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-**Kaggle Scripts** allow users to run scripts against our competition data sets without having to download data or set up their environment. Here's [an example](https://www.kaggle.com/users/213536/vasco/predict-west-nile-virus/west-nile-heatmap):
+**Kaggle Kernels** allow users to run scripts against our competitions and datasets without having to download data or set up their environment. Here's [an example](https://www.kaggle.com/devinanzelmo/d/devinanzelmo/dota-2-matches/setting-up-a-prediction-problem-dota-2):
 
-![example script](http://i.imgur.com/GrZ7diw.png)
+![example script](http://i.imgur.com/yrWycNA.png)
 
 This is the Dockerfile (etc.) used for building the image that runs python scripts on Kaggle. [Here's](https://registry.hub.docker.com/u/kaggle/python/) the Docker image on Dockerhub.
 
-For a guide to using the container, see [our blog](http://blog.kaggle.com/2016/02/05/how-to-get-started-with-data-science-in-containers).
+To get started with this image, read our (guide)[http://blog.kaggle.com/2016/02/05/how-to-get-started-with-data-science-in-containers/] to using it yourself, or browse [Kaggle Kernels](https://www.kaggle.com/kernels) for ideas.
 
 **We welcome pull requests** if there are any packages you'd like to add!