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<h1>Source code for api.dtype</h1><div class="highlight"><pre> | ||
<div class="viewcode-block" id="dtype"><a class="viewcode-back" href="../../api/dtype.html#api.dtype.dtype">[docs]</a><span></span><span class="k">class</span> <span class="nc">dtype</span><span class="p">:</span> | ||
<span class="sd">"""</span> | ||
<span class="sd"> Definitions of all data types currently supported. Dtypes currently supported include:</span> | ||
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<span class="sd"> - **Numerical**: Data that should be represented in the form of a number. Currently ``integer``, ``float``, and ``quantity`` are supported.</span> | ||
<span class="sd"> - **Categorical**: Data that represents a class or label and is discrete. Currently ``binary``, ``categorical``, and ``tags`` are supported.</span> | ||
<span class="sd"> - **Date/Time**: Time-series data that is temporal/sequential. Currently ``date``, and ``datetime`` are supported.</span> | ||
<span class="sd"> - **Text**: Data that can be considered as language information. Currently ``short_text``, and ``rich_text`` are supported. Short text has a small vocabulary (~ 100 words) and is generally a limited number of characters. Rich text is anything with greater complexity.</span> | ||
<span class="sd"> - **Complex**: Data types that require custom techniques. Currently ``audio``, ``video`` and ``image`` are available, but highly experimental.</span> | ||
<span class="sd"> - **Array**: Data in the form of a sequence where order must be preserved. Currently ``array`` is the supported type.</span> | ||
<span class="sd"> - **Miscellaneous**: Miscellaneous data descriptors include ``empty``, an explicitly unknown value versus ``invalid``, a data type not currently supported.</span> | ||
<span class="sd"> </span> | ||
<span class="sd"> Custom data types may be implemented here as a flag for subsequent treatment and processing. You are welcome to include your own definitions, so long as they do not override the existing type names (alternatively, if you do, please edit subsequent parts of the preprocessing pipeline to correctly indicate how you want to deal with these data types).</span> | ||
<span class="sd"> """</span> <span class="c1"># noqa</span> | ||
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<span class="c1"># Numerical type data</span> | ||
<span class="n">integer</span> <span class="o">=</span> <span class="s2">"integer"</span> | ||
<span class="nb">float</span> <span class="o">=</span> <span class="s2">"float"</span> | ||
<span class="n">quantity</span> <span class="o">=</span> <span class="s2">"quantity"</span> | ||
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<span class="c1"># Categorical type data</span> | ||
<span class="n">binary</span> <span class="o">=</span> <span class="s2">"binary"</span> | ||
<span class="n">categorical</span> <span class="o">=</span> <span class="s2">"categorical"</span> | ||
<span class="n">tags</span> <span class="o">=</span> <span class="s2">"tags"</span> | ||
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<span class="c1"># Dates and Times (time-series)</span> | ||
<span class="n">date</span> <span class="o">=</span> <span class="s2">"date"</span> | ||
<span class="n">datetime</span> <span class="o">=</span> <span class="s2">"datetime"</span> | ||
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<span class="c1"># Text</span> | ||
<span class="n">short_text</span> <span class="o">=</span> <span class="s2">"short_text"</span> | ||
<span class="n">rich_text</span> <span class="o">=</span> <span class="s2">"rich_text"</span> | ||
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<span class="c1"># Complex Data types</span> | ||
<span class="n">image</span> <span class="o">=</span> <span class="s2">"image"</span> | ||
<span class="n">audio</span> <span class="o">=</span> <span class="s2">"audio"</span> | ||
<span class="n">video</span> <span class="o">=</span> <span class="s2">"video"</span> | ||
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<span class="c1"># Series/Sequences</span> | ||
<span class="n">array</span> <span class="o">=</span> <span class="s2">"array"</span> | ||
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<span class="c1"># Misc (Unk/NaNs)</span> | ||
<span class="n">empty</span> <span class="o">=</span> <span class="s2">"empty"</span> | ||
<span class="n">invalid</span> <span class="o">=</span> <span class="s2">"invalid"</span></div> | ||
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