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
@Midnight_Snacka bitch when r u going to get ur round, I just fucking said this just proving my point Mixed Abusive User Added
@Midnight_Snacka bitch am dumb bitch am smarter than yo fat Peter Griffin looking ass Mixed Abusive User Added
@Midnight_Snacka bitch I don't want yo fat ass following me hoe Mixed Abusive User Added
@Midnight_Snacka @Nick_504_ wigga why the fuck r u in this conversation with yo stalking ass Mixed Abusive User Added
@Midnight_Snacka @Nick_504_ u look like that fat kid on Charlie walker the that got stuck it the chocolate tube. Mixed Safe User Added
@MickalaBickham bitch Mixed Abusive User Added
@MickalaBickham barely a rhyme dumb bitch Mixed Abusive User Added
@Mick_Peddicord8 thank you again mick Mixed Safe User Added
@MichhelleAshley who is this we..? I dont love hoes Mixed Abusive User Added
@MichhelleAshley up your ass you little twat* Mixed Abusive User Added
@MichhelleAshley its the truth... We dont love these hoes 🙅 Mixed Abusive User Added
@Michellelevin_ pussy 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