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kwinkunks committed Sep 28, 2023
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2 changes: 1 addition & 1 deletion .buildinfo
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# Sphinx build info version 1
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32 changes: 16 additions & 16 deletions _notebooks/Basic_usage.html
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<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="🚩 Using redflag with sklearn" href="Using_redflag_with_sklearn.html" /><link rel="prev" title="🚩 Installation" href="../installation.html" />

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<title>🚩 Basic usage - redflag documentation</title>
<title>🚩 Basic usage</title>
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<a href="../index.html"><div class="brand">redflag documentation</div></a>
<a href="../index.html"><div class="brand">redflag</div></a>
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<p>By default it uses an <a class="reference external" href="https://scikit-learn.org/stable/modules/outlier_detection.html#isolation-forest"><strong>isolation forest</strong></a> to detect the outliers at the 99% confidence level, but you can also opt to use <strong>local outlier factor</strong>, <strong>elliptic envelope</strong>, or <strong>Mahalanobis distance</strong>, setting the confidence level to choose how many outliers you will see, or (equivalently) setting the <code class="docutils literal notranslate"><span class="pre">threshold</span></code> to the number of standard deviations away from the mean you regard as signal.</p>
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<p>This truncated normal distribution has no outliers (there are only about 60, compared to the 100 we expect at this confidence level of 99% on this dataset of 10,000 records).</p>
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