Code Monkey home page Code Monkey logo

sparknlp-elasticsearch's Introduction

SparkTwitterPopularHashTags

A project on Spark Streaming to analyze Popular hashtags from live twitter data streams. Data is ingested from different input sources like Twitter source, Flume and Kafka and processed downstream using Spark Streaming.

Requirements

  • IDE
  • Apache Maven 3.x
  • JVM 6 or 7

General Info

The source folder is organized into 2 packages i.e. Kafka and Streaming. Each class in the Streaming package explores different approach to consume data from Twitter source. Below is the list of classes:

  • com/stdatalabs/Kafka
    • KafkaTwitterProducer.java -- A Kafka Producer that publishes twitter data to a kafka broker
  • com/stdatalabs/Streaming
    • SparkPopularHashTags.scala -- Receives data from Twitter datasource
    • FlumeSparkPopularHashTags.scala -- Receives data from Flume Twitter producer
    • KafkaSparkPopularHashTags.scala -- Receives data from Kafka Producer
    • RecoverableKafkaPopularHashTags.scala -- Spark-Kafka receiver based approach. Ensures at-least once semantics
    • KafkaDirectPopularHashTags.scala -- Spark-Kafka Direct approach. Ensures exactly once semantics
  • TwitterAvroSource.conf -- Flume conf for running Twitter avro source

Description

More articles on hadoop technology stack at stdatalabs

sparknlp-elasticsearch's People

Contributors

stdatalabs avatar

Watchers

James Cloos avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.