+
+ Our analysis suggests that diplomatic attention in UN speeches is
+ unevenly distributed across countries. A smaller number of countries
+ appear much more frequently in international discourse, while many
+ others are mentioned less often. In the network, countries such as
+ the United States, China, and Russia stand out as especially visible
+ actors, which suggests that global political attention is
+ concentrated around a limited set of highly prominent states.
+
+
+ The country level graphs also show that diplomatic attention is
+ directional rather than balanced. Some countries appear to direct
+ attention broadly toward many others, while some are more prominent
+ as targets of discussion. For example, the United States appears as
+ a country with broad outgoing attention, while China and Russia also
+ emerge as major targets of incoming attention from other countries.
+ This shows that centrality in the network can reflect different
+ roles: a country may be highly active in talking about others,
+ highly visible as a topic of discussion, or both.
+
+
+ Another important pattern is that international political discourse
+ is not purely positive or purely negative. The sentiment based
+ graphs suggest that the same country can receive both supportive and
+ critical references depending on who is speaking and in what
+ context. This is especially visible for countries like the United
+ States, China, and Russia, which appear in a mix of positive and
+ negative relationships rather than fitting into a single simple
+ category. This highlights the complexity of diplomatic language,
+ where cooperation, criticism, and strategic concern can exist at the
+ same time.
+
+
+
+ The filtered graphs also make it easier to compare large, globally
+ central actors with smaller or more selective ones. For example, the
+ Vatican appears much less densely connected than countries such as
+ the United States, China, or Russia. This suggests a more selective
+ pattern of diplomatic attention, where some actors are present in
+ the network but do not occupy the same broad, central role as major
+ geopolitical powers.
+
+
+ Taken together, these findings suggest that UN speeches reveal more
+ than isolated political statements. They reflect a larger structure
+ of global diplomatic attention in which a small number of countries
+ occupy especially central positions, while others appear in more
+ limited or specialized ways. By combining mention frequency with
+ positive and negative framing, the network provides a more nuanced
+ picture of how countries are represented in international discourse.
+
+