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
“@iDntWearCondoms: Bitch wanna date the flyest nigga then be shocked when he has hoes lol” Mixed Abusive User Added
“@iDisrespectHoez: RT @JonRaff: Hate when a chick say go deeper when u already dishin out all u got #hoes” 😂😂😂😂😂 Mixed Abusive User Added
“@iDisrespectHoez: RT @GodOfMilfs: Single moms got that proven pussy” LOL fckd up but truuu Mixed Abusive User Added
“@iCARLEYBBY: “@DJZeeti: twitpic a selfie with light colored eyes” http://t.co/BSOYlL83Iz”😍 Mixed Safe User Added
“@hoppk92: @WCCORosen Sick of all the trash talk and cocky attitudes. #shutupandplay” Refs have to take control when needed Mixed Safe User Added
“@hippiescrub: "I can believe that wiz khalifa and that one bald bitch are getting divorced "” Mixed Abusive User Added
“@hernandezeli_: back then hoes didn't want me, now I'm hot, they all on me.” Mixed Abusive User Added
“@goodbadguytim: “@100046729: This bitch Gmfu.” You huh?” Huh lol Mixed Abusive User Added
“@gmail_candy: It don't matter where we at this nigga always tryna holla at a bitch 😂😂 @tranSactionRAP” where. y'all. at? Mixed Abusive User Added
“@girlideas: why do bitches stand like this? 😳😝 http://t.co/QQ9vQyLru1” she wanted to be in MJ's smooth criminal video so bad.. Mixed Abusive User Added
“@ghostriderJ1: Yankees will never have someone wear a single digit uniform again after this season” Wow. Shows that is an epic organization Mixed Safe User Added
“@garytiffany_: Make the most of what you have.” Don't tell me what to do bitch 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