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
@wodaeeex3 Exactly dem gold diggin hoes came out da woods on my ass Mixed Abusive User Added
@wodaeeex3 @myOWNfriend_x3 Shantrell bitch we ainn talkn to you C yo ugly way out Mixed Abusive User Added
@wodaeeex3 @keonamoore nun of ya bidness bitch Mixed Abusive User Added
@wodaeeex3 @aaliyahh_lovee yu betta watch cho mouf bout dat one dea hoe Mixed Abusive User Added
@woahrach thanks bitch Mixed Abusive User Added
@wiz_khaliefer97 @brandonescaler keep these hoes on yet toes ! Don't tell them nothing 😂 Mixed Abusive User Added
@wild_luke_wild_ yeah wtf you aren't a pussy. Mixed Abusive User Added
@wienerherzog Perfect stock photography for an article about not letting a leprechaun-looking handyman get into your liquor cabinet Mixed Safe User Added
@whoswilly white boy talmbout Ight I'll see you tomorrow at school nigger Mixed Hate Speech User Added
@whoelsebutkey you just a dark ie my nig.. It's ok.. Mixed Abusive User Added
@who__CHRISJONES @WhyYouSoShort who tf is chrisis jones. A nigga botta get his ass beat clearly bitch nigga u see real niggas conversatin Mixed Abusive User Added
@who__CHRISJONES @WhyYouSoShort who is dis crack ass cracker 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