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
@JuanYeeze shut yo beaner ass up spic and hop your faggot ass back across the border little nigga, go listen to some pitbull Mixed Hate Speech User Added
@JuanYeeze damn took this dumb spic nearly 2 days to respond, wuz really good tho beaner? Mixed Hate Speech User Added
@JuanNDaCut @ShareA40Ounce she playin pussy hole bingo. She drawing the next number Mixed Abusive User Added
@JuanDaMeskin you wouldn't last a day there hoe. Mixed Abusive User Added
@JuMosq @zachkruse2 Yep. *sobs* I got my hopes up when a couple of the national guys (including that Kiper/McShay mock) had him slipping. Mixed Safe User Added
@Jpizzle651 I didn't really have one, was aware of Yankees, but always loved Dodgers uniform! Mixed Safe User Added
@Josh_Ward thuggery? Cheating? Talking trash? Who's doing that besides Jameis? And isn't ND in the middle of cheating issues? Mixed Safe User Added
@JosesitoRiveraa fuck no faggot Mixed Abusive User Added
@JoseRvmirez I'm a lil nigga?? Wait till you see nigga. You ain't ready. I'm from Chicago boy I ain't no pussy from the burbs. Just wait Mixed Abusive User Added
@JoriBunni he talkin bout we wanna be human and I'm just like .... bitch whet? Mixed Abusive User Added
@Jontel_20 😭 pussy Mixed Abusive User Added
@JonnieSantana He's definitely trash. But if Bill Cohwer or Stanford 's head coach want the job I'd hire them. With a new gm of course 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