Update README.md

README.md

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 ### Dataset Summary
 
-In an effort to democratize research on low-resource languages, we release UzCrawl dataset, a web and telegram crawl corpus consisting of materials from nearly 1.2 million unique sources in Uzbek Language. 
+In an effort to democratize research on low-resource languages, we release UzCrawl dataset, a web and telegram crawl corpus consisting of materials from nearly 1.2 million unique sources in the Uzbek Language. 
 
 Please refer to our [blogpost](https://tahrirchi.uz/grammatika-tekshiruvi) and paper (Coming soon!) for further details.
 
@@ -152,7 +152,7 @@ Please cite this model using the following format:
 
 ## Gratitude
 
-We are thankfull for these awesome organizations and people for help to make it happen:
+We are thankful to these awesome organizations and people for helping to make it happen:
 
  - [Asadbek Kiyomov](https://www.linkedin.com/in/asadbey): for his works on the beginning of the project.
  - [Ilya Gusev](https://github.com/IlyaGusev/): for his advise throughout the process 
@@ -160,6 +160,6 @@ We are thankfull for these awesome organizations and people for help to make it
 
 ## Contacts
 
-We believe that this work will inspire all enthusiasts around the world to open the hidden beauty of low resource languages, in particular of Uzbek. 
+We believe that this work will inspire all enthusiasts around the world to open the hidden beauty of low-resource languages, in particular of Uzbek. 
 
 For further development and issues about the dataset, please use m.mamasaidov@tahrirchi.uz or a.shopolatov@tahrirchi.uz to contact.