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
“@Leelucas_: @100046729 fuck you ugly lol show them teeth”😂😂😂💀💀💀 bitch fuck u Mixed Abusive User Added
“@Leelucas_: @100046729 @maxnostalgia http://t.co/F7D0mxCExj” bitch ima shake til I can't nomo Mixed Abusive User Added
“@LayaFace: We out! Brooklyn bound wit this money. Feelin like Yung Jeezy in this bitch! 🔫🔫 http://t.co/TOq4bFWnzG” LMAOOOO Mixed Abusive User Added
“@LastWordEvan: An inning and a half away from Alex Rodriguez being eligible to play. Just a thought. #Yankees #MLB” OMG. Feel an ulcer. Mixed Safe User Added
“@Laneishaaaa: @Thompson_Era pretty boy face” Awee thanks faggot Mixed Abusive User Added
“@LanaeCute_ass: My bitch bad she's a Puerto Rican 😏😜”what song is that Mixed Abusive User Added
“@LakeshoreJohnny: Eliot was a pussy.” MMMMMETHER Mixed Abusive User Added
“@LODMTPAPI: Clingy girlfriends are the best 💯❤️😩💏 http://t.co/Dt9nua4u7A” Stop lying to these hoes bro.. That shit annoying Mixed Abusive User Added
“@KyariesDa4: Ginobli dropping them bitches like a Delta line”. 😂😂😩✌️ Mixed Abusive User Added
“@Kxng_Jase: Versace Versace, I talk shit on twitter and so that bitch blocked me”@bremarie17 Mixed Abusive User Added
“@KinggKI Im drunk, I'm bout to bitch.”need a ride? Mixed Abusive User Added
“@King_SM If Howard elbow bosh, will bosh fight back?” don't have to got mcbob bird and UD Mixed Safe 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