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
@MrMooncricket @FuckTheMallcops @JimTalbot1963 @theharris338 nigga I seen yo ass at da welfare center, punk bitch, ain't worth my time Mixed Abusive User Added
@MrMooncricket @FuckTheMallcops @AtBlackface @UncleUnco @BobbyBotsods @RacistNegro69 y'all is coons n uncle toms Mixed Hate Speech User Added
@MrMooncricket @AtBlackface @UncleUnco @BobbyBotsods @FuckTheMallcops @RacistNegro69 ugly gay nigga bitch fucking peace of shit Mixed Hate Speech User Added
@MrMooncricket @AtBlackface @UncleUnco @BobbyBotsods @FuckTheMallcops @RacistNegro69 bitch I'm proud to be black, ur a samba Mixed Abusive User Added
@MrMason251 Grade A pussy. Mixed Abusive User Added
@MrInfernusHD Squad builders gets you bitches Mixed Abusive User Added
@MrFayoh Im a proud wacko bird, how bout you? Mixed Safe User Added
@MrCatLoverx text me bitch Mixed Abusive User Added
@Mr2damngood4u AS IN> #nature #biology> Dogs don't eat each other as much as birds do. Not everything is as it seems in human terms. Mixed Safe User Added
@Mr2damngood4u ....you tink u done made a funny? nigga come #lookatathehood> I got nightclubs, trannies, crackheads, dealers, COME AT ME> Mixed Abusive User Added
@MotherOfBraylon you already know they go to fed for me ah bitch be ready to walk out the door 😂😂✌️ Mixed Abusive User Added
@MosoKnowso @ShaeGreyyy thats a goddamn terrible joke you gbe lookin 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