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<h1 class="title toc-ignore">Diagnostic Plots for <code>BH</code>-friendly, <span class="math inline">\(\hat{\pi}_0\)</span>-hostile Correlated <span class="math inline">\(N(0, 1)\)</span> Scores</h1>
<h4 class="author"><em>Lei Sun</em></h4>
<h4 class="date"><em>2017-04-22</em></h4>
</div>
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<p><strong>Last updated:</strong> 2017-11-07</p>
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<p><strong>Code version:</strong> 2c05d59</p>
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<p>We take a look at those data sets where <code>BH</code> gives no (false) discoveries at FDR <span class="math inline">\(\alpha = 0.05\)</span>, and at the same time <code>ASH</code> estimates <span class="math inline">\(\hat\pi_0 \leq 0.1\)</span>. For each data set, <span class="math inline">\(z\)</span> scores, <span class="math inline">\(p\)</span> values, and diagnostic <span class="math inline">\(\hat F_j\)</span> are plotted.</p>
<pre class="r"><code>library(ashr)
z = read.table("../output/z_null_liver_777.txt")
p = read.table("../output/p_null_liver_777.txt")
pihat0 = as.numeric(unlist(read.table("../output/pihat0_z_null_liver_777.txt")))
fd.bh = as.numeric(unlist(read.table("../output/fd.bh.0.05_null_liver_777.txt")))</code></pre>
<pre><code>N0. 1 : Data Set 33 ; Number of False Discoveries: 0 ; pihat0 = 0.01048871</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-1.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-2.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-3.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-4.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-5.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-6.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 2 : Data Set 537 ; Number of False Discoveries: 0 ; pihat0 = 0.01174394</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-7.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-8.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-9.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-10.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-11.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-12.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 3 : Data Set 693 ; Number of False Discoveries: 0 ; pihat0 = 0.01296388</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-13.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-14.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-15.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-16.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-17.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-18.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 4 : Data Set 885 ; Number of False Discoveries: 0 ; pihat0 = 0.01285109</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-19.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-20.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-21.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-22.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-23.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-24.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 5 : Data Set 705 ; Number of False Discoveries: 0 ; pihat0 = 0.03966321</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-25.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-26.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-27.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-28.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-29.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-30.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 6 : Data Set 40 ; Number of False Discoveries: 0 ; pihat0 = 0.04225311</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-31.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-32.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-33.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-34.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-35.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-36.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 7 : Data Set 338 ; Number of False Discoveries: 0 ; pihat0 = 0.01832042</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-37.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-38.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-39.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-40.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-41.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-42.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 8 : Data Set 379 ; Number of False Discoveries: 0 ; pihat0 = 0.03824364</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-43.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-44.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-45.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-46.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-47.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-48.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 9 : Data Set 649 ; Number of False Discoveries: 0 ; pihat0 = 0.02077128</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-49.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-50.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-51.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-52.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-53.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-54.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 10 : Data Set 627 ; Number of False Discoveries: 0 ; pihat0 = 0.02034137</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-55.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-56.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-57.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-58.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-59.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-60.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 11 : Data Set 133 ; Number of False Discoveries: 0 ; pihat0 = 0.04729238</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-61.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-62.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-63.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-64.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-65.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-66.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 12 : Data Set 915 ; Number of False Discoveries: 0 ; pihat0 = 0.03371413</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-67.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-68.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-69.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-70.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-71.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-72.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 13 : Data Set 999 ; Number of False Discoveries: 0 ; pihat0 = 0.04802764</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-73.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-74.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-75.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-76.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-77.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-78.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 14 : Data Set 182 ; Number of False Discoveries: 0 ; pihat0 = 0.04835373</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-79.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-80.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-81.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-82.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-83.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-84.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 15 : Data Set 511 ; Number of False Discoveries: 0 ; pihat0 = 0.04832825</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-85.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-86.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-87.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-88.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-89.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-90.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 16 : Data Set 937 ; Number of False Discoveries: 0 ; pihat0 = 0.04736585</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-91.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-92.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-93.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-94.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-95.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-96.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 17 : Data Set 495 ; Number of False Discoveries: 0 ; pihat0 = 0.04841265</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-97.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-98.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-99.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-100.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-101.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-102.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 18 : Data Set 41 ; Number of False Discoveries: 0 ; pihat0 = 0.03013827</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-103.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-104.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-105.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-106.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-107.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-108.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 19 : Data Set 3 ; Number of False Discoveries: 0 ; pihat0 = 0.04912382</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-109.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-110.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-111.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-112.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-113.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-114.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 20 : Data Set 907 ; Number of False Discoveries: 0 ; pihat0 = 0.03578098</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-115.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-116.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-117.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-118.