تحليل بيانات لأعلى العاب PlayStation4 مبيعا

من Row Data مش مفهوم منها اي حاجه ومش عارفين نطلع منها اي معلومة لdashboard بتفهمنا كل حاجه عن الData دي.

Project Overview:

This dashboard visualizes the best-selling PS4 games, analyzing sales performance by game, genre, year, and developer. The goal is to identify sales trends and key contributors in the PS4 game market.

? Data Cleaning:

-Removed text (“million”) from sales column and converted values to numeric format.

-Extracted release year from full release dates.

-Standardized genre, developer, and publisher names for consistency.

Key Insights Uncovered:

-Total Sales: 180M copies across 33 top-selling games.

-Top Performer: Marvel’s Spider-Man leads with 20M copies sold.

-Strong Genres: Action-adventure and action role-playing dominate with over 63% of total sales.

-Peak Year: 2018 achieved the highest sales (~50M copies), driven by major releases.

-Leading Developers: Naughty Dog and Insomniac Games contributed the most to total sales.

Recommendation:

-Focus future game development on action-adventure and action role-playing genres.

-Target high sales windows similar to 2018 for major releases.

-Leverage top-performing developers for flagship titles to maximize market impact.