+ Data Visualization¶ +
++ Load the Dataset¶ +
++ Game Name Genre Platform Release Year \ +0 Sekiro: Shadows Die Twice Sports Nintendo Switch 2014 +1 Control Puzzle Nintendo Switch 2000 +2 Among Us Strategy Nintendo Switch 2007 +3 Call of Duty: Modern Warfare Stealth PlayStation 2005 +4 League of Legends Simulation PC 2021 + + User Rating +0 9.654719 +1 3.457386 +2 5.367622 +3 1.240325 +4 3.535476 ++
+<class 'pandas.core.frame.DataFrame'> +RangeIndex: 5000 entries, 0 to 4999 +Data columns (total 5 columns): + # Column Non-Null Count Dtype +--- ------ -------------- ----- + 0 Game Name 5000 non-null object + 1 Genre 5000 non-null object + 2 Platform 5000 non-null object + 3 Release Year 5000 non-null int64 + 4 User Rating 5000 non-null float64 +dtypes: float64(1), int64(1), object(3) +memory usage: 195.4+ KB +None +Game Name 0 +Genre 0 +Platform 0 +Release Year 0 +User Rating 0 +dtype: int64 ++
+ Descriptive Statistics¶ +
++ Release Year User Rating +count 5000.000000 5000.000000 +mean 2011.375400 5.524913 +std 6.943984 2.598429 +min 2000.000000 1.005878 +25% 2005.000000 3.260596 +50% 2011.000000 5.574233 +75% 2017.000000 7.802727 +max 2023.000000 9.996196 +Genre +Sports 403 +Puzzle 384 +Racing 369 +Simulation 368 +Stealth 360 +Role-playing 360 +Horror 356 +Strategy 353 +Survival 353 +Adventure 342 +Action 340 +Platformer 338 +Shooter 337 +Fighting 337 +Name: count, dtype: int64 +Platform +PC 1056 +Xbox 1009 +Nintendo Switch 989 +Mobile 986 +PlayStation 960 +Name: count, dtype: int64 ++
+ Data Visualization¶ +
++ The graph above illustrates the distribution of User + Rating. +
++ Popular Genres¶ +
++ The graph above shows Sports and Puzzle games are the + most common genres, while Fighting and Shooter games are + less common. +
++ Games by Platform¶ +
++ The graph above shows PC has the highest count of games, + followed by Xbox and Nintendo Switch. +
++ Average User Rating by Genre¶ +
++ The graph above illustrates the average user ratings + across different gaming genres. Survival games received + the highest average ratings, followed by Horror and + Simulation. +
++ Average User Rating by Platform¶ +
++ The graph above illustrates the average user ratings + across different gaming platforms. PC platforms received + the highest average ratings, followed by Xbox, + PlayStation, Nintendo Switch, and Mobile. This suggests + that users may have a stronger preference for gaming + experiences on PC platforms, while the other platforms + have relatively similar ratings, indicating a more + evenly distributed satisfaction among users across these + platforms. +
++ Top-Rated games¶ +
++ Game Name User Rating +2627 NBA 2K21 9.996196 +2666 Minecraft 9.994527 +3213 Control 9.993194 +664 Valorant 9.988694 +3777 Elden Ring 9.988145 +1469 Overwatch 9.987679 +3647 PUBG Mobile 9.987600 +871 The Witcher 3: Wild Hunt 9.987243 +1799 World of Warcraft 9.987004 +1847 Super Mario Odyssey 9.980222 ++
+ Release Year Analysis¶ +
++ The graph above shows a relatively steady number of game + releases each year from 2000 to 2023, with a peak around + 2011 and a slight decline in releases during the years + following. This steady trend suggests consistent + production within the gaming industry, with occasional + increases or decreases. +
++ Trend Analysis: Analyze trends over time, such as + Average Ratings per Year.¶ +
++ The graph above shows that average user ratings have + fluctuated significantly between 2000 and 2020, with + peaks around 2004 and 2015, and dips around 2007 and + 2018. This indicates varying user satisfaction over the + years, influenced by factors like changes in game + quality, technology, and player expectations. +
+