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
"Bae" sounds like such a ghetto word. Use something else Mixed Safe User Added
"Baby I like being on your left side" no bitch you can't be there Cuz the street on that side and Twitter said I ain't real if you do Mixed Abusive User Added
"And bitch you must be lost" 😂😂 Mixed Abusive User Added
"All these bitches want a baby, I don't want no children." Mixed Abusive User Added
"Ain't that about a bitch"... What does that mean? Mixed Abusive User Added
"A pussy a day keeps the devil away" -@DoperThanYola Mixed Abusive User Added
"A NO BRAINER" But as soon as this bitch gets rich in political power, her views will change! POLITICAL WHORES! http://t.co/ekEPSjWcyU” Mixed Abusive User Added
"@z0mbiedance: I made that bitch lunch. @elizabethbatman" Bitches love lunch. Mixed Abusive User Added
"@xoxoclauudia: YASSSSSS, ORDERED CHINESE 👏" bitch you just ate tacos you fat fuck Mixed Abusive User Added
"@worldwarzee_: these hoes ain't loyal." Mixed Abusive User Added
"@worldtraveIs: Baby albino 🐢 http://t.co/2tYTQJ3fec" @Meeeesh1395 Mixed Safe User Added
"@wodaeeex3: I Want Snake Bites , MY Industrial Piercin & A Tattoo"Dem hoe accessories dea 👀👀🐸☕ 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