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You're reading from  Scala for Data Science

Product typeBook
Published inJan 2016
Reading LevelIntermediate
Publisher
ISBN-139781785281372
Edition1st Edition
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Pascal Bugnion
Pascal Bugnion
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Pascal Bugnion

Pascal Bugnion is a data engineer at the ASI, a consultancy offering bespoke data science services. Previously, he was the head of data engineering at SCL Elections. He holds a PhD in computational physics from Cambridge University. Besides Scala, Pascal is a keen Python developer. He has contributed to NumPy, matplotlib and IPython. He also maintains scikit-monaco, an open source library for Monte Carlo integration. He currently lives in London, UK.
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MongoDB


MongoDB is a document-oriented database. It contains collections of documents. Each document is a JSON-like object:

{
    _id: ObjectId("558e846730044ede70743be9"),
    name: "Gandalf",
    age: 2000,
    pseudonyms: [ "Mithrandir", "Olorin", "Greyhame" ],
    possessions: [ 
        { name: "Glamdring", type: "sword" }, 
        { name: "Narya", type: "ring" }
    ]
}

Just as in JSON, a document is a set of key-value pairs, where the values can be strings, numbers, Booleans, dates, arrays, or subdocuments. Documents are grouped in collections, and collections are grouped in databases.

You might be thinking that this is not very different from SQL: a document is similar to a row and a collection corresponds to a table. There are two important differences:

  • The values in documents can be simple values, arrays, subdocuments, or arrays of subdocuments. This lets us encode one-to-many and many-to-many relationships in a single collection. For instance, consider the wizard collection. In SQL...

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Scala for Data Science
Published in: Jan 2016Publisher: ISBN-13: 9781785281372

Author (1)

author image
Pascal Bugnion

Pascal Bugnion is a data engineer at the ASI, a consultancy offering bespoke data science services. Previously, he was the head of data engineering at SCL Elections. He holds a PhD in computational physics from Cambridge University. Besides Scala, Pascal is a keen Python developer. He has contributed to NumPy, matplotlib and IPython. He also maintains scikit-monaco, an open source library for Monte Carlo integration. He currently lives in London, UK.
Read more about Pascal Bugnion