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
@_BatGangBitchh no hoe Mixed Abusive User Added
@_BaDa_Bing If it continues.. I turn pussy lol Mixed Abusive User Added
@_B_R_Y_C_E_ what happened to going fishing bitch? Mixed Abusive User Added
@_BDOE bro u trash at that zombies Mixed Safe User Added
@_Angeel14 thirsty ass hoe go to sleep 😂😂 Mixed Abusive User Added
@_Andsss cool cool fuck wit u too nicca Mixed Abusive User Added
@_Andrizzy_ aw drake is, do you sit in the corner and cry when you listen to him? lmfao, pussy dick rider, how drakes cock taste faggot. Mixed Hate Speech User Added
@_Aly_baby_ well at least If you're going to do somthing you do it.. And don't bitch out.. Even when it's the wrong thing 😏 Mixed Abusive User Added
@_2kkz lol bitch I'm indian!!!!!! You op Mixed Abusive User Added
@ZwengerSierra how about you @ me bitch Mixed Abusive User Added
@Zwaaad fag Mixed Hate Speech User Added
@Zonozi @QuantRyse @Hockeypuck55 Classic drunk Carter texts never fail. Hey stfu I'm coming over. Oops, I'm here come the fuck outside 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