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
@tinyboatclub you just started a whole other situation you dumb asa cunt Mixed Abusive User Added
@tina16_ that bitch gonna get a rug burn Mixed Abusive User Added
@tiffantasticc your dad is genuine happy guy because his kids aren't niggers though 😔 jimmy is my nigga 5eva Mixed Hate Speech User Added
@tiara_rachelle I'm not gone see your baby monkey lil ass anyway funky ass Mixed Abusive User Added
@thundercurlz yo ugly ass 4 eyes havin ass bitch Mixed Abusive User Added
@thrillllllllll oh yea I forgot u decided to have math a hoe instead of football! My bad! Mixed Abusive User Added
@thisisricklol sexy bitch Mixed Abusive User Added
@thickumms_x3 very wrong lmao this bitch literally tried to swallow someone in this movie Mixed Abusive User Added
@thewagnerer fags*** Mixed Hate Speech User Added
@thetoddshow Y'all ain't gots no colored folk on da show. I tinks dats be racist and shit #TheToddShow Mixed Abusive User Added
@thesportsjudge. Sometimes a good hoe fire needs some Rocephin too before it'll go out..... Mixed Abusive User Added
@theshardyrebel cuz ur a sellout bitch fag 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