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
@dolphrudager Only one current Yankee sells! Only one current BoSox sells! Only ONE player on each L.A. team sells! Most teams have 0, yeah. Mixed Safe User Added
@dolphrudager Nope, never taken neighbors actual stuff. Just wifi. Acct info in their trash cans at 3am. Super easy. Mixed Safe User Added
@doctorhawrse SLUT BUCKETS. especially Dan. He a hoe. Mixed Abusive User Added
@dminion25 it's kinda screwed up that they were my guinea pigs but i was only experimenting on taste instead i got more interesting results. Mixed Safe User Added
@dmeis72 snag that ho!!! Mixed Abusive User Added
@dliming35 fuck you bitch Mixed Abusive User Added
@djfeds yeah bitch did it taste good fucker -.-t Mixed Abusive User Added
@djfeds suck my dick tacos el negro better Mixed Hate Speech User Added
@djfeds lmao yeah bitch that lil shit ripped .! Mixed Abusive User Added
@djfeds couldn't make it nigga was at the E.R. My bad then my charger for my phone ripped so I can text, I'm on my iPod all ghetto Mixed Abusive User Added
@djfeds bitch just meet me up here lol Mixed Abusive User Added
@djceeloss handles lol that shit only 315 hp now your bitch is stick soo I know was good with them double shifting aha 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