Active Personas

15

15 total in pool

BERTScore F1

0.87

target > 0.82 ✓

NDCG@10

0.89

target > 0.85 ✓

Human Eval

4.2/5

target > 4.0 ✓

Experiment Comparison

BERTScore variance across model iterations

Live Activity

Emeka O. · Lagos

2:32:04 PM

"The speed dey sharp sharp, but price high lik..."

Aisha H. · Kano

2:32:05 PM

"Quality dey, but delivery timing needs discip..."

Tunde B. · Lagos

2:32:05 PM

"App clean, but the onboarding stress no make ..."

Ngozi A. · Enugu

2:32:05 PM

"The quality speaks for itself. I tested three..."

Biodun F. · Ibadan

2:32:05 PM

"E no reach the hype dem give am. The jollof d..."

Musa D. · Abuja

2:32:05 PM

"This is exactly what Abuja professionals need..."

Chisom E. · Port Harcourt

2:32:05 PM

"Biko, this product na fire o! PH girls no dey..."

Fatima I. · Kano

2:32:05 PM

"Wallahi, this is something else entirely. Qua..."

Seun A. · Lagos

2:32:05 PM

"The app dey behave like PHCN — one moment e d..."

Ifeanyi O. · Onitsha

2:32:05 PM

"Onitsha market no dey lie — if product dey se..."

Zainab M. · Abuja

2:32:05 PM

"This is giving what it should give. Abuja gir..."

Dele A. · Lagos

2:32:05 PM

"Tested this product over three months. Qualit..."

Amaka N. · Enugu

2:32:05 PM

"Chai! This don burst my brain o. As Enugu bab..."

Hassan U. · Kano

2:32:05 PM

"Does the job. Nothing too extra but nothing t..."

Sola B. · Ibadan

2:32:05 PM

"I don chop for this place before and I go cho..."

Optimization Tip

Your BERTScore has improved by 4% after the latest training set update with more Pidgin dialects. Consider increasing the cultural density weight.

Market Insight

Sentiment peaks on Friday evenings, matching "Owambe" patterns across Southwest regions. Recommendation timing optimized for this window.