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
@Ican_onlyb_Nika them bitches be smackin Mixed Abusive User Added
@IbePocahontas bitch we shot a music video Mixed Abusive User Added
@IamShady_ that's not even a real word! Must have hit a blunt and started making up shit with your nigger ass lol Mixed Hate Speech User Added
@IamSaintBryan they call me yellow bone Mixed Safe User Added
@IamEnidColeslaw He must think you bump pussy. I no mind. I'll eat your #thong and make you #squirt like the #geyser. Mixed Abusive User Added
@I_GotOne you look like flappy bird Mixed Safe User Added
@I_GotOne he had the hoes too Mixed Abusive User Added
@I_GotOne awe boy you smell like monkey sex Mixed Abusive User Added
@IWantHis_Heart Ok u fat precious lookin ass bitch, u big fat back at the barnyard lookin ass bitch. I can fix my grammar but u still fat Mixed Hate Speech User Added
@ITS_MAKEPEACE i donno who demz iz? But ima bout to get white gurll ghetto on there asses when i find out.... Mixed Abusive User Added
@ISpeakESPINAL i love seing new ones cause i save them and then youse them bitches lmfao Mixed Abusive User Added
@ISmashedYoGurl @Jonathan_Scott_ ahhh stupid 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