After looking online, an internal hockey stat api made by the NHL was found.
After creating a string that contains the player id number, a for loop was written to run through each id and write the bio information found into a json file.
This step was repeated with the player's stats section as well.
The json's were then combined into one csv file.
These were the steps to collect the player biographical and game statistics using an API.