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
@BraxCity29 @maria_obregon_g @sophia_freeman1 3/4 of a citizen. I said it for you maria you spic Mixed Hate Speech User Added
@BraveConWarrior She is a bitch ! This mess is all BO's fault! ALL OF IT! Mixed Abusive User Added
@BranninWGL describing New Pussy like a Baltimore Love Thing out this bitch. Mixed Abusive User Added
@BranninWGL I'll say it for you.. Do ya woman want you on the couch in plain sight or outchea with these bitches? Simple. Mixed Abusive User Added
@Brandi_Nicolee get that degree first bitch Mixed Abusive User Added
@BrandNewAndrew lmaooo roosters is hot trash bro u know it Mixed Abusive User Added
@BradMich4Real thats shit gon be the death of these hoes...ion like it... Mixed Abusive User Added
@BraXXXedelic fight that shit say you're on free lunch and they must have the game fucked up cause you're colored like the rest of them Mixed Abusive User Added
@Bossman_Carl wake your ass up hoe Mixed Abusive User Added
@Bossman_Carl nigga I didn't have no change.yall some hoes for Tryna shoot know y'all can't shoot Mixed Abusive User Added
@Bossman_Carl lmaooo naw nigga imma stay right in your mentions hoe Mixed Abusive User Added
@BossMelle never followed him ignorant monkey 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