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
@kieffer_jason lmao why ur dad raised u to be a bitch made nigga Mixed Hate Speech User Added
@kieffer_jason lets settle this and fight stop being a pussy Mixed Abusive User Added
@kieffer_jason keep talking I'm going to make when u can't talk, u going to be talking like a retard Mixed Abusive User Added
@kieffer_jason is that all you have to say you sound like a little bitch nagging and shit where u be at Mixed Abusive User Added
@kieffer_jason idgaf what your name is scary ass give me a real address hoe Mixed Abusive User Added
@kieffer_jason i swear u a fuck nigga u a scary little bitch u think this a game huh? Mixed Abusive User Added
@kieffer_jason how would u know if I don't fuck with you? Exactly you don't wtf I got shut your retarded ass up Mixed Hate Speech User Added
@kieffer_jason here let me say it more clearly since your retarded ass don't understand Mixed Hate Speech User Added
@kieffer_jason ha bitch who angry bitch am taller and older then your fake ass boy stfu your making yourself look like a dumbass pussy boyy! Mixed Abusive User Added
@kieffer_jason catch them hoes on.Saturday meet me at Plano senior high Mixed Abusive User Added
@kieffer_jason bye bitch Mixed Abusive User Added
@kieffer_jason bitch you are not funny stfu talking to me what part of that do you not understand? 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