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-119.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-120.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 21 : Data Set 809 ; Number of False Discoveries: 0 ; pihat0 = 0.03198968</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-121.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-122.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-123.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-124.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-125.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-126.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 22 : Data Set 404 ; Number of False Discoveries: 0 ; pihat0 = 0.01757131</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-127.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-128.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-129.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-130.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-131.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-132.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 23 : Data Set 800 ; Number of False Discoveries: 0 ; pihat0 = 0.0352261</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-133.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-134.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-135.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-136.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-137.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-138.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 24 : Data Set 562 ; Number of False Discoveries: 0 ; pihat0 = 0.05014307</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-139.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-140.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-141.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-142.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-143.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-144.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 25 : Data Set 893 ; Number of False Discoveries: 0 ; pihat0 = 0.0422105</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-145.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-146.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-147.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-148.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-149.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-150.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 26 : Data Set 780 ; Number of False Discoveries: 0 ; pihat0 = 0.05197813</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-151.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-152.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-153.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-154.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-155.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-156.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 27 : Data Set 538 ; Number of False Discoveries: 0 ; pihat0 = 0.04976013</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-157.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-158.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-159.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-160.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-161.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-162.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 28 : Data Set 324 ; Number of False Discoveries: 0 ; pihat0 = 0.04925775</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-163.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-164.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-165.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-166.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-167.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-168.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 29 : Data Set 176 ; Number of False Discoveries: 0 ; pihat0 = 0.03005686</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-169.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-170.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-171.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-172.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-173.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-174.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 30 : Data Set 972 ; Number of False Discoveries: 0 ; pihat0 = 0.06009152</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-175.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-176.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-177.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-178.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-179.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-180.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 31 : Data Set 644 ; Number of False Discoveries: 0 ; pihat0 = 0.06256917</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-181.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-182.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-183.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-184.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-185.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-186.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 32 : Data Set 977 ; Number of False Discoveries: 0 ; pihat0 = 0.06351771</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-187.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-188.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-189.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-190.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-191.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-192.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 33 : Data Set 467 ; Number of False Discoveries: 0 ; pihat0 = 0.0513426</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-193.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-194.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-195.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-196.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-197.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-198.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 34 : Data Set 857 ; Number of False Discoveries: 0 ; pihat0 = 0.07138568</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-199.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-200.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-201.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-202.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-203.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-204.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 35 : Data Set 976 ; Number of False Discoveries: 0 ; pihat0 = 0.06447058</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-205.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-206.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-207.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-208.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-209.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-210.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 36 : Data Set 968 ; Number of False Discoveries: 0 ; pihat0 = 0.05946434</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-211.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-212.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-213.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-214.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-215.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-216.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 37 : Data Set 942 ; Number of False Discoveries: 0 ; pihat0 = 0.02694257</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-217.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-218.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-219.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-220.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-221.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-222.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 38 : Data Set 402 ; Number of False Discoveries: 0 ; pihat0 = 0.07096583</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-223.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-224.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-225.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-226.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-227.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-228.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 39 : Data Set 341 ; Number of False Discoveries: 0 ; pihat0 = 0.04295436</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-229.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-230.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-231.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-232.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-233.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-234.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 40 : Data Set 411 ; Number of False Discoveries: 0 ; pihat0 = 0.05617472</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-235.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-236.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-237.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-238.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-239.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-240.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 41 : Data Set 484 ; Number of False Discoveries: 0 ; pihat0 = 0.03296313</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-241.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-242.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-243.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-244.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-245.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-246.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 42 : Data Set 476 ; Number of False Discoveries: 0 ; pihat0 = 0.06738787</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-247.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-248.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-249.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-250.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-251.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-252.