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
@OlTimeBaseball @Yankees @PaulONeillYES that matters ? Mixed Safe User Added
@OhhhChad here come the desperate hoes 😂 Mixed Abusive User Added
@OhaiStepJ what a smelly hater bitch Mixed Abusive User Added
@Official_DCole you gonna be 33 years old with no bitches watch...lol Mixed Abusive User Added
@OfficialSkaiS kill yourself ugly ass monkey looking shit Mixed Hate Speech User Added
@OfficialSkai dont tell me what to do. fuck balls kike nigger cunt tits cocksucker chink spic piss bitch bastard pussy faggot. Mixed Hate Speech User Added
@OfficialCCane naah da twitter bird 😞 Mixed Safe User Added
@Of_Angelis yep, which is messier/more dangerous/more environmentally-unfriendly than their retarded new spouts. @innov82bgr8 Mixed Abusive User Added
@O_beKnowing the bitch that took my phone Mixed Abusive User Added
@O_ShitItsLaura haha because I'm too cool for them hoes lmao jk I got reported supposedly that I was a fake account 😪 Mixed Abusive User Added
@OVOtilUOverDose your just building the pussy up lmao! Mixed Abusive User Added
@OVOtilUOverDose @flossinlawson11 niggers* Mixed Hate Speech 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