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
@Shitter_Gape @OptimisticDoom Hey...hoe di doe...dat is funny if its da girl Mixed Abusive User Added
@ShesLeslee you sure ?. . . And lmao pussy! Mixed Abusive User Added
@ShepNewsTeam LMAO dude, you said we would get no commitment from Saudi Arabia or Jordan! How does crow taste? More proof you are full of it Mixed Safe User Added
@ShenellyB lol u knw dem project bitches be having dem light brown roaches we call dem water bugs 😂😂 Mixed Abusive User Added
@Sheen300 Ok. So for what reason did god make parasitic worms whose sole purpose is to burrow into the eye of a small African child? Mixed Safe User Added
@SheanXIV 😂 yea ion do Brussel sprouts .. I barely do cordon Bleu but I wanted to try something dif .. I get tired of nigger foods Mixed Abusive User Added
@ShayLovesYa bitch u lame as fuk lol Mixed Abusive User Added
@Shawty_Im_Out cunt Mixed Abusive User Added
@ShawnieceQB i remember a time when Hilfiger wus seen as being above Polo...until he said he aint wan niggers wearing his ish... Mixed Abusive User Added
@ShawnIrwin9 okay closet fag Mixed Hate Speech User Added
@ShawnIrwin9 good one fag boy. Mixed Abusive User Added
@ShawnHarvey0 I'm finna get my leg dne & my hands catch up hoe 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