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
@glaad why do you guys cry and whine whenever someone says faggot? it's ridiculous. Mixed Abusive User Added
@ginamariez im an ole bitch in Memphis,tn. and I think u rock also Mixed Abusive User Added
@gillis_seth @_B_R_Y_C_E_ where you at bitch Mixed Abusive User Added
@gillbowski7 @MasiBlatnoy @DroBaby_ fuckkn hate when he fights. Being a big pussy all the time. Mixed Abusive User Added
@gifs http://t.co/J1PWlaeRCu (via @teapot) Mixed Safe User Added
@giantsniners85 he's the definition of little squirrelly bitch Mixed Abusive User Added
@giannarromano Fuckin moulinyan 🍆 Mixed Abusive User Added
@ghostattics translation: "i like how i dont really have to think about it" or "i dont think queers deserve a happy ending" Mixed Abusive User Added
@gezus__ you gunna let that bitch do you like that? Mixed Abusive User Added
@gezus__ die in a car accident then faggot Mixed Hate Speech User Added
@gezus__ You bitch. Come on you bitch. You scared coward, you not man enough to fuck with me. You can't last two minutes in my world bitch. Mixed Abusive User Added
@gezus__ @MANIAC3X @bam00se @Woody_AFC mean bro fucking faggot Mixed Hate Speech 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