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
@jennahnorberg I'm always a call away if ya need me nigs Mixed Abusive User Added
@jennaferjenbub nice profile pic fag Mixed Abusive User Added
@jenlanaex3 he scared of pussy Mixed Abusive User Added
@jemelehill @8ironz85 she said, it's ok if u let ur man punch u in ur pussy as long as he makes u cum? Mixed Abusive User Added
@jehsee_ You got all the bitches though. Mixed Abusive User Added
@jeffjam @toddgunter @cgoodwoman They do. Why else do teachers constantly bitch about pay? Mixed Abusive User Added
@jeffgill24 hey #teabagger Bohner said he got "98% of what he wanted" in sequester. You sound like a moron when everyone knows you are LYING Mixed Safe User Added
@jdimenstein @JagexLyon yeah if you get in trouble its less than a .5 percent chance that its a mistake. so you're a fucking retard. Mixed Abusive User Added
@jdickerson @ScottPelley @bobschieffer all racist nTx trash w @NorahODonnell all hate to see this particular man in WH n not the "Butler" Mixed Hate Speech User Added
@jcharles25 @tkelce y'all tryna fuck my bitch after the game or nah? Mixed Abusive User Added
@jballinbutts420 sameeee bitch asss lol Mixed Abusive User Added
@jazqui That's why I'm partially glad that I have to say "Hi ho, Kermit the Frog here" to slip into my Kermit voice well. 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