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
“@_nicolehayley_: @Thompson_Era ahhh you know who? So smart Donny! 😄 but YES RT 😂” Yass! I'm glad you speak your mind to these 2faces hoes Mixed Abusive User Added
“@_mahoganylov3 Right RT @KingDominicus: Idk which one was selling pussy for $65 but that’s way too high for them http://t.co/jSDmSuCDm0”hm Mixed Abusive User Added
“@_kbhicks: @TheKaosYatti fb hoe lol”damn next time be nicer . Lmfao Mixed Abusive User Added
“@_imShawntee: I want some pussy #wishfulthinking” Mixed Abusive User Added
“@_honeysays: My phone charging backwards 😕” retarded Mixed Hate Speech User Added
“@_heyshelby: Bitch I'm on, bitch I'm on my griiind” thug luuuuuuv Mixed Abusive User Added
“@_hellMEL: Men hop in they feelings much quicker than women.” Not me 😈 I hop in ya bitch Mixed Abusive User Added
“@_getMEAUXmoney: Nobody cares about KIRK Bosley no”I care bout my cousin hoe Mixed Abusive User Added
“@_chrisbrazell: Fuck The Girls , Peep How He Change When A Nigga Squared Up Against Him 😂😂😂😂😂 https://t.co/FZx4ws7eeE” 😂😂😂😂 bitch ass Mixed Abusive User Added
“@_chelousmuch_: bitch im weakkk vic 😂😂😂”😂😂 Mixed Abusive User Added
“@_chanaee_: Lol someone told me I had hoes so I sent them this😂😂😂 http://t.co/B5xBkamv4X” Mixed Abusive User Added
“@_ajoyaaa: Victor & shawn legs don't hurt? They jigg every damn night 😒”😂😂😂 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