The bar chart race below for each team's wins every year between 2006-2018 gives a great visualization of the League's standings each year. The race does a great job of showing each champion's rise to the top of the league or a team's falloff from a high position. It can be seen that the Top 6 teams in the league do not change much year to year, with the exception of Leicester City's historic season in 2014 and Manchester City and Liverpool's steady rise in performance through the years.
The pie chart illustrates match results from 1993-2018. This visualization demonstrates whether home field is an advantage in the Premier League over the years. The graphic has a time slider to show each year of data. It is clear through the years that home field advantage is very real in the EPL, with the home team winning a little less than 50% of the time, and drawing ~25-33% of the time, meaning that on average, the home team only loses ~25-33% of their games.
The charts included below illustrate the importance of goals scored vs. conceded over a season to a team's win tally. The teams are organized each year from left to right in order of total wins. As expected, if a team scores more goals than they concede, they win more games. These graphics do a great job of depicting the sharp decrease in wins over a season once the scored:conceded ratio drops below one. Often, the team with the most wins has the best scored:conceded ratio in the league that year. This rule of thumb is not foolproof, as seen with Tottenham in the 2015/16 season, however it holds true in general. This is significant, because it shows that the league winner wins games at a higher goal differential averaged over the season. In other words, as expected, the most dominant team wins the league and teams that squeak by each game are filtered out in the long term.