.. _sphx_glr_api_gallery_statistics_multiple_testing:

Multiple testing
----------------

Bonferroni and Benjamini-Hochberg corrections for many simultaneous tests.


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    <div class="sphx-glr-thumbcontainer" tooltip="Runs 1000 one-sample t-tests, 100 of which have a real effect. With no correction, dozens of the &quot;discoveries&quot; are false; Bonferroni avoids false discoveries but misses most real effects; Benjamini-Hochberg keeps the fraction of false discoveries near the chosen 5% while finding far more of the real ones.">

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  :doc:`/api/gallery/statistics/multiple_testing/plot_01_false_discovery_rate`

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      <div class="sphx-glr-thumbnail-title">Benjamini-Hochberg and the false discovery rate</div>
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.. toctree::
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   /api/gallery/statistics/multiple_testing/plot_01_false_discovery_rate