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
@_TheBlackNerd wyd fag Mixed Abusive User Added
@_That_Vibe_ bitch I'm Gretchen Weiners I do what I want Mixed Abusive User Added
@_TajMahal_ @_El_Padrino__ @AbellaXXX I'm lmao fa real cuz I really saw her throw dat bitch in a circle lol Mixed Abusive User Added
@_StarrHall_ @Rene_gadeCowboy I am absolutely speechless.That bitch is CRAZY. Mixed Abusive User Added
@_SqueezeMeBaby don't tell the dumb hoes that Mixed Abusive User Added
@_SparkleLikeZen saves you a brownie* Mixed Safe User Added
@_SoulSurvivor_ @zakbauer I dont have any problems with zak, but you seem like a faggot http://t.co/NbFAArxvRP Mixed Hate Speech User Added
@_SiNCERE18 ; LMAO! . hoes extra sensitive via text.. They swear they hear your tone in every letter. I start using PUNCTUATION'S . Mixed Abusive User Added
@_Saltlife13 Long story lol but I've missed you faggot Mixed Abusive User Added
@_Saltlife13 Lol chill pussy Mixed Abusive User Added
@_RichHomieKevin go to sleep niggah lol Mixed Abusive User Added
@_ReneashaC @RishaaWilliams Hoe yu erbody bitch 😂✌ 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