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
Bad Asian bitch yea she look just like Kemora Mixed Abusive User Added
Backdoor is open: them hoes will let you fuck em in the ass. Usually an extra charge plus the rate you agreed upon. Mixed Abusive User Added
Back in this bitch again.... Mixed Abusive User Added
Back in America, and I've become a basic bitch again. Mixed Abusive User Added
Back #InHighSchool me and @NTGOnline used to have to stiff-arm bitches that kept tryna steal our fitteds Mixed Abusive User Added
Babydaddy needing bail money say thats wat she gone do talk a whole alotta shit but swear that bitch gone come through Mixed Abusive User Added
Baby pussy cant be your only hustle. Unless u bad as Naomi Russell.I mean a lot of ppl got money.So basically Russell aint the only Russell Mixed Abusive User Added
Baby moanin , got me zone'nn 😩 I want this bitch next me , pussy like ecstasy 💦 . Mixed Abusive User Added
Baby girl your pussy looking so vacant.... Mixed Abusive User Added
Baby I'll whisper Vietnamese to you all soft like, "ching... chong ting o long...." Mixed Safe User Added
Baby I can make that pussy rain... Often Mixed Abusive User Added
Baby I can make that pussy rain, often 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