|  | @@ -74,7 +74,7 @@ Next, you'll want to make a directory for the project:
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				|  |  |      $ mkdir composetest
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				|  |  |      $ cd composetest
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				|  |  |  
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				|  |  | -Inside this directory, create `app.py`, a simple web app that uses the Flask
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				|  |  | +Inside this directory, create `app.py`, a simple Python web app that uses the Flask
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				|  |  |  framework and increments a value in Redis. Don't worry if you don't have Redis installed, docker is going to take care of that for you when we [define services](#define-services):
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				|  |  |  
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				|  |  |      from flask import Flask
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				|  | @@ -113,12 +113,12 @@ This tells Docker to:
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				|  |  |  * Build an image starting with the Python 2.7 image.
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				|  |  |  * Add the current directory `.` into the path `/code` in the image.
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				|  |  |  * Set the working directory to `/code`.
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				|  |  | -* Install your Python dependencies.
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				|  |  | +* Install the Python dependencies.
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				|  |  |  * Set the default command for the container to `python app.py`
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				|  |  |  
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				|  |  |  For more information on how to write Dockerfiles, see the [Docker user guide](https://docs.docker.com/userguide/dockerimages/#building-an-image-from-a-dockerfile) and the [Dockerfile reference](http://docs.docker.com/reference/builder/).
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				|  |  |  
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				|  |  | -You can test that this builds by running `docker build -t web .`.
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				|  |  | +You can build the image by running `docker build -t web .`.
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				|  |  |  
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				|  |  |  ### Define services
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				|  |  |  
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				|  | @@ -135,18 +135,14 @@ Next, define a set of services using `docker-compose.yml`:
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				|  |  |      redis:
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				|  |  |        image: redis
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				|  |  |  
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				|  |  | -This defines two services:
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				|  |  | -
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				|  |  | -#### web
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				|  |  | +This template defines two services, `web` and `redis`. The `web` service:
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				|  |  |  
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				|  |  |  * Builds from the `Dockerfile` in the current directory.
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				|  |  |  * Forwards the exposed port 5000 on the container to port 5000 on the host machine.
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				|  |  | -* Connects the web container to the Redis service via a link.
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				|  |  | -* Mounts the current directory on the host to `/code` inside the container allowing you to modify the code without having to rebuild the image.
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				|  |  | -
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				|  |  | -#### redis
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				|  |  | +* Mounts the current directory on the host to ``/code` inside the container allowing you to modify the code without having to rebuild the image.
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				|  |  | +* Links the web container to the Redis service.
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				|  |  |  
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				|  |  | -* Uses the public [Redis](https://registry.hub.docker.com/_/redis/) image which gets pulled from the Docker Hub registry.
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				|  |  | +The `redis` service uses the latest public [Redis](https://registry.hub.docker.com/_/redis/) image pulled from the Docker Hub registry.
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				|  |  |  
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				|  |  |  ### Build and run your app with Compose
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				|  |  |  
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				|  | @@ -163,7 +159,7 @@ Now, when you run `docker-compose up`, Compose will pull a Redis image, build an
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				|  |  |  
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				|  |  |  If you're using [Docker Machine](https://docs.docker.com/machine), then `docker-machine ip MACHINE_VM` will tell you its address and you can open `http://MACHINE_VM_IP:5000` in a browser.
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				|  |  |  
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				|  |  | -If you're not using Boot2docker and are on linux, then the web app should now be listening on port 5000 on your Docker daemon host. If http://0.0.0.0:5000 doesn't resolve, you can also try localhost:5000.
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				|  |  | +If you're using Docker on Linux natively, then the web app should now be listening on port 5000 on your Docker daemon host. If http://0.0.0.0:5000 doesn't resolve, you can also try http://localhost:5000.
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				|  |  |  
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				|  |  |  You should get a message in your browser saying:
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				|  |  |  
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