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<!DOCTYPE html>
<html lang="en-us">
<meta charset="utf-8">
<head>
<title>Homework 4 - Pandas</title>
</head>
<body>
<h3>INTRODUCTION</h3>
<p> With two available levels of difficulty, the harder one was chosen. The assignment challendged newly learned skills in pandas,
such as .loc, group_py, counts and calculations.
</p>
<br>
<h3>TASK</h3>
<p>You'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, the company would like you to generate a report that breaks down the game's purchasing data into meaningful insights.
Your final report should include each of the following:
<uo>
<li>Total Number of Players
<li>Number of Unique Items
<li>Average Purchase Price
<li>Total Number of Purchases
<li>Total Revenue
<li>Percentage and Count of Male Players
<li>Percentage and Count of Female Players
<li>Percentage and Count of Other / Non-Disclosed
<li>Purchase Count, Average Price, Total Purchase, Average Purchase by gender
<li>Purchase Count, Average Price, Total Purchase, Average Purchase by Age Group (bins)
<li>Sn, Purchase Cout, Average Purchase Price, Total Pruchase of top 5 spenders
<li>Item ID, Item Name, Purchase Count, Item Price, Total Purchase Value of top 5 popular items
</uo>
<br><br>
As final considerations:
<br><br>
<uo>
<li>You must use the Pandas Library and the Jupyter Notebook.
<li>You must submit a link to your Jupyter Notebook with the viewable Data Frames.
<li>You must include a written description of three observable trends based on the data.
<li>See [Example Solution](HeroesOfPymoli/HeroesOfPymoli_starter.ipynb) for a reference on expected format.
</uo>
</p>
<br>
<h3>GRADE</h3>
<h1>B</h1>
</body>
</html>