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
"You ain't my bitch" is my favorite response to long texts Mixed Abusive User Added
"You ain't gunna do shit spear chucker" Mixed Hate Speech User Added
"Yo mama, bitch." RT @TheAceTJShow: What was the ONE sentence that ended your relationship? Mixed Abusive User Added
"Yo feet smell like my puss" 😂😭 Whut ? "Like flowers bitch" 😂😭✋😩 omg Mixed Abusive User Added
"Yo can I sublet your pussy" #ShitFahdSays Mixed Abusive User Added
"Yo bitch on the horn. Tryna shoot a porn." - @KingL That's T shirt worthy Tony Mixed Abusive User Added
"Yaoooooooo @yea_im_JAMAICAN: Mawnin yardies! 💚💛😘" Mixed Safe User Added
"YAH" has said in his word that the Mtzra'ym(egyptians) are his people and Ysrah'al is his inheritance and the Kushite(ethiopians)..... Mixed Safe User Added
"Y'all forget he has his brand new baby girl at home" bitch the cookies are burning Mixed Abusive User Added
"Wow you are a bitch" Yes that's already been established, anything else you have to say? Mixed Abusive User Added
"Work" - @tydollasign Gets me through those rough days hahaha #hoes Mixed Abusive User Added
"Will shank a bitch for ceviche" 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