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
@MarkHalperin @WSJopinion @BarackObama Anything to trash this black President!! Mixed Hate Speech User Added
@MarkB_LifeStyle @SportsCenter @Athletics Cant the Yankees make some last weeks moves?? Mixed Safe User Added
@MarioOlvera94 follow me bitch lol u too good to follow back ha ha Mixed Abusive User Added
@Marilyn_Munster Ha!!!! The shyt niggas tell hoes 2 ho wanna be more... Mixed Abusive User Added
@MarieJoseGMH @DWB666 @seahopke @zenterrorist86 tegenwoordig weet je ook al niet wat voor vlees je eet,voor je t weet is t zebra of een aap Mixed Safe User Added
@MaricelaBela stop being bitchy bitch Mixed Abusive User Added
@MarianCristinax you a fag b Mixed Hate Speech User Added
@Mariamyepii cuz bitches love cheesy Mixed Abusive User Added
@Maria_DeAmor bitch I told you to hit me when you got back Mixed Abusive User Added
@Marco_Spatula stop looking porn fag Mixed Abusive User Added
@Marco_SharkHoes hoe I'm at work til like 8 Mixed Abusive User Added
@Marcfoor4 bring yo bitch ass whith em jump in want to and get yo ass beat up 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