The Covid-19 pandemic took its toll on the world in a variety of ways, both physically and mentally. The economy was hit hard when stocks crashed, trade stopped and people lost their livelihood.Using data collected on cost of living and the world happiness index, I have visualized the relationship between the two, both before and after the pandemic.

Cost of living worldwide is a jarring concept to visualize on its own, however analyzing this data, post pandemic speaks even louder. The data used to create these cost of living visualizations, entailed cost of transportation, food, rent, groceries and power. I hypothesize that the overall cost of living throughout the world has gone down since the beginning of the Covid-19 pandemic.

Pop star, Post Malone is one of the world’s most popular singers. He got his start in 2016 by releasing album, “Stoney”. Post Malones outstanding albums that have brought him to the Billboard Top Hits time and time again.This data gives insight to album sentiments after his growth in popularity. I hypothesize that although Post Malone is considered to be an upbeat artist, his albums have become increasingly dark over time.

The dataset Unisex Babynames provides the most popular naming conventions for US babies. I want to determine the frequency of Unisex names. I hypothesized that unisex baby names would be on the rise in recent decades due to gender neutrality movements.