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
@JacobbBacker faggot Mixed Abusive User Added
@JacobbBacker fag Mixed Hate Speech User Added
@JacobbBacker @fucktyler Tyler isn't shit faggot go listen to some real music Mixed Abusive User Added
@JacobRyanBruhn Kiss these nuts, bitch! Mixed Abusive User Added
@J__F__H Happy Another Group of 365 Days, you weird ass son of a bitch. That's why we all love you, though. Hoping there are riots in H-town Mixed Abusive User Added
@J_Nastyy_ @Bum_Farto why would a white man even go to a nigger hell hole of Detroit? An I've worked in A town how. Y'all good niggers! Mixed Abusive User Added
@J_Logan And you know best about the bird moves...!!! Mixed Safe User Added
@J_Kwest when a bitch look his way http://t.co/VkdkoEKLxZ Mixed Abusive User Added
@J_Kwest No, Cpt Commando is a hoe and a cocksucker Mixed Abusive User Added
@J_Fritzy @vivaalakatyy @Lompartayy @brotherbill7 @JHuff_5 bitch better back up, Katy's mine Mixed Abusive User Added
@J_Dun54 oh you little bitch you. You tryna hit the fair tho today or sometime this week? Shit might be fun drunk Mixed Abusive User Added
@J_Dun54 awww shit lol I want my money too bitch. Who else I give one tO? 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