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<h1>Source code for audpsychometric.core.datasets</h1><div class="highlight"><pre> | ||
<span></span><span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"read_dataset"</span><span class="p">,</span> <span class="s2">"list_dataset"</span><span class="p">]</span> | ||
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<span class="kn">import</span> <span class="nn">os</span> | ||
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<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> | ||
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<span class="n">data_directory</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">realpath</span><span class="p">(</span><span class="vm">__file__</span><span class="p">))</span> | ||
<span class="n">dataset_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_directory</span><span class="p">,</span> <span class="s2">"datasets.csv"</span><span class="p">)</span> | ||
<span class="n">data_sets</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">dataset_path</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">","</span><span class="p">)</span> | ||
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<div class="viewcode-block" id="read_dataset"><a class="viewcode-back" href="../../../api/audpsychometric.read_dataset.html#audpsychometric.read_dataset">[docs]</a><span class="k">def</span> <span class="nf">read_dataset</span><span class="p">(</span><span class="n">data_set_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">:</span> | ||
<span class="w"> </span><span class="sa">r</span><span class="sd">"""Read dataset identified by name.</span> | ||
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<span class="sd"> retrieves a test dataset from within the package.</span> | ||
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<span class="sd"> Args:</span> | ||
<span class="sd"> data_set_name(str): dataset name</span> | ||
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<span class="sd"> Returns:</span> | ||
<span class="sd"> dataframe containing dataset</span> | ||
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<span class="sd"> Examples:</span> | ||
<span class="sd"> >>> df = read_dataset("wine")</span> | ||
<span class="sd"> >>> df.head()</span> | ||
<span class="sd"> Wine Judge Scores</span> | ||
<span class="sd"> 0 1 A 1</span> | ||
<span class="sd"> 1 2 A 1</span> | ||
<span class="sd"> 2 3 A 3</span> | ||
<span class="sd"> 3 4 A 6</span> | ||
<span class="sd"> 4 5 A 6</span> | ||
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<span class="sd"> """</span> | ||
<span class="n">ds</span> <span class="o">=</span> <span class="n">data_sets</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">data_sets</span><span class="p">[</span><span class="s2">"dataset"</span><span class="p">]</span> <span class="o">==</span> <span class="n">data_set_name</span><span class="p">]</span> | ||
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<span class="n">fname</span> <span class="o">=</span> <span class="n">ds</span><span class="p">[</span><span class="s2">"fname"</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> | ||
<span class="n">fpath</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_directory</span><span class="p">,</span> <span class="n">fname</span><span class="p">)</span> | ||
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">fpath</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">","</span><span class="p">)</span> | ||
<span class="k">return</span> <span class="n">df</span></div> | ||
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<div class="viewcode-block" id="list_datasets"><a class="viewcode-back" href="../../../api/audpsychometric.list_datasets.html#audpsychometric.list_datasets">[docs]</a><span class="k">def</span> <span class="nf">list_datasets</span><span class="p">():</span> | ||
<span class="w"> </span><span class="sa">r</span><span class="sd">"""List tests datasets available in package.</span> | ||
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<span class="sd"> Returns:</span> | ||
<span class="sd"> dataframe listing available datasets</span> | ||
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<span class="sd"> Examples:</span> | ||
<span class="sd"> >>> list_datasets()</span> | ||
<span class="sd"> fname ... description</span> | ||
<span class="sd"> dataset ...</span> | ||
<span class="sd"> statology statology.csv ... icc sample from web page</span> | ||
<span class="sd"> hallgren-table5 Hallgren-Table-05.csv ... icc table from publication</span> | ||
<span class="sd"> hallgren-table3 Hallgren-Table-03.csv ... kappa table from publication</span> | ||
<span class="sd"> HolzingerSwineford1939 HolzingerSwineford1939.csv ... lavaan</span> | ||
<span class="sd"> Shrout_Fleiss Shrout_Fleiss_1979.csv ... Dataset from paper</span> | ||
<span class="sd"> wine wine.csv ... online source</span> | ||
<span class="sd"> <BLANKLINE></span> | ||
<span class="sd"> [6 rows x 4 columns]</span> | ||
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<span class="sd"> """</span> <span class="c1"># noqa: E501</span> | ||
<span class="n">df_data_sets</span> <span class="o">=</span> <span class="n">data_sets</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">"dataset"</span><span class="p">)</span> | ||
<span class="k">return</span> <span class="n">df_data_sets</span></div> | ||
</pre></div> | ||
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