diff --git a/Docker/README.md b/Docker/README.md
index e11b3a4..8812ffa 100644
--- a/Docker/README.md
+++ b/Docker/README.md
@@ -16,17 +16,17 @@ The httpd server image is based on a CentOS 7 image on which an httpd server and
 
 ## Architecture
 
-![Docker Architecture of Mattermost-LDAP and interraction with Mattermost](docker-mattermostldap.png "Docker Architecture of Mattermost-LDAP and interraction with Mattermost")
+![Docker Architecture of Mattermost-LDAP and interraction with Mattermost](https://github.com/Crivaledaz/Mattermost-LDAP/blob/master/Docker/mattermostldap-docker.png)
 
 The Oauth container exposes port 80 and Postgres container port 5432. The user interacts with the Oauth server and the tokens generated by it are stored in the database. In addition, when a user logs in, his ID is stored with a unique ID. This behavior is necessary for authentication with Mattermost. The figure above illustrates interraction between Oauth server, Postgres database and Mattermost. 
 
 ## Image Build
 
 Firstly, install `docker-ce` on your host server :
-	- For CentOS/RHEL : https://docs.docker.com/install/linux/docker-ce/centos/
-	- For Fedora : https://docs.docker.com/install/linux/docker-ce/fedora/
-	- For Debian : https://docs.docker.com/install/linux/docker-ce/debian/
-	- For Ubuntu : https://docs.docker.com/install/linux/docker-ce/ubuntu/
+- For CentOS/RHEL : https://docs.docker.com/install/linux/docker-ce/centos/
+- For Fedora : https://docs.docker.com/install/linux/docker-ce/fedora/
+- For Debian : https://docs.docker.com/install/linux/docker-ce/debian/
+- For Ubuntu : https://docs.docker.com/install/linux/docker-ce/ubuntu/
 
 
 Then, clone this repository on your host and go in `Docker` directory :
@@ -62,19 +62,19 @@ Some image parameters can be changed, by specifying the desired parameters in co
 | ldap_bind_pass        | The password associated to the service account to allow LDAP search   |                          |
 
 
-### Base de données
-| Paramètre  | Description                                                          | Défaut             |
+### Database
+| Parameter  | Description                                                          | Default value      |
 |------------|----------------------------------------------------------------------|--------------------|
 | db_host    | Hostname or IP address of the Postgres container (database)          | 127.0.0.1          |
 | db_port    | The port of your database to connect                                 | 5432               |
 | db_type    | Database type to adapt PDO. Should be pgsql for Postgres container   | pgsql              |
-| db_user    | User who manages oauth database                              		| oauth              |
-| db_pass    | User's password to manage oauth database                 			| oauth_secure-pass  |
-| db_name    | Database name for oauth server                             			| oauth_db           |
+| db_user    | User who manages oauth database                                      | oauth              |
+| db_pass    | User's password to manage oauth database                 	    | oauth_secure-pass  |
+| db_name    | Database name for oauth server                             	    | oauth_db           |
 
 
 ### Client
-| Paramètre       | Description                                                        | Valeur par défaut                                    |
+| Parameter       | Description                                                        | Default value                                   |
 |-----------------|--------------------------------------------------------------------|------------------------------------------------------|
 | client_id       | Token client ID shared with mattermost                             | 123456789                                            |
 | client_secret   | Token client Secret shared with mattermost                         | 987654321                                            |
@@ -108,6 +108,11 @@ In addition, the mattermostldap-postgres container stores database entries in a
 docker run -d mattermostldap-postgres --name database --volume /data/mattermostldap-postgres:/var/lib/postgresql/data
 ```
 
+To delete the database container, you can use :
+```
+docker rm database
+```
+
 ## Container mattermostldap-oauth
 
 Once built, the mattermostldap-oauth image can be used to build a container running the oauth server of the Mattermost-LDAP module. The image contains a default configuration specified in the configuration section. To run a container from the mattermostldap-oauth image:
@@ -120,8 +125,13 @@ To adapt the parameters of the image, youjust need to specify custom parameters
 docker run -d mattermostldap-oauth --name oauth -e ldap_host="ldap.company.com" -e ldap_port=389
 ```
 
+To delete the oauth container, you can use :
+```
+docker rm oauth
+```
+
 ## Improvement
 
 In order to allow a dynamic configuration of the mattermostldap-oauth and mattermostldap-postgres images, the choice has been made to pass the parameters by environmental variables to the container. However, this method exposes all user-defined settings to all processes in the container. As a result, passwords and security tokens are exposed throughout the container and can easily be recovered by any process running in the container, including a user shell.
 
-Unfortunately, this is the simplest method to avoid defining static parameters in the image, forcing a recompilation of the image each time a value is changed. While waiting for a more secure solution, it is highly recommended to secure access to the container.
\ No newline at end of file
+Unfortunately, this is the simplest method to avoid defining static parameters in the image, forcing a recompilation of the image each time a value is changed. While waiting for a more secure solution, it is highly recommended to secure access to the container.