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
If you don't say thank you after someone holds the door open for you you're a bitch Mixed Abusive User Added
If you don't know what yo bitch doing tuat ain't you bitch, Im just sayin. Mixed Abusive User Added
If you don't fuck with @ChrisWebby your either A) slackin B) a turd burgular C) a pussy face. or D) all of the above #WhichIsIt ? Mixed Abusive User Added
If you didn't have tattoos as a diversion for your bird chest and malnourished body sir... your instagram would be trash Mixed Safe User Added
If you can't turn Instagram likes/follows into some real life shit #trash Mixed Abusive User Added
If you body count more then mine you a hoe js. Mixed Abusive User Added
If you balling buy yo bitch somethin Mixed Abusive User Added
If you ballin then buy ya bitch something Mixed Abusive User Added
If you attractive people just gone up and assume you got hoes Mixed Abusive User Added
If you ask me every bitch gay Mixed Abusive User Added
If you arent going to stick to one garbage can for recycling Im not going to give a single fuck about where Im putting my trash. Mixed Abusive User Added
If you are out clubbing every weekend and leaving your child with your baby momma I don't wanna hear you bitch about child support. 🐸☕ 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