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
RT @_TommyGunn_: Some of you cunts owe me money. Mixed Abusive User Added
RT @_TommyCollins: @WeAreRichnow @buffalobills yeah Texans are so much better you fucking retard Mixed Abusive User Added
RT @_TheCrownedHead: man I'm strolling and all I see is y'all hoes that suck dick talking about her like man don't stunt on her bru . Mixed Abusive User Added
RT @_TheBank: Bacon over bitches Mixed Abusive User Added
RT @_ThatsIt: When a bitch tell me I'm ugly 😂😂😂😂 http://t.co/o9EkMrw5WK Mixed Abusive User Added
RT @_ThatGirlKhaila: Yo hoe will get slayed 😂 Mixed Abusive User Added
RT @_ThatBoyKing: All you hoes wake up Mixed Abusive User Added
RT @_TatyanaShells: he like me even more cuz he know I gotta bitch Mixed Abusive User Added
RT @_TJL0326: “@JNH_54: When the pussy so wet you hear that shit smacking >>>>> 🐱💦💦😩😍🙌” ❗️ Mixed Abusive User Added
RT @_SooFcknHomo: Yeen suckin yeen fuckin watchu doin hoe ? Mixed Abusive User Added
RT @_SiNCERE18: - when ya friends nag you like they yo bitch 👀 mayne chill tf Mixed Abusive User Added
RT @_ShesSuchADoll: ; straight 🚮 "@DrewWhosUrDaddy: To each his own @wizkhalifa but these hoes weak http://t.co/W7TEj28aNr" 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