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

25504 Records
Phrase Text Dialect Category Label Source
Your vaginal walls are inflammed by a fuck nigga that's fucking you and a few other bitches. Cut em as you complete your treatment. Mixed Abusive User Added
Your retarded. Mixed Hate Speech User Added
Your pussy hole must be small "@SoNi99a_: the adjustment phase? RT @80sbaby4life Tf is "gentle intercourse" ...." Mixed Abusive User Added
Your pussy hella tight. Took me an hour to slide in that mothafucka “@flaidfirnruht: “@07Cannon: Quote and I'll compliment you”” Mixed Abusive User Added
Your pathetic plan failed. Enjoy my phone you fucking monkey. Let me see your ass at Benton park. You wanna talk shit I'll carve your face. Mixed Hate Speech User Added
Your new bitch my old hoe Mixed Abusive User Added
Your name follows the word cunt in the dictionary sooo what's that tell you? Mixed Abusive User Added
Your leader rocks a fucking mo hawk and dances like a faggot from ATL @HoustonRockets Mixed Abusive User Added
Your grammar is trash. Mixed Safe User Added
Your girls pussy smells like sour cream and onions Mixed Abusive User Added
Your girl pussy like a walk in clinic, the cure for every sick nigga Mixed Abusive User Added
Your eyebrows on fleek, but ya pussy on stink 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