Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25504 Records
Phrase Text Dialect Category Label Source
Ugly bitches listen, yall can not be havin a stank attitude. yall dont have nothing working for you but your personally so dont fuck it up. Mixed Abusive User Added
Ugly bitches know to get out the crib before the sun come up 😂💯 Mixed Abusive User Added
Ugly bitches always trynna take pics from the same angle 😩😩😂😂 guess it's they best side Mixed Abusive User Added
Ugly ass hoe wanna be me so bad bitch gone on ✌️ Mixed Abusive User Added
Ugh that crazy bitch in The Crucible smh Mixed Abusive User Added
Ugh like I hate when my momma get to talking all proper like bitch stfu. Mixed Abusive User Added
Ugh he's mine bitches! He's mine & mine only. That's my baby, my man. Just know & be aware. That's me! Mixed Abusive User Added
Ugh bad bitches picture coming soon 😂 Mixed Abusive User Added
Ugh I'm such a little bitch 😂 Mixed Abusive User Added
Ugh I really can't wait to get paid tomorrow and spend it on my hoes 😌❤️💃👯👭😂😂😂😂 Mixed Abusive User Added
Ugh I fuckin hate when this bitch don't answer my calls ewwwwwww @Hi__________Bye Mixed Abusive User Added
Ugh I can't stand a bitch that smokes black & milds. They make me itch Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph