diff --git a/docs/main/introduction/di_in_python.rst b/docs/main/introduction/di_in_python.rst
index 0efb1be7..c0f3f0e9 100644
--- a/docs/main/introduction/di_in_python.rst
+++ b/docs/main/introduction/di_in_python.rst
@@ -1,6 +1,9 @@
 Dependency injection and inversion of control in Python
 -------------------------------------------------------
 
+History
+~~~~~~~
+
 Originally, dependency injection pattern got popular in languages with static 
 typing, like Java. Dependency injection framework can 
 significantly improve flexibility of the language with static typing. Also,
@@ -14,6 +17,9 @@ for Java. Also there is a meaning that dependency injection framework is
 something that Python developer would not ever need, cause dependency injection
 could be implemented easily using language fundamentals.
 
+Discussion
+~~~~~~~~~~
+
 It is true. 
 
 Partly.
@@ -75,6 +81,9 @@ Main design purposes of using inversion of control are:
   instead rely on contracts.
 + To prevent side effects when replacing a module.
 
+Example
+~~~~~~~
+
 Let's go through next example:
 
 .. literalinclude:: ../../../examples/ioc_demo/car_engine_1.py
diff --git a/docs/main/introduction/structure.rst b/docs/main/introduction/structure.rst
index d9a55f72..99fff8fd 100644
--- a/docs/main/introduction/structure.rst
+++ b/docs/main/introduction/structure.rst
@@ -8,35 +8,37 @@ interaction between each other.
     :width: 100%
     :align: center
 
-There are 3 main entities:
-
-.. glossary::
-
-    Providers
-        Providers are strategies of accesing objects. For example, 
-        :py:class:`dependency_injector.providers.Factory` creates new instance 
-        of provided class every time it is called. 
-        :py:class:`dependency_injector.providers.Singleton` creates provided 
-        instance once and returns it on every next call. Providers could be 
-        injected into each other. Providers could be overridden by another 
-        providers. Base class is - 
-        :py:class:`dependency_injector.providers.Provider`.
-
-    Injections
-        Injections are instructions for making dependency injections 
-        (there are several ways how they could be done). Injections are used 
-        mostly by :py:class:`dependency_injector.providers.Factory` and 
-        :py:class:`dependency_injector.providers.Singleton` providers, but 
-        these are not only cases. Base class is - 
-        :py:class:`dependency_injector.injections.Injection`.
-
-    Catalogs 
-        Catalogs are collections of providers. They are used for grouping 
-        of providers by some principles. Base class is - 
-        :py:class:`dependency_injector.catalogs.DeclarativeCatalog`.
-
-Some general principles about *Dependency Injector* entities:
+There are 3 main entities: providers, injections and catalogs.
 
 + All of the entities could be used in composition with each other or 
   separatelly.
 + Each of the entities could be extended via specialization.
+
+Providers
+~~~~~~~~~
+
+Providers are strategies of accesing objects. For example, 
+:py:class:`dependency_injector.providers.Factory` creates new instance 
+of provided class every time it is called. 
+:py:class:`dependency_injector.providers.Singleton` creates provided 
+instance once and returns it on every next call. Providers could be 
+injected into each other. Providers could be overridden by another 
+providers. Base class is - 
+:py:class:`dependency_injector.providers.Provider`.
+
+Injections
+~~~~~~~~~~
+
+Injections are instructions for making dependency injections 
+(there are several ways how they could be done). Injections are used 
+mostly by :py:class:`dependency_injector.providers.Factory` and 
+:py:class:`dependency_injector.providers.Singleton` providers, but 
+these are not only cases. Base class is - 
+:py:class:`dependency_injector.injections.Injection`.
+
+Catalogs 
+~~~~~~~~~
+
+Catalogs are collections of providers. They are used for grouping 
+of providers by some principles. Base class is - 
+:py:class:`dependency_injector.catalogs.DeclarativeCatalog`.
diff --git a/examples/di_demo/di_example.py b/examples/di_demo/di_example.py
index 75224b7b..211ed658 100644
--- a/examples/di_demo/di_example.py
+++ b/examples/di_demo/di_example.py
@@ -8,9 +8,7 @@ class Components(catalogs.DeclarativeCatalog):
     """Components catalog."""
 
     service = providers.Factory(Service)
-
-    client = providers.Factory(Client,
-                               service=service)
+    client = providers.Factory(Client, service=service)
 
 
 if __name__ == '__main__':