YOUTUBE ANALYTICS
Audience & NLP
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
| Topic | Sentiment | Relatability | Problem awareness | Comments |
|---|---|---|---|---|
| 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 |