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
@carlybutler96 just texted yea queer bait 😘 Mixed Abusive User Added
@carlybaejepsen trash Mixed Safe User Added
@caritoguey 02' Charcoal 7s are pre-owned, no sole wear or scuffs Size 10.5, Cherry 12's DS size 11.5 Mixed Safe User Added
@caraabastow That's a cute and fuzzy one...hehehe ;) Mixed Safe User Added
@cameron_ast @lanahudsonnn bitch and the fuck u wanna do about then nigga stfu talking and do something Mixed Abusive User Added
@cameron_ast @lanahudsonnn are u fucking still talking bitch I wanna see that I don't give a fuck about your ugly ass girlfriend son Mixed Abusive User Added
@cameron_ast @lanahudsonnn @ijrojo bitch shut the fuck and follow what u say nigga Mixed Abusive User Added
@cambreezy_ @TheLittleFella_ she spelled faggots with an e you're so cool lol Mixed Hate Speech User Added
@cambreezy_ @AndrewWayne2 @thereal_EMandM it ain't retarded. He's my cousin. Lmao. Mixed Abusive User Added
@calumlove1997 might havti give you a visit. This cunt isn't going to have a family when im done. Mixed Abusive User Added
@calissstaaa cause you're a damn border bunny, you forget already? Mixed Abusive User Added
@cakedjake We're laying rock around our lake. You're welcome to join a redneck workout. #muscles 💪😁 Mixed Safe 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