darrylconnellyii/Heroes_of_Pymoli

Background: Heroes of Pymoli

After a lot of hard work in the data wrangling mines, I've landed a job as Lead Analyst for an independent gaming company. I've been assigned the task of analyzing the data for their most recent fantasy game, Heroes of Pymoli.

Like many others in its genre, the game is free-to-play, but players are encouraged to purchase optional items that enhance their playing experience. As a first task, I will generate a report that breaks down the game's purchasing data into meaningful insights.

My final report will include each of the following:

Player Count

Total Number of Players

Purchasing Analysis (Total)

Number of Unique Items
Average Purchase Price
Total Number of Purchases
Total Revenue

Gender Demographics

Percentage and Count of Male Players
Percentage and Count of Female Players
Percentage and Count of Other / Non-Disclosed

Purchasing Analysis by gender

Purchase Count
Average Purchase Price
Total Purchase Value
Average Purchase Total per Person by Gender

Age Demographics (4 year bins)

Purchase Count
Average Purchase Total per Person by Age Group

Top 5 Spenders by Total Purchase Value

SN
Purchase Count
Average Purchase Price
Total Purchase Value

5 Most Popular Items by Purchase Count

Item ID
Item Name
Purchase Count
Item Price
Total Purchase Value

5 Most Profitable Items by Total Purchase Value

Item ID
Item Name
Purchase Count
Item Price
Total Purchase Value

Written Report

The average price of total purchases is $3.05.
The majority of the players who are purchasing items are male at approximately 84%.
Male average purchase price is below the average price at $3.02.
Most percentage of players are between the ages of 20-24 at approximately 45%.
Players between the ages of 35-39 spend more on average than other age groups at $3.60.
“Final Critic” was purchased the most at 13 times.

References

Mockaroo, LLC. (2021). Realistic Data Generator. https://www.mockaroo.com/

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