Download Agile Data Science: Building Data Analytics Applications by Russell Jurney PDF

By Russell Jurney

Mining significant info calls for a deep funding in humans and time. how are you going to ensure you're construction the best versions? With this hands-on ebook, you'll research a versatile toolset and technique for construction potent analytics purposes with Hadoop.

Using light-weight instruments comparable to Python, Apache Pig, and the D3.js library, your workforce will create an agile surroundings for exploring facts, beginning with an instance program to mine your individual e mail inboxes. You'll examine an iterative strategy that permits you to quick swap the type of research you're doing, reckoning on what the information is telling you. All instance code during this booklet is obtainable as operating Heroku apps.

Create analytics functions through the use of the agile large info improvement methodology
Build worth out of your information in a chain of agile sprints, utilizing the data-value stack
Gain perception by utilizing numerous facts constructions to extract a number of gains from a unmarried dataset
Visualize facts with charts, and disclose assorted facets via interactive reports
Use old information to foretell the longer term, and translate predictions into action
Get suggestions from clients after every one dash to maintain your venture on course

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Extra resources for Agile Data Science: Building Data Analytics Applications with Hadoop

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Git Scalability = Simplicity As NoSQL tools like Hadoop, MongoDB, data science, and big data have developed, much focus has been placed on the plumbing of analytics applications. This book teaches you to build applications that use such infrastructure. We will take this plumbing for granted and build applications that depend on it. Thus, this book devotes only two chapters to infrastructure: one on introducing our development tools, and the other on scaling them up in the cloud to match our data’s scale.

Data is brutal and unforgiving, and failing to mind its true nature will dash the dreams of the most ambitious product manager. As we’ll see throughout the book, schemas evolve and improve, and so do features that expose them. When they evolve concurrently, we are truly agile. Data Pipelines We’ll be working with semistructured data in data pipelines to extract and display its different features. The advantage of working with data in this way is that we don’t invest time in extracting structure unless it is of interest and use to us.

11 is the latest version. html. html. bash_profile Now test Pig on the emails from your inbox we stored as avros. Run Pig in local mode (instead of Hadoop mode) via -x local and put logfiles in /tmp via -l /tmp to keep from cluttering your workspace. pig, flows our data through filters to clean it, and then projects, groups, and counts it to determine sent counts (Example 3-5). Example 3-5. txt /* Load the emails in avro format (edit the path to match where you saved them) using the AvroStorage UDF from Piggybank */ messages = LOAD '/me/Data/test_mbox' USING AvroStorage(); /* Filter nulls, they won't help */ messages = FILTER messages BY (from IS NOT NULL) AND (tos IS NOT NULL); /* Emails can be 'to' more than one person.

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