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
@iAM_tRoyal5 @treydayy_ @TeflonDon4200 @Bossman_Carl big bro thought he was on house party's pajama jam like a bitch http://t.co/djuvhsBy84 Mixed Abusive User Added
@iAM_tRoyal5 @TeflonDon4200 @Bossman_Carl Mammy push you out and had a white baby like a bitch Mixed Abusive User Added
@iAM_tRoyal5 @Briscoefunnyguy @I_GotOne @_KaeeJones tell me this nigga ain't purple then a bitch nigga not black http://t.co/id4xcmv9zU Mixed Abusive User Added
@iAM_tRoyal5 @Briscoefunnyguy @I_GotOne @_KaeeJones naw he should drop that bitch off in south Dallas with the rest of the homeless dogs Mixed Abusive User Added
@iAM_tRoyal5 @Briscoefunnyguy @I_GotOne @_KaeeJones lmaoooo that hoe look like 🐺 Mixed Abusive User Added
@i2ose is it full of niggers Mixed Abusive User Added
@hxhsharingan666 did you make an animal cracker taco Mixed Safe User Added
@hwkj01 @PushinWeight @dmankow69 @AstroPatriot Somebody who's that much of a moron and a pussy doesn't belong on the force. Mixed Abusive User Added
@hunterbuch66 @kieffer_jason @sbsylvester yo fat ugly ass couldn't even pull the ugly bitch in the school Mixed Hate Speech User Added
@hunterbuch66 @kieffer_jason @sbsylvester my bitch doesn't even know you so wtf r u talking about nigga stop fucking dreaming Mixed Abusive User Added
@hunterbuch66 @kieffer_jason @sbsylvester all u can pull is the fucking retard Mixed Hate Speech User Added
@hotzgeor Kept the border open to disease from Central America, lowest workforce part. % since Carter, yep, a real boon to NC.@ThomTillis 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