diff --git a/README.md b/README.md
index 83bd4c9..793216c 100644
--- a/README.md
+++ b/README.md
@@ -57,7 +57,7 @@ By default the MedCAT service will be running on port `5000`. MedCAT models will
 If you have a gpu and wish to use it, please change the `docker/docker-compose.yml` file, use the `cogstacksystems/medcat-service-gpu:latest` image or change the `build:` directive to build `../Dockerfile_gpu`.
 
 ### <span style="color:red">IMPORTANT !</span>
-If you wish to run this docker service manually, use the docker/docker-compose.yml file, execute `docker-compose up -d` whilst in the `docker` folder. 
+If you wish to run this docker service manually, use the docker/docker-compose.yml file, execute `docker compose up -d` whilst in the `docker` folder. 
 
 Alternatively, an example script `./docker/run_example_medmen.sh` was provided to run the Docker container with MedCAT service. The script will download an example model (using the `./models/download_medmen.sh` script),it will use an example environment configuration, then it will build and start the service using the provided Docker Compose file, the service <b><span style="color:red">WONT WORK</span></b> without the model being present.
 
@@ -70,7 +70,7 @@ All models should be mounted from the `models/` folder.
   1. cd ./models/
   2. bash ./download_medmen.sh
   3. cd ../docker/
-  4. docker-compose up -d
+  4. docker compose up -d
   DONE!
 ```
 Or, if you wish to use the above mentioned script ( the sample model is downloaded via script, you don't need to do anything):
@@ -104,6 +104,14 @@ and the received result:
 }
 ```
 
+Additional DE-ID query sample (make sure you have a de-id model loaded):
+
+curl -XPOST http://localhost:5555/api/process \
+  -H 'Content-Type: application/json' \
+  -d '{"content":{"text":"Patient Information: Full Name: John Michael Doe \n Gender: Male \n Date of Birth: January 15, 1975 (Age: 49) \n Patient ID: 567890123 \n Address: 1234 Elm Street, Springfield, IL 62701 \n Phone Number: (555) 123-4567 \n Email: johnmdoe@example.com \n Emergency Contact: Jane Doe (Wife) \n Phone: (555) 987-6543 \n Relationship: Spouse"}}'
+
+Make sure you have the following option enabled in `envs/env_medcat` , `DEID_MODE=True`.
+
 process_bulk example :
 
 ```