Visuals

Waffle Chart: Teen Smartphone Addiction Ratio

Interpretation

This waffle chart visualizes the proportion of teenagers who are addicted to their smartphones (Addiction_Level ≥ 8).

  • Each square represents 1% of the dataset.
  • Purple squares = teens classified as Addicted.
  • Pink squares = teens classified as Not Addicted.

Key Insight:

A majority of teens in the dataset are addicted. This suggests that smartphone dependency is a serious concern and may require interventions from parents, teachers, and health professionals.

3D Surface Plot: Addiction Probability by Usage & Social Media Time

Interpretation

This 3D surface plot shows how Daily Phone Usage Hours and Time on Social Media affect the predicted probability of smartphone addiction.

  • X-axis: Daily phone use (in hours)
  • Y-axis: Time on social media (in hours)
  • Z-axis (color & height): Probability of being addicted

Key Insight:

As both screen time and social media time increase, the risk of addiction sharply rises. Teens who use their phones heavily and spend more time on social platforms are much more likely to fall into the “Addicted” category.

Summary of Visual Insights

  1. Waffle Chart shows that a majority of teens in the dataset are addicted.
  2. 3D Surface Plot reveals that addiction probability increases sharply with more screen and social media use.
  3. These insights can guide awareness campaigns, parental monitoring, and mental health programs targeting smartphone usage among teenagers.