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Preference Analysis

Insights into Avani's likes and dislikes based on question analysis, with privacy protection

Preference Analysis
Analysis of Avani's questions to infer likes, dislikes, and interests

Sentiment Distribution

Key Insight:

Avani's questions show predominantly positive sentiment (65%), indicating strong engagement and curiosity.

Topic Distribution

Key Insight:

Science topics dominate Avani's questions (35%), followed by animals (20%) and space (15%).

Top Preferences Summary

Top Likes

Dinosaurs
42 questions
85%
Space Exploration
36 questions
78%
Painting
33 questions
75%
Volcanoes
31 questions
72%
Animals
29 questions
68%

Top Dislikes

Scary Stories
12 questions
30%
Spiders
10 questions
25%
Loud Noises
8 questions
20%
Dark Rooms
7 questions
18%
Bitter Foods
6 questions
15%
How Preference Analysis Works
Understanding how we analyze Avani's questions to infer preferences

Keyword Extraction

We analyze each question to identify key topics, subjects, and themes using natural language processing.

Frequency Analysis

Topics that appear frequently in questions are tracked and ranked to identify patterns of interest.

Sentiment Analysis

We evaluate the emotional tone of questions to determine if Avani has positive, negative, or neutral feelings about topics.

Privacy Note: All analysis is performed on-device and no raw question data is stored long-term. Only aggregated insights are saved to protect Avani's privacy while providing valuable insights.For privacy protection, we never display the actual questions asked by your child.