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
@_icantmiss Boys still got birds in the cage? Lol Mixed Safe User Added
@_iGotHer ; bitch dont talk at me like that bro. Mixed Abusive User Added
@_fullawhite rt me to wey I went to the job interview high then a bitch!! Straight stanking like dank haha eyes red then a hoe Mixed Abusive User Added
@_fullawhite haha my nigga coco :,) I can't wait to fuckkk like a hunna hoes this summer haha jk Mixed Abusive User Added
@_fckwatchuthink @Huntermoore or you know, you could just go drink bleach bitch Mixed Abusive User Added
@_elennamichelle only when ur around me 😋 gotta keep dat scent to keep filthy niggers away Mixed Abusive User Added
@_elennamichelle nope not at all but I'm stuck in a house full of fucking niggers help me escape 😩 Mixed Hate Speech User Added
@_dinora_e jk i would be a bitch if i got them done ! Mixed Abusive User Added
@_dimejii i know so. What Samklef said wasn't a lie man. This guy think is a beast in Naija Pop. His music is trash not the wizkid of before Mixed Safe User Added
@_chrisbrownn14 fuck bitches get money Mixed Abusive User Added
@_cblaze sorry i eat pussy Mixed Abusive User Added
@_cblaze @kieffer_jason ask your boy Jason keiffer is he still tryna to get his one on one and y he block me #pussy boy 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