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
@MyButtSweats ay nigguh so when ya coming back Mixed Abusive User Added
@MurphMcMahon I swear I thought you were describing a pussy. ...I gotta go to bed. Mixed Abusive User Added
@MurdaaaMike @yfly23 wow I can put slit trophies against u in those Mixed Safe User Added
@Mua87Becca yeah, what a bitch, eh? life sucks. everyone should have the equal opportunity to lose their shirt in divorce court. Mixed Abusive User Added
@Ms_Marrie i think i need to see said bitch in question Mixed Abusive User Added
@Ms_Marrie I'm so tipsy... I just tried to relate hoes to mild sauce and make it relevant lol Mixed Abusive User Added
@MsMyaG yep, them bitches are dumb af....loyal but dumb lol Mixed Abusive User Added
@MsKeeKee90s yh I did niggah yh that shyt dope trust me fam .. Mixed Abusive User Added
@Mrste617 wake and bake before school hoe !!! Mixed Abusive User Added
@Mrste617 Where your white hoes at bro lol Mixed Abusive User Added
@MrsZookeeper @Cornfrmr When Mary asked him about it, said "the part you eat is white-you throw the yellow away" Mixed Safe User Added
@Mr__Rude I fucking hate you lmao but thank you, little dick van dyke 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