Git Product home page Git Product logo

tweets-spark's Introduction

This project goal is to combine 2 datasets, countries and tweets, and to get meaningful results using Spark. The first dataset contains such fields like country, country code. The second dataset contains field - tweet_text, it is a column of the database collection stored using MongoDB. This column was extracted to form a CSV file which stores only texts of all tweets. A data frame was created from the first dataset by filtering data. The second dataset was cleaned to get rid of empty tweets and split into words. These words were counted based on the Map Reduce paradigm. A produced data frame contains words with numbers of their occurrences in tweets. Both data frames are merged into one on countries names. After that data about all the countries can be analyzed.

This project is a final assignment for the Big Data integration and Processing course of the Big Data Specialisation (Coursera)

tweets-spark's People

Contributors

roksolana-d avatar

Stargazers

Marianna Diachuk avatar

Watchers

 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.