diff --git a/Tutorial_HTM_2016.Rmd b/Tutorial_HTM_2016.Rmd
index 1cc2c892cf06036e57b78d37ff18c1efa5610e95..f39355cc012270b565b3247d526eed3127bc3121 100755
--- a/Tutorial_HTM_2016.Rmd
+++ b/Tutorial_HTM_2016.Rmd
@@ -294,7 +294,7 @@ loadings_gg <- loadings %>%
   
 ggplot(loadings_gg, aes(x = class, y = loading, fill = class)) +
       facet_wrap( ~ comp) +
-      geom_bar(stat = "identity") +
+      geom_bar(stat = "identity", position = "identity") +
       theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
       scale_fill_brewer(type = "qual", palette = "Set3") 
 
diff --git a/Tutorial_HTM_2016.html b/Tutorial_HTM_2016.html
index 83ef80b6d2a8c1d7afb083888f21bebb1f0be478..65030af217934c2348b7a2da207a4cd52f328f0c 100644
--- a/Tutorial_HTM_2016.html
+++ b/Tutorial_HTM_2016.html
@@ -294,10 +294,9 @@ loadings_gg &lt;-<span class="st"> </span>loadings %&gt;%
   
 <span class="kw">ggplot</span>(loadings_gg, <span class="kw">aes</span>(<span class="dt">x =</span> class, <span class="dt">y =</span> loading, <span class="dt">fill =</span> class)) +
 <span class="st">      </span><span class="kw">facet_wrap</span>( ~<span class="st"> </span>comp) +
-<span class="st">      </span><span class="kw">geom_bar</span>(<span class="dt">stat =</span> <span class="st">&quot;identity&quot;</span>) +
+<span class="st">      </span><span class="kw">geom_bar</span>(<span class="dt">stat =</span> <span class="st">&quot;identity&quot;</span>, <span class="dt">position =</span> <span class="st">&quot;identity&quot;</span>) +
 <span class="st">      </span><span class="kw">theme</span>(<span class="dt">axis.text.x =</span> <span class="kw">element_text</span>(<span class="dt">angle =</span> <span class="dv">45</span>, <span class="dt">hjust =</span> <span class="dv">1</span>)) +
 <span class="st">      </span><span class="kw">scale_fill_brewer</span>(<span class="dt">type =</span> <span class="st">&quot;qual&quot;</span>, <span class="dt">palette =</span> <span class="st">&quot;Set3&quot;</span>) </code></pre></div>
-<pre><code>   Warning: Stacking not well defined when ymin != 0</code></pre>
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/></p>
 <p>We can see that e.g. the “inter” and the “map /prometa” classes as well as the “apo” class are important for PC1. The map and prometa classes combined define cells that are in mitotic delay / arrest, while the interphase class defines a control category.</p>
 <p>So a possible explanation for PC1 would be that it separates wells with cells in mitotic arrest/delay (or apoptotic cells) from control wells with many cells in the interphase phase. (c.f. Figure 1 of <span class="citation">Neumann et al. (2010)</span>).</p>