Thanks for sharing this example notebook and the blog post. Very well done. If
anyone knows the authors, this would make an interesting conference talk.  
  

**Carol Willing**

  

Research Software Engineer, Project Jupyter

Cal Poly San Luis Obispo

  

Director, Python Software Foundation

  

Strengths: Empathy, Relator, Ideation, Strategic, Learner

  

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On Dec 1 2016, at 4:21 am, Thomas Kluyver <[email protected]> wrote:  

> We have many, many examples of notebooks in use now, but this one still
struck me as a great example of something with an immediate practical impact:  
  
[https://blog.data.gov.sg/how-we-caught-the-circle-line-rogue-train-with-data-
79405c86ab6a#.v48zug54c](https://blog.data.gov.sg/how-we-caught-the-circle-
line-rogue-train-with-data-
79405c86ab6a#.v48zug54c&r=anVweXRlckBnb29nbGVncm91cHMuY29t)  
  

>

> Summary: metro trains in Singapore were experiencing seemingly random
emergency stops caused by signal failures. Data analysis in a notebook
revealed that a particular train was interfering with other trains'
communications. The operator pulled it out of service, and people could
commute happily again.  

>

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