Update 03-antiSMASHdb-MiBiG.md

agregé imagenes de lo outputs en la parte de python

_episodes/03-antiSMASHdb-MiBiG.md

@@ -110,6 +110,10 @@ data
 ~~~
 {: .language-python}
 
+<a href="{{ page.root }}/fig/21-08-24-chapter9-table.png">
+  <img src="{{ page.root }}/fig/21-08-24-chapter9-table.png" alt="a dataframe variable the content of the Streptococcus predicted BGC" />
+</a>
+
 Now, group the data by the variables Species and BGC type:  
 ~~~
 occurences = data.groupby(["Species", "BGC type"]).size().reset_index(name="Occurrences")
@@ -122,6 +126,10 @@ occurences
 ~~~
 {: .language-python}  
 
+<a href="{{ page.root }}/fig/21-08-24-chapter9-occurences.png">
+  <img src="{{ page.root }}fig/21-08-24-chapter9-occurences.png" alt="the content of the ocurrences grouped by species column" />
+</a>
+
 Let's see our first visualization of the BGC content on a heatmap.
 
 ~~~
@@ -132,6 +140,11 @@ plt.show()
 ~~~
 {: .language-python}  
 
+<a href="{{ page.root }}fig/21-08-24-chapter9-heatmap.png">
+  <img src="{{ page.root }}fig/21-08-24-chapter9-heatmap.png" alt="visualization of the BGC content on a heatmap." />
+</a>
+
+
 Now, let's restrict ourselves to _S. agalactiae_.
 
 ~~~
@@ -142,6 +155,10 @@ plt.show()
 ~~~
 {: .language-python}
 
+<a href="{{ page.root }}fig/21-08-24-chapter9.dotplot.png">
+  <img src="{{ page.root }}fig/21-08-24-chapter9.dotplot.png" alt="visualization of the BGC content of S. agalactiae. on a sctterplot" />
+</a>
+
 Finally, let's restrict ourselves to BGC predicted less than 200 times.
 
 ~~~
@@ -154,6 +171,10 @@ plt.show()
 ~~~
 {: .language-python}
 
+<a href="{{ page.root }}fig/21-08-24-chapter9.dotplot2.png">
+  <img src="{{ page.root }}fig/21-08-24-chapter9.dotplot2.png" alt="visualization of the BGC content on a scatterplot" />
+</a>
+
 ~~~
 filtered_pivot = filtered.pivot(index="BGC type", columns="Species", values="Occurrences")
 plt.figure(figsize=(8, 10))
@@ -162,3 +183,7 @@ plt.show()
 ~~~
 {: .language-python}
 
+<a href="{{ page.root }}fig/21-08-24-chapter9-pivot-filtered.png">
+  <img src="{{ page.root }}fig/21-08-24-chapter9-pivot-filtered.png" alt="filtered heatmap " />
+</a>
+