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
Omgggggggggg Mila Kunis is so fing hot. F Sarah Marshall. She's like a bird anorexic. Mixed Safe User Added
Omg!!! You won't say it to my face! Stupid ass hoes talkin shit!!! Imma whoop her ass!!! *over dramatic teenage girls* Mixed Hate Speech User Added
Omg! The cutest little tinker bell ever ❤️ http://t.co/vDajfVlwyP http://t.co/YpTz9O4SIS Mixed Safe User Added
Omg this bitch was standing and humming a very deep and annoying tone the whole time she was at the counter wtf. Mixed Abusive User Added
Omg this bitch just said some shit Mixed Abusive User Added
Omg he's at it again. He's the most pathetic, spineless, no balls having piece of trash on twitter I've ever seen. Let me go throw up, blah. Mixed Abusive User Added
Omg fuck these bitches #basedgod Mixed Abusive User Added
Omg chloe just pulled up to my house like "come outside bitch" 😂😂😂😂 hella cray Mixed Abusive User Added
Omg bruh said this bitch look like a female JB smoove lmao http://t.co/UR5n1iuwjM Mixed Abusive User Added
Omg bitch buy a dildo and stfu Mixed Abusive User Added
Omg I will kill you for liking that pic I swear bitch Mixed Abusive User Added
Omg I will just go to Charlie Bear to twerk team I fucks with them 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