diff --git a/docs/README-en.md b/docs/README-en.md
index d77d5a71..18753b8f 100644
--- a/docs/README-en.md
+++ b/docs/README-en.md
@@ -14,10 +14,9 @@ Various technologies are used in boilerplate that interact with each other to ob
 
 ![](https://user-images.githubusercontent.com/8556291/57933140-d8d66b80-7892-11e9-8d58-a7eda60b099b.png)
 
-
 The user interacts with Boilerplate via RocketChat or Telegram, which sends the messages to the Rasa NLU via
 connectors, where it identifies the *intent*, and responds to the Rasa Core, according to *stories* and *actions*.
-The *models* used for the conversation were generated by the *trainer* module and then transferred to the bot, these
+The *models* used for the conversation were generated by the *trainer* module and then transferred to the bot; these
 models can be versioned and evolved between bots.
 Notebooks evaluate the operation according to the format of *intents* and *stories*.
 Elasticsearch collects data from the conversation and stores it for the analysis done by kibana, which generates charts for
@@ -25,10 +24,9 @@ evaluation of user conversations and boilerplate.
 
 ## Bot
 
-
 This script has been configured to build the generic images needed to run this environment.
 If your project uses this boilerplate and goes to perform continuous or similar integration, it is interesting
-create a repository for the images and replace the names of the "bot", "coach" and "requirements" their respective new images, for example "<organization>/bot" in a public repository.
+to create a repository for the images and replace the names of the "bot", "coach" and "requirements" their respective new images, for example "<organization>/bot" in a public repository.
 
 ### RocketChat
 
@@ -38,8 +36,7 @@ sudo docker-compose up -d rocketchat
 sudo docker-compose up bot
 ```
 
-
-For the virtual assistant to start the conversation you must create a `trigger`.
+For the virtual assistant to start the conversation, you must create a `trigger`.
 To do this, enter the rocketchat as `admin`, and go to the Livechat panel at
 In the Triggers section, click `New Trigger`. Fill in the Trigger as follows:
 
@@ -205,7 +202,7 @@ Part of the technical documentation for the Tais framework is
 [repository wiki](https://github.com/lappis-unb/tais/wiki). If you can not find your answer, open an issue
 with a `duvida` tag that we will try to respond to as quickly as possible.
 
-If you have any questions regarding Rasa, please see the telegramm group [Telegram Rasa Stack Brasil](https://t.me/RasaBrasil),
+If you have any questions regarding Rasa, please see the Telegram group [Telegram Rasa Stack Brasil](https://t.me/RasaBrasil),
 we're there to help too.
 
 See more contact information on our website: https://lappis.rocks