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
“@HighClassCapri: @what_evaittakes lmao I minds well be a hoe for all that 😐”😳😳 I ain't mean like that girl lol Mixed Abusive User Added
“@Hi__________Bye: Damn this bitch always gets hit on by The hottest guys n makes them feel stupid @UglyAssAyeKay” i got called an ego kill Mixed Abusive User Added
“@HeyKeifer: Oreos are basically dirt circles with cream.” True. Mixed Safe User Added
“@HeyKeifer: Golden Oreos 🐐 regular Oreos 🚮” YES!!! Mixed Safe User Added
“@Hermosa_Jayy: Can I bring anotha bitch or nah 😏” Mixed Abusive User Added
“@HerTruMetier: “@what_evaittakes: Bout to get a breasts reduction these bitches be in the way😒”😂😂😂”so serious😩😩😩 Mixed Abusive User Added
“@HerMoufPiece: They be hating on my girl tho, but they wish they was the bitch they hating” this song go Mixed Abusive User Added
“@HarrysBoyLouis: >> Homecoming in 2 days << http://t.co/M6r2lWAFRV” Bet u didn't even have a date bitch, I just went and say in the corner Mixed Abusive User Added
“@HaitianCocaine_: FML 😡 My period on !” Can't pop that pussy now huh? Mixed Abusive User Added
“@HaiFuckedYoGirl: Eat her pussy nd look at her like this 😜😝😜 http://t.co/ksazoyurxv”@KellieNehls Mixed Abusive User Added
“@H8UHOES: Lmao lexy such a hoe 😂” lmfaooo Mixed Abusive User Added
“@GrumpyCatTalkin: I'm sorry I offended you when I called you a bitch, I honestly thought you knew.”😂😂😂😂😂 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