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
@harley_schuder bitch where you goin? Mixed Abusive User Added
@harley_schuder @ShitPussiesSay and you're a hoe Mixed Abusive User Added
@hardball @now @hardball_chris now jimmy want to talk trash would've ,should've, could've now, Chris stop talking and spitting!!!!!!!!!!!!!! Mixed Safe User Added
@hardball @Milbank Chris stop your angry bird spitting n Dana go hail ur racial tendicies, u didn't infor, carter rt n u never talk abt him Mixed Safe User Added
@hannahtherapper @yunglust so when a certain season comes around it's time to be a hoe Mixed Abusive User Added
@hannah_clare12 I'm on my way to the gym already but thx bitch Mixed Abusive User Added
@hand_tex @drapermark37 humans are evil man. Cutting tusks of these beautiful animals so chinks think the get a hard on. Mixed Hate Speech User Added
@hadley106 @zimm16 bailey is gettin pussy Mixed Abusive User Added
@gypsydylann real girls like "impress me bitch" 👋 Mixed Abusive User Added
@gvvenivere learn how to type ya hillbilly Mixed Hate Speech User Added
@gusunger feels like a video a band would pussy out on releasing. Thank god spiritualized is still around to make up for it all. Mixed Abusive User Added
@gusandrews HEY! I'M still on LambdaMOO. (and it really is empty, nobody to talk to except that asshole bird...) 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