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
@NoShtickZone I called him a pussy and got blocked real quick by him and Bobby Kelly. I cant say I upset about it. Mixed Abusive User Added
@NoShtickZone Charlie Brown A Christmas Story Rudolph, but only because of the island of misfit toys. Mixed Safe User Added
@NoMeek_JustMilz If they trash in yr 3 or 4 he'll waive it lol Mixed Safe User Added
@NoMeatballs @mtaraban is so excited about his red velvet brownie. Mixed Safe User Added
@NoInfidel33 now kindly fuck off, like you said you were..twice! you sound like a little bitch...bitching! FUCKIN STALKER! Mixed Abusive User Added
@NoHazardNoParty @PiBBzYx @piersmorgan @Jim_McLaren I can't wait for the day they take them be a boon for the entire nation Mixed Safe User Added
@NoBeeetch faggot ass fucking snitch Mixed Abusive User Added
@NoBeeetch @Iam_webster faggot Mixed Abusive User Added
@NjzFinest_ your such a bitch lol😴😴😴 Mixed Abusive User Added
@Niyas_Destani burnt tho .. Jus like a nicca 😂😂 Mixed Abusive User Added
@NipseyHussle nip Im tryna buy a copy of #Crenshaw!! But your http://t.co/DBLbyvX0pL website is down.. Let me know something! Mixed Safe User Added
@Nikki_Boo22 bitch you hella late I went yesterday lol 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