Intelligent predictive text for Manding languages using N'Ko script
# ߒߞߏ ߛߓߍߘߋ߲ߧߊ (N'Ko Keyboard AI)
> **Generation 16** — Intelligent predictive text for Manding languages with **sentiment & emotion intelligence**, handwriting recognition, smart compose, conversational intelligence, accessibility, community collaboration, text-to-speech, educational learning, grammar checking, tone marking, swipe typing, voice input, personalization, morphological intelligence, code-switching, and cultural calendar awareness
*ߛߎ߲ ߦߋ߫ ߞߊ߲ ߠߊ߫ — "The heart speaks through language"*
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## What's New in Gen 16 (Sentiment & Emotion Intelligence)
| Feature | Description |
|---------|-------------|
| **Sentiment Analysis** | Positive/negative/neutral detection in N'Ko and Manding text |
| **13 Emotion Types** | Joy, love, gratitude, pride, hope, surprise, sadness, anger, fear, shame, compassion, peace, neutral |
| **Formality Detection** | 5 levels: intimate, casual, neutral, formal, ceremonial |
| **Emoji Suggestions** | Context-aware emoji recommendations based on emotional tone |
| **Cultural Expressions** | Manding blessing/condolence/celebration templates for life events |
| **Life Event Detection** | Birth, wedding, death, illness, journey, Ramadan, Eid, achievement |
| **Emotional Memory** | SQLite-backed per-contact emotion tracking and mood trends |
| **Tone Adjustment** | Formality up/down transforms and harsh-text softening |
| **Keyboard Integration** | Prediction boost API and full emotional context dict for other engines |
### Sentiment Quick Start
```python
from lib.sentiment_engine import SentimentEngine, LifeEvent
engine = SentimentEngine()
# Analyze text
result = engine.analyze("ߘߌ߬ߦߊ ߞߊ߬ߣߎ!") # "Happiness, love!"
print(result.sentiment) # VERY_POSITIVE
print(result.dominant_emotion) # JOY
print(result.formality) # NEUTRAL
# Get emoji suggestions
emojis = engine.suggest_emojis("ߌ ߣ ߗ") # "Thank you"
for e in emojis:
print(f"{e.emoji} ({e.relevance:.0%})")
# → 🙏 (95%) ✨ (60%) 💚 (50%)
# Cultural express …