Coder Social home page Coder Social logo

ostmap's Introduction

OSTMap

Overview

OSTMap (Open Source Tweet Map)

OSTMap development started as a project at the IT-Ringvorlesung 2016. A team of six students (and some help of two big data experts from mgm tp) implements OSTMap over a period of 6 weeks.

OSTMap reads geotagged data from the twitter stream. We save it to an small hadoop cluster (1 master, 4 worker nodes) running HDP 2.4 with Apache Accumulo and Apache Flink. In addition we have a user interface to search for tweets by a term search and a map search. The results are presented as a list or on the map. In addition we run analysis batch jobs on this data.

Screenshots

term search map view 1 map view 2 map view 2

Demo

Demo of the map mode: http://ostmap.scads.uni-leipzig.de/#/map

Technologies

  • we use Apache Flink as computation framework for stream and batch processing
  • we use Apache Accumulo as storage
  • Spring Boot for restservices
  • AngularJS, Bootstrap and Leaflet for the frontend

Modules

  • stream_processing
  • the stream processing app - reads the twitter stream and writes the raw data, the index and calculated results to accumulo
  • batch_processing
  • batch jobs over the complete dataset
  • commons
  • common code used by other submodules
  • accumulo_iterators
  • custom iterators for querying accumulo
  • rest_service
  • a spring boot application serving the ui and the rest services used by the ui

Services (tba.)

  • Sentiment Analysis
    • Sentiment analysis aims to determine the attitude of a tweet with respect to some topic. It should detects a positive, negative or neutral attitude of a tweet.
    • supports stream as well as batch processing

Links

Compiling

  • to compile/shadowJar a subproject f.eg. execute "gradle shadowJar -p batch_processing"
  • both, the stream process and the batch process needs to be a fat jar for flink -> gradle shadowJar
  • the rest service is build with spring boot -> gradle build

License

Apache License Version 2.0, see LICENSE file

ostmap's People

Contributors

kev007 avatar chrizzz110 avatar hanspog avatar mrblati avatar cschott avatar martingrimmer avatar friedhelmalexander avatar merando 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.