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Data Analysis with Python
book

Data Analysis with Python

by David Taieb
December 2018
Beginner to intermediate
490 pages
10h 38m
English
Packt Publishing
Content preview from Data Analysis with Python

Back to our sentiment analysis of Twitter hashtags project

The quick data pipeline prototype we built gave us a good understanding of the data, but then we needed to design a more robust architecture and make our application enterprise ready. Our primary goal was still to gain experience in building data analytics, and not spend too much time on the data engineering part. This is why we tried to leverage open source tools and frameworks as much as possible:

  • Apache Kafka (https://kafka.apache.org): This is a scalable streaming platform for processing the high volume of tweets in a reliable and fault-tolerant way.
  • Apache Spark (https://spark.apache.org): This is an in-memory cluster-computing framework. Spark provides a programming interface that abstracts ...
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Publisher Resources

ISBN: 9781789950069