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
@b0ss561 just beat the pussy up Mixed Abusive User Added
@awfulbot are you a pig or are you a bird Mixed Safe User Added
@austinrea_ @sbsylvester @hunterbuch66 @kieffer_jason bitch that's wtf I just said and its not Christopher it's Chris mf Mixed Abusive User Added
@austin_farrar your a fucking queer faggot bitch Mixed Hate Speech User Added
@austin_farrar yeah way to block me fag your scared you go and hit girls how tough does that make you? Tough enough to know I'd beat... Mixed Abusive User Added
@aurabogado el negro? Mixed Safe User Added
@atspace your 2. And 3. Nigga them hoes suck wayans brothers are not funny at all Jamie foxx should be number 2 Mixed Hate Speech User Added
@atownbrown08 @CarmineZozzora LOL that hasn't worked well for black folks in the past. They better bring a few crackers with um. Mixed Abusive User Added
@atheistfront @CutRealty @A_M_Perez @ATHE1STP0WER yea spell check is a bitch... lets stay on topic Mixed Abusive User Added
@assholee813 such a hoe Mixed Abusive User Added
@asshole_king with pills that nig will last 4 years. Like magic j .That nig should hav died years ago. Y'all the first team to draft gay. Mixed Hate Speech User Added
@asshole_king pats owner is a kike. Mixed Hate Speech 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