US YouTube Trending Data Analysis
Exploring trends in views, category performance, and audience sentiment from the US YouTube Trending dataset.
Chosen Dataset: United States Youtube Trending Videos
This table shows the first few rows from USvideos.csv. This dataset provides statistics on Youtube videos that hit the trending page, along with impostant statistics like views, likes, and dislikes.
| trending_date | title | channel_title | category_id | views | likes | dislikes |
|---|---|---|---|---|---|---|
| 17.14.11 | Eminem - Walk On Water (Audio) ft. Beyoncé | EminemVEVO | 10 | 17158579 | 787425 | 43275 |
| 17.14.11 | Pop Music High | DisneyMusicVEVO | 24 | 212166 | 5631 | 52 |
| 17.14.11 | Marvel’s The Punisher | Final Trailer [HD] | Netflix | Netflix | 24 | 3452185 | 94014 | 1148 |
YouTube Video Category IDs
This section provides a reference for the YouTube video category IDs found in the dataset. For more details, please refer to Mixed Analytics.
| Category ID | Category Name |
|---|---|
| 1 | Film & Animation |
| 2 | Autos & Vehicles |
| 10 | Music |
| 15 | Pets & Animals |
| 17 | Sports |
| 19 | Travel & Events |
| 20 | Gaming |
| 22 | People & Blogs |
| 23 | Comedy |
| 24 | Entertainment |
| 25 | News & Politics |
| 26 | How-to & Style |
| 27 | Education |
| 28 | Science & Technology |
| 29 | Nonprofits & Activism |
| 43 | Shows |
Chart 1: Average Views Over Time
Analysis: This line chart illustrates a steady increase in average views over time. This may indicate a growing YouTube audience or that more prominent videos are entering the trending list as time progresses.
Chart 2: Total Views by Category
Analysis: The pie chart reveals that Category ID 10 (commonly associated with Music) dominates total views, highlighting its popularity compared to other categories such as Entertainment (ID 24) and Comedy.
Chart 3: Like/Dislike Ratio by Category
Analysis: This bar chart demonstrates which categories receive the most favorable viewer sentiment. A higher like/dislike ratio suggests more positive engagement. Notice how categories such as 15 (Pets & Animals) or 10 (Music) typically enjoy a more positive reception.