diff --git a/docs/source/_static/cc_escrow_execute_abort.png b/docs/source/_static/cc_escrow_execute_abort.png
index 2d4a98e1..54800943 100644
Binary files a/docs/source/_static/cc_escrow_execute_abort.png and b/docs/source/_static/cc_escrow_execute_abort.png differ
diff --git a/docs/source/python-server-api-examples.md b/docs/source/python-server-api-examples.md
index 36f9716b..d2534bb2 100644
--- a/docs/source/python-server-api-examples.md
+++ b/docs/source/python-server-api-examples.md
@@ -129,7 +129,9 @@ The locking script is refered to as a `condition` and a corresponding `fulfillme
 
 Since a transaction can have multiple outputs with each its own (crypto)condition, each transaction input should also refer to the condition index `cid`.
 
-![BigchainDB transactions connecting fulfillments with conditions](./_static/tx_single_condition_single_fulfillment_v1.png)
+<p align="center">
+  <img width="70%" height="70%" src ="./_static/tx_single_condition_single_fulfillment_v1.png" />
+</p>
 
 
 ```python
@@ -379,7 +381,9 @@ With BigchainDB it is possible to send multiple assets to someone in a single tr
 
 The transaction will create a `fulfillment` - `condition` pair for each input, which can be refered to by `fid` and `cid` respectively.
 
-![BigchainDB transactions connecting multiple fulfillments with multiple conditions](./_static/tx_multi_condition_multi_fulfillment_v1.png)
+<p align="center">
+  <img width="70%" height="70%" src ="./_static/tx_multi_condition_multi_fulfillment_v1.png" />
+</p>
 
 ```python
 # Create some assets for bulk transfer
@@ -1011,7 +1015,9 @@ BigchainDB and cryptoconditions provides escrow out-of-the-box, without the need
 
 A threshold condition is used to represent the escrow, since BigchainDB transactions cannot have a _pending_ state.
 
-![BigchainDB escrow conditions and fulfillments](./_static/tx_escrow_execute_abort.png)
+<p align="center">
+  <img width="70%" height="70%" src ="./_static/tx_escrow_execute_abort.png" />
+</p>
 
 The logic for switching between `execute` and `abort` conditions is conceptually simple:
 
@@ -1026,7 +1032,9 @@ else:
 
 The above switch can be implemented as follows using threshold cryptoconditions:
 
-![Cryptoconditions escrow conditions and fulfillments](./_static/cc_escrow_execute_abort.png)
+<p align="center">
+  <img width="100%" height="100%" src ="./_static/cc_escrow_execute_abort.png" />
+</p>
 
 The small circle on the threshold conditions denotes an inversion of the fulfillment: