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
@_Marzzz nigger Mixed Abusive User Added
@_MariaPetrova @markkelly1983 @MissStef0318 @SamHarrisOrg Who? Ok, right-wing teabaggers, gun nuts (like Harris), hell, even fucking cops. Mixed Abusive User Added
@_Maniac_Mind_ I don't got any beef with you but tell yo boy Alex to stop acting like bitch and bring his duck ass up here. Mixed Abusive User Added
@_Maniac_Mind_ @jet_life12 @Nick_504_ I said I was from where stop putting words in my mouth, that's something a bitch would do Mixed Abusive User Added
@_Maniac_Mind_ @jet_life12 @Nick_504_ Am the bitch but u the one steady talking stfu and be bout shit hoe ass nigga Mixed Abusive User Added
@_Maniac_Mind_ @Marcfoor4 stfu with that what I'm gonna do and just fuck oh pussy ads nigga Mixed Abusive User Added
@_LrAnderson that hoe over that Mixed Abusive User Added
@_Linsanity22 derrrrrrr, 1st of all her songs are actually good compared to the other trash, +++ shes SUCH a showman omg Mixed Safe User Added
@_LifeOfSin theeepp that's my bitch Mixed Abusive User Added
@_LezzzBeHonest Me bitch! Mixed Abusive User Added
@_LezzzBeHonest I'm colored. Ain't supposed to be no good influence Mixed Abusive User Added
@_Leeyoo what niggah 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