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
@HeilSidious hmu when you're good to go bitch Mixed Abusive User Added
@HeilSidious Sion is a faggot. Very meh ganks pre-6 and post-6 his ganks are still pretty meh he's just a tank, nothing special imo Mao + Mixed Hate Speech User Added
@HeilSidious Ass Oreos and his name is Thad Castle. Mixed Abusive User Added
@HeilSidious @dyldobaggenss whatta you fags doin? Mixed Abusive User Added
@HeilSidious @DevilGrimz So can we just let this faggot in already before he cries himself to sleep Mixed Abusive User Added
@HeilSidious @BreezByYa LOL that Caitlyn.. "Can't carry 3 retards" Mixed Abusive User Added
@HeelsOverSneaks smh. U so retarded. Lol Mixed Abusive User Added
@HeavensWay_ 2nd and last time I'll ever call you that faggot Mixed Abusive User Added
@HeauxmerSimpson I'm jus tryna vaca away from the niggers bro. Mixed Hate Speech User Added
@Heather_Poole I go for the most direct flight, then by price. Over and done with layovers. Flying is a bitch enough. Mixed Abusive User Added
@HeatherEliseP and plus, it's trash talk. You should know that especially with ole miss. Mixed Safe User Added
@HearttBreakerr_ @never_reggies @capital_screezy is that all u can say twat? 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