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

25506 Records
Phrase Text Dialect Category Label Source
I gave my aunt my tupac greatest hits CD , that bitch is lucky I love my tupac CD Mixed Abusive User Added
I gassss on these niggas, I got gas for all these hoes Mixed Abusive User Added
I gain a few pounds a bitch look thickkkkkk Mixed Abusive User Added
I fucking hate you niggers bruh... http://t.co/OeTK4f94BO Mixed Hate Speech User Added
I fucking hate this fucking neighborhood, these fuckin bitches have someone over everyday ya3ne. Mixed Abusive User Added
I fuckin hate this bitches voice OMG Mixed Abusive User Added
I fuckedd your bitch than gave her a snack pack Mixed Abusive User Added
I fucked your little sister last night The pussy was right The pussy was tight Mixed Abusive User Added
I fucked the shit out yo bitch yesterday til she couldn't stand straight she called me earlier asking could she come and get a replay Mixed Abusive User Added
I fucked the bitch I used to dream about and coulda died when I came from disbelief. Nah I dont wish to speak on her name that shit is weak Mixed Abusive User Added
I fuck with lux and his knowledge but mooks presence, delivery is connecting more to the people. Crazy. Mixed Abusive User Added
I fuck bitches 💯😘😝😛😍 better watch yah hoe 💯💁💨👅👭 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