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
@CharlesBWaffle these bitches need guidance. Mixed Abusive User Added
@CharlesBWaffle oh i am.. She cool though, might off her a brownie lol Mixed Safe User Added
@CharleeRedz13 your gay stfu, dumb monkey Mixed Hate Speech User Added
@Channnteeel pussy Mixed Abusive User Added
@ChandailBailey way to delete your tweets you stanky bitch Mixed Abusive User Added
@ChandailBailey @SteeZeyFLOW @HunturPls you need to accept the fact that you're both hipster faggots. Mixed Hate Speech User Added
@Chancellor_IV naw Bryan said it was trash hotel so we're staying somewhere else Mixed Safe User Added
@ChaleCarlo5 stay talking defending your fuckboy ass boyfriend or what? go suck him off while youre at it faggot Mixed Hate Speech User Added
@ChaleCarlo5 fuck outta here and go put some more trash ass ink on your faggot ass self pussy Mixed Hate Speech User Added
@ChaldeanCutie really? @RileyAintShit @KILLSheredon @CHILDISHCUDl are my nudes trash? Mixed Safe User Added
@Ch4BrickTamland @Ch4BrianFantana yes because I too want to be fat and have a fat bitch wife Mixed Abusive User Added
@Cesar_K_Garcia text me niggah! 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