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
Ayo!! @theofficialeg10 unblock me so i ca tell you how garbage yo bitch ass playing.... Mixed Abusive User Added
Ayo why da hell ain't nobody hip me to these niccas! @MigosATL ... #BetterLateThanNever Mixed Abusive User Added
Ayo twat boy I gotta new phone give me yo jack now @Jay050709 Mixed Abusive User Added
Ayo I jus had a mini heart attack behind the wheel..north Philly n fire crackers don't mix😩😩😂😂 I… http://t.co/o5v2E4LFtm Mixed Safe User Added
Ayee hoe Mixed Abusive User Added
Aye, Mcdonald'ss got a fire ass frozen strawberry lemonade.. This bitch so wet Mixed Abusive User Added
Aye we all needa keep are heads up high who cares if we lost we all went and tried our best &south is a bunch of trash talking pussys ! -.- Mixed Abusive User Added
Aye the part be treating the bitches too good 😂 Mixed Abusive User Added
Aye my NIGHA #YeaYouReadinDis... Gone let ya bitch fuck wit my team @TwinzNControl donjuuuan… http://t.co/qloMazph9A Mixed Abusive User Added
Aye it's a lot of niggas out here that can't fuck a bad bitch unless they get her drunk smh #Preach Mixed Abusive User Added
Aye a nicca is tired tho! Mixed Safe User Added
Ay yall heard that Rich Gang tape thou?? That bitch on Flame!!!🔥 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