YOUTUBE ANALYTICS

Audience & NLP

Dataset loaded Analysis workspace
AUDIENCE RESPONSE

Emotional resonance & problem awareness

Comment-level NLP summarized at video and topic level.

Average sentiment☻
0.101
TextBlob polarity average
Relatability rate↔
3.68%
Keyword-rule estimate
Problem awareness!
27.23%
Keyword-rule estimate
Total comments☷
653,624
Comments analyzed
SENTIMENT

Average sentiment by topic

AUDIENCE SIGNAL

What the comments suggest

3.68%
Average relatabilityComments classified as relatable using the project rule set.
27.23%
Problem awarenessComments containing selected problem-related language.
Method note: These NLP labels are rule-based signals, not human-validated classifications.
TOPIC BREAKDOWN

Audience response by topic

TopicSentimentRelatabilityProblem awarenessComments
friendship problems 0.111 8.2% 26.9% 96
dating anxiety 0.152 5.8% 35.5% 67
academic pressure 0.086 5.2% 27.9% 61
social anxiety 0.044 3.9% 44.1% 87
loneliness 0.087 3.2% 38.6% 89
procrastination 0.101 2.8% 16.8% 70
career anxiety 0.079 2.8% 33.3% 56
student stress 0.077 2.1% 23.7% 27
self confidence 0.183 1.2% 5.8% 76
overthinking 0.089 1.1% 19.1% 85