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
@Rachijuana I popped a Molly every day last year #beat#that#bitch Mixed Abusive User Added
@RabehChararah1 lmaoo what a fag Mixed Hate Speech User Added
@RSBerto Dumb Haitian fake black faggots. Go to Haiti and neck yourself. Mixed Hate Speech User Added
@RPopBox @boxing Yeah he definitely wasn't the same guy who fought Lara but he cuts the ring off well which should be a huge boon to Canelo Mixed Safe User Added
@RNIC_BAM - you heard me.😒 letting people know you having relationship problems & arguing on here, that's what them hoes like, so stop. Mixed Abusive User Added
@RJ_diggins86 get some sleep pussy. Mixed Abusive User Added
@RHook220 @ohwait_itsKate @EjPeruski5634 pussy x3 Mixed Abusive User Added
@RFradsham fuck you bitch #shrimp #shorty #midget #dwarf #infant #jk Mixed Abusive User Added
@RFam2550 shut up faggot Mixed Abusive User Added
@REM_2014 biiiiiiiitch don't start with this again haha my niggggg grandma come over hoe!! If ya want I'll try to scoop ya up today if ya Mixed Abusive User Added
@REM_2014 I'm drunk that hoe by myself bro solo dolo Mixed Abusive User Added
@REM_2014 @SupahFienMode bitch ass Jorge Haha ain't you at work nigga? 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