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
@Xianilee BOOM bitches ! Mixed Abusive User Added
@X_XPDOTJDOT she remembers the dick lol and wants it again. I recommend you shoot a bitch if she show up. She might snap Mixed Abusive User Added
@XXXratedLIPSS I always want to speak to ppl I converse with on twitter but they always look at me like "bitch, Idk you in REAL life.." smh Mixed Abusive User Added
@XNastyy Lol you probably right. Fuck you bitch !! *in spanish* Mixed Abusive User Added
@XANAXDREAMS 😭😭😭😭 about the beanies but steal my description but u aren't salty or fake Mixed Safe User Added
@WyattNuckels who do you think I am bitch Mixed Abusive User Added
@WyattNuckels then learn to read bitch Mixed Abusive User Added
@WyattNuckels sun follow me you 4' bitch you can't do shit so stfu faggot Mixed Abusive User Added
@WyattNuckels shut up niglet Mixed Abusive User Added
@WyattNuckels just smokin that Cali smoke and fuckin your bitch wbu Mixed Abusive User Added
@WyattNuckels insecure much put all you insults in one tweet. Fucking dumbass dude I'd wreck you you faggot Mixed Hate Speech User Added
@WyattNuckels haha bitch 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