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
This waiting thing is for the birds... Mixed Safe User Added
This time a night dark skin niggas really turn into lightskin niggas I swear I seen a darkie try buying Starbucks 3mins ago but they closed Mixed Hate Speech User Added
This that bitch nigga shit they invented it I just created the term Mixed Abusive User Added
This tastes like wolf pussy Mixed Abusive User Added
This target is ghetto, but whatever Mixed Safe User Added
This subway worker is being a major bitch to a soldier. come on show some respect Mixed Abusive User Added
This student call me to bitch about her grade. I tell homegirl I'm seeing an assignment here as not submitted. Mixed Abusive User Added
This store is SO redneck... Mixed Safe User Added
This stank bitch steady calling.. I wonder how she get my number! Mixed Abusive User Added
This song may be for basic bitches but it's such a mood boost Mixed Abusive User Added
This song is the truth.... "I wanna fuck your bestfriend for one night onlyy you think that bitch yo bestfriend but she be all on me" Mixed Abusive User Added
This side hoe main chick talk is disgusting. Get a life man 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