This project is the second project of projects done in fulfillment of the Udacity Data Analytics Nanodegree Program.

WeRateDogs is a Twitter account that rates people's dogs with a humorous comment about the dog.

Goal of analysis: This Analysis analysed how Weratedogs rate dogs and the most commonly rated dogs while practicing data wrangling skills.

• Data Gathering
• Data Assessment
• Data Cleaning
• Analysis and Visualizations

Data used were gathered from 3 sources:

• Twitter archive enhanced file: csv file of WeRateDogs tweet archive as of August 1, 2017.
• Image prediction file: predictions of images accompanied with tweets
• Additional data from Twitter API

Data were assessed for quality and tidiness issues and later joined and finalized into a twitter archive master file