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
@jonnytooswollen bitch Mixed Abusive User Added
@jonnnycashh #pussy Mixed Abusive User Added
@jon_wayne_miles you better of called that kid a pussy! Mixed Abusive User Added
@jokersupdates please no more like that SNOB elissa. rich bitches suck! Mixed Abusive User Added
@johnwells__ fuck it hoes will be hoes. Mixed Abusive User Added
@joh2guy I LOVE RACISM! "Blame whitey" for EVERYTHING! Now that you mention it! I bet the white man put the Desert tortoise on #BundyRanch Mixed Hate Speech User Added
@joeysulipeck @myfoxmemphis the minute those red n yellow for rent signs go up the reg. ppl start selling n move Mixed Safe User Added
@joeylattime ur welcome u bitch Mixed Abusive User Added
@joeylattime Ill fucking merk a bitch dude, dont fuck with me Mixed Abusive User Added
@joeylattime @Mawson38 @ameriC00N thats just me rooting against a team I hate not banwagoning u retard u have a different favorite Mixed Hate Speech User Added
@joeylattime @Mawson38 @ameriC00N joey r u a retard its about the defense and we only allow an avg of like 10 point so u really need to Mixed Abusive User Added
@jocsoriano ima call you of a different number cuz moms still on sum hoe shit 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