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
@ScootieMcB bitches need guidance. Lol Mixed Abusive User Added
@Scoob3y yeah and you're gonna play with retards who wanna do drugs all day but 🐸☕️ Mixed Safe User Added
@SchulzGrayson @Dswizzle3 you talkinfgalot of shit but you cant back dem words up tho bitch ass nigga u not talking about fighting Mixed Abusive User Added
@SchulzGrayson @Dswizzle3 oh woulda coulda shoulda ass niggas bitch ass nigga, what u bout oh ban wagging ass nigga catch your phase Mixed Hate Speech User Added
@SchulzGrayson @Dswizzle3 lmfao and im still pulling hoes so how is that suppose to effect me is it suppose to hurt my felling fuck boy Mixed Abusive User Added
@SchulzGrayson @Dswizzle3 if your going to talk shit at least back it up and fight bitch ass nigga i swear u niggas from are fake pussy boy Mixed Abusive User Added
@SchulzGrayson @Dswizzle3 and i dont have a mom bitch ass nigga u better shut your fucking mouth before i do it for you with duck ass Mixed Abusive User Added
@SchoolBoyG_ why you gotta phone in your avi texting but you got negative bitches? Mixed Abusive User Added
@ScanBC hoe the cookie crisp cop is on the case. Mixed Abusive User Added
@ScHoolboyCole you a bitch for Mixed Abusive User Added
@ScHoolboyCole and yes i said spitted bitch Mixed Abusive User Added
@SayitAINTChey! This bitch is RTing hella cheese tweets right after I said I was lactose intolerant!! Why you gotta do that to me?! ;c 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