This a data wrangling project by Udacity on the ratings of dogs from a Twitter handle @WeRateDogs. The twitter account used consists of pictures of various dogs and their ratings which are most times rated over 10.Why? Because "they're good dogs Brent." WeRateDogs has over 4 million followers and has received international media coverage. The goal of the project was to wrangle WeRateDogs Twitter data to create excellent and accuarate analysis and visualizations. This is done using Python and it's frameworks; from collecting the data to cleaning and analysing it, and finally visualizing trends from the data. This project is on data wrangling and is one of the many projects to be completed in partial fulfillment of the Udacity Data analysis nanodegree. The task carried out are: Gathering Data Assessing Data Cleaning and storing Data Analyzing and Visualizing Data