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
@cristiannt_ wow I was like 12 or 13 fighting people in high school, then bitch unfollow me fuck nigga Mixed Abusive User Added
@cristiannt_ nigga you beat who ass bitch we've never even fought so u need to stop making up shit and bring yo ass with them Mixed Abusive User Added
@cristiannt_ bitch am not gonna shut shit up feel free to join them Mixed Abusive User Added
@cristiannt_ bitch I back shit up fuck nigga Mixed Abusive User Added
@creoleblood @HighClassCapri @verkannt__ like what u bitches wantttt (dmx voice)😩😩😩 Mixed Abusive User Added
@creepgoddess oh? He still talking to other bitches I bet. NONE of my biz tho Mixed Abusive User Added
@creepgoddess @iPostDickPrints hell no! Where is the pussy print page? Mixed Abusive User Added
@crazy_mike97 Hold it you fucking bitch Mixed Abusive User Added
@craigcalcaterra Hes behind the plate for the game tonight here in AZ. Im looking to buy a red&yellow Balkamania shirt I can tear off there. Mixed Safe User Added
@covrtneyyy that was for other bitches lol you cute tho wassup GIMMI YO NUMBA🔫 IMMA NATURAL TOO LMFAOO Mixed Abusive User Added
@coughlan616 Youre racist against white people whigger. Anti-Racist is a codeword for anti-white. Anti-zionist is a codeword for antisemite. Mixed Hate Speech User Added
@coryw182 I'm tired 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