span> <span class="k">else</span> <span class="n">data</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">date_field</span><span class="p">]</span></div> <div class="viewcode-block" id="DateTimeSeasonalIndexer.set_data"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer.set_data">[docs]</a> <span class="k">def</span> <span class="nf">set_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">"Operation not available!"</span><span class="p">)</span></div></div> </pre></div> </div> </div> </div> <div class="clearer"></div> </div> <div class="related" role="navigation" aria-label="related navigation"> <h3>Navigation</h3> <ul> <li class="right" style="margin-right: 10px"> <a href="../../../../genindex.html" title="General Index" >index</a></li> <li class="right" > <a href="../../../../py-modindex.html" title="Python Module Index" >modules</a> |</li> <li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li> <li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li> </ul> </div> <div class="footer" 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