diff --git a/_episodes/03-horizontalGeneTransfer-TDA.md b/_episodes/03-horizontalGeneTransfer-TDA.md
index 73291b7..d68a363 100644
--- a/_episodes/03-horizontalGeneTransfer-TDA.md
+++ b/_episodes/03-horizontalGeneTransfer-TDA.md
@@ -451,20 +451,38 @@ strains_names
> ## Exercise 3:
> Apply persistent homology and plot the persistence diagram and barcode,
-> The geometric representation of the simplicial complex for various levels of filtration.
+>
+>
+>
+> Which one is the correct answer?
+>
+> A)
+> ~~~
+> gd.plot_persistence_barcode(persistence3)
+> ~~~
+> {: .language-python}
+> B)
+> ~~~
+> gd.plot_persistence_diagram(persistence3, legend=True)
+> ~~~
+> {: .language-python}
+>
+> C)
> ~~~
> gd.plot_persistence_barcode(persistence3, legend=True)
> ~~~
> {: .language-python}
->
->
->
->>
->> something
+>> C)
+>> ~~~
+>> gd.plot_persistence_barcode(persistence3, legend=True)
+>> ~~~
+>> {: .language-python}
> {: .solution}
{: .challenge}
-> ## Exercise 4: Are the _S_agalaciae_ resistome product of vertical inheritance
+> ## Exercise 4: Are the _S_agalaciae_ resistome product of vertical inheritance?
+> Based on visualization of the simplicial complex at time 270.
+> Which evolutionary processes may be involved in _S. agalactiae_ resistome?
> ~~~
> visualize_simplicial_complex(simplex_tree3,270,strains_names)
> ~~~
@@ -474,17 +492,11 @@ strains_names
>
>
>>
->> There is a 1-holes in the barcode diagram, so there is preliminary evidence, that this resistome was not aquired only vy vertical inheritance
+>> There is a 1-holes in the barcode diagram, so there is preliminary evidence that this resistome was not acquired only vy vertical inheritance
>> .
> {: .solution}
{: .challenge}
-> ## Exercise 4:
->
->>
->> something
-> {: .solution}
-{: .challenge}
By employing TDA and persistent homology, we gain a powerful lens through
which to observe and understand the impact of HGT on bacterial genomes.