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 43 : Data Set 407 ; Number of False Discoveries: 0 ; pihat0 = 0.02274312</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-253.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-254.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-255.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-256.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-257.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-258.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 44 : Data Set 871 ; Number of False Discoveries: 0 ; pihat0 = 0.07502045</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-259.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-260.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-261.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-262.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-263.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-264.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 45 : Data Set 638 ; Number of False Discoveries: 0 ; pihat0 = 0.05038079</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-265.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-266.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-267.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-268.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-269.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-270.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 46 : Data Set 232 ; Number of False Discoveries: 0 ; pihat0 = 0.07981507</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-271.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-272.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-273.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-274.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-275.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-276.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 47 : Data Set 349 ; Number of False Discoveries: 0 ; pihat0 = 0.08685835</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-277.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-278.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-279.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-280.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-281.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-282.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 48 : Data Set 985 ; Number of False Discoveries: 0 ; pihat0 = 0.04389071</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-283.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-284.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-285.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-286.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-287.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-288.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 49 : Data Set 259 ; Number of False Discoveries: 0 ; pihat0 = 0.06952575</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-289.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-290.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-291.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-292.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-293.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-294.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 50 : Data Set 452 ; Number of False Discoveries: 0 ; pihat0 = 0.04829788</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-295.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-296.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-297.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-298.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-299.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-300.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 51 : Data Set 268 ; Number of False Discoveries: 0 ; pihat0 = 0.07180346</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-301.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-302.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-303.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-304.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-305.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-306.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 52 : Data Set 526 ; Number of False Discoveries: 0 ; pihat0 = 0.06426254</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-307.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-308.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-309.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-310.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-311.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-312.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 53 : Data Set 685 ; Number of False Discoveries: 0 ; pihat0 = 0.04238147</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-313.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-314.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-315.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-316.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-317.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-318.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 54 : Data Set 499 ; Number of False Discoveries: 0 ; pihat0 = 0.07477045</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-319.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-320.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-321.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-322.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-323.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-324.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 55 : Data Set 982 ; Number of False Discoveries: 0 ; pihat0 = 0.04228667</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-325.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-326.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-327.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-328.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-329.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-330.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 56 : Data Set 582 ; Number of False Discoveries: 0 ; pihat0 = 0.08703327</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-331.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-332.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-333.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-334.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-335.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-336.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 57 : Data Set 953 ; Number of False Discoveries: 0 ; pihat0 = 0.06148864</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-337.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-338.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-339.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-340.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-341.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-342.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 58 : Data Set 811 ; Number of False Discoveries: 0 ; pihat0 = 0.06374408</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-343.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-344.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-345.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-346.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-347.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-348.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 59 : Data Set 231 ; Number of False Discoveries: 0 ; pihat0 = 0.1099259</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-349.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-350.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-351.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-352.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-353.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-354.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 60 : Data Set 781 ; Number of False Discoveries: 0 ; pihat0 = 0.04563832</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-355.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-356.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-357.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-358.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-359.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-360.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 61 : Data Set 853 ; Number of False Discoveries: 0 ; pihat0 = 0.07850494</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-361.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-362.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-363.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-364.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-365.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-366.png" width="672" style="display: block; margin: auto;" /></p>
<pre><code>N0. 62 : Data Set 868 ; Number of False Discoveries: 0 ; pihat0 = 0.1153411</code></pre>
<p><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-367.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-368.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-369.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-370.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-371.png" width="672" style="display: block; margin: auto;" /><img src="figure/diagnostic_correlated_z_2.rmd/unnamed-chunk-4-372.png" width="672" style="display: block; margin: auto;" /></p>
<div id="session-information" class="section level2">
<h2>Session information</h2>
<!-- Insert the session information into the document -->
<pre class="r"><code>sessionInfo()</code></pre>
<pre><code>R version 3.4.2 (2017-09-28)
Platform: x86_64-apple-darwin15.6.0 (64-bit)
Running under: macOS Sierra 10.12.6
Matrix products: default
BLAS: /Library/Frameworks/R.framework/Versions/3.4/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/3.4/Resources/lib/libRlapack.dylib
locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
attached base packages:
[1] stats graphics grDevices utils datasets methods base
loaded via a namespace (and not attached):
[1] compiler_3.4.2 backports_1.1.1 magrittr_1.5 rprojroot_1.2
[5] tools_3.4.2 htmltools_0.3.6 yaml_2.1.14 Rcpp_0.12.13
[9] stringi_1.1.5 rmarkdown_1.6 knitr_1.17 git2r_0.19.0
[13] stringr_1.2.0 digest_0.6.12 evaluate_0.10.1</code></pre>
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