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
Every time I fuck, I gotta hit me least like two bitches... Mixed Abusive User Added
Every spic cop should be killed. Those pigs only got their job to 'get even' but white people never did anything to them. Mixed Hate Speech User Added
Every spic cop in #LosAngeles is loyal to the #LatinKings Mixed Hate Speech User Added
Every spic cop in #LosAngeles has raped or has thought about raping a white woman. That's why those half-breeds get jobs as pigs. Mixed Hate Speech User Added
Every slant in #LosAngeles should be deported. Those scum have no right to be here. Chinatown should be bulldozed. Mixed Hate Speech User Added
Every real nicca need a real bitch! #JayFacts Mixed Abusive User Added
Every pussy the same but I feel like I ain't get enough Mixed Abusive User Added
Every one of then would just be adding me to their collections of hoes Mixed Abusive User Added
Every nigga trynna fuc the next nigga bitch not knowing his bitch is the next nigga bitch Mixed Abusive User Added
Every nigga tryna fuck the next nigga bitch not knowing his bitch is the next nigga bitch! Mixed Abusive User Added
Every nigga tryna fuck the next nigga bitch but not knowing his bitch is the next nigga bitch Mixed Abusive User Added
Every nigga can make a female act like a bitch. #ThatsAFact 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