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
@RealSkipBayless man what about Wilson being the 2nd Black QB to win a chip? Talkn about trash talk. No shine for Russell.. Mixed Safe User Added
@RealSkipBayless haha how much are you payed to CONSTANTLY NOT KNOW what you're talking about??? Dumb ass 😂👌 wade is trash Mixed Abusive User Added
@RealSkipBayless @KingJames is a little bitch , that's why Mixed Abusive User Added
@RealPimpinKen PimpinKendotnet, sell a bitch pussy til it's drip drop wet, the vet, not the pet! Hey, Bitch! Mixed Abusive User Added
@RealNoth no wonder your career is in the dump that's where trash like you belongs. Thanks to @greggutfeld for pointing out your true colors Mixed Abusive User Added
@RealNiggaSherm wen he ho dwn da road Mixed Abusive User Added
@RealNiggaSherm bitch Mixed Abusive User Added
@RealGilbert & the hunters anthem goes "Al Goreing we will go, Hi ho the dairy O Al Goreing we will go" Mixed Safe User Added
@RealFannyMagnet with pick up lines like you have...I bet you get so much pussy, the numbers are in the negative. Mixed Abusive User Added
@Ray_dec15 haha yeah they do say im a little bitch Mixed Abusive User Added
@Ray_Lakee #fag Fuckin pirelli tire black ass nigga whit a white boy shirt on but my nigga did loosen up a lil bit.#bowbow Mixed Abusive User Added
@Rawker8 @Ronnie2K @NBA2K get some money and stop playing that old trash. Mixed Safe 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