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
@fairflattaxnow discredited by whom? Per the government the study is good and factual. Pay your bills moocher teabaggers and republicans Mixed Safe User Added
@fairflattaxnow @Morning_Joe @JoeNBC hey #teabagger the law made it a FELONY to keep and collect the records. Get your facts straight Mixed Safe User Added
@fabbymichelle your one of my bitches you make money for me ! Mixed Abusive User Added
@fabbymichelle cause I didn't wanna see your bitch ass Mixed Abusive User Added
@fabbymichelle bitch no ✋😂 Mixed Abusive User Added
@eze12373 I'll come rape your wife bitch boy Mixed Abusive User Added
@ew_karina @lanemichelle_ pussies Mixed Abusive User Added
@evanaleks living with my bitches #live #thuglife http://t.co/upL2ZYn5v1 Mixed Abusive User Added
@etellurian @vcortesusmc too many little whiney bitches in AMERICA. Someone to CRY about ANYTHING! IE: Kids MUST WEAR Bicycle Helmets! Mixed Abusive User Added
@espn Stop blowing the spurs pussies #HalftimeSpeech Mixed Abusive User Added
@espinosa_32 you're a bitch Mixed Abusive User Added
@espinosa_32 pussy pussy pussy 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