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

25504 Records
Phrase Text Dialect Category Label Source
Some Army females just bitch about everything .. Mixed Abusive User Added
Some "don't cross me" bitches Mixed Abusive User Added
Sombody bring me some pussy Mixed Abusive User Added
Sold weed to a bitch who's gonna be a lawyer.. Bet she'll have a niggas back.. Mixed Abusive User Added
Soft niggas usually send the hate threw the bitches Mixed Abusive User Added
Soft niccas usually send the hate thru the bitches jealous Instagram niccas hatin on ya pictures -- @Therealkiss Mixed Abusive User Added
Soetoro/Obama is moving the country #Forward w/ his vision. His vision is to downsize our 'oppressive' country and get even w/ whitey. #War Mixed Hate Speech User Added
Sock the pussy like I'm vegeta Mixed Abusive User Added
Social networks will ruin a bitches game. Mixed Abusive User Added
Social media post about rival social media app. I shall never let the word "edited" appear next to my Facebook status. Double read it bitch. Mixed Abusive User Added
Soap. I wish some pussy tho RT @ImJustCeej: What does your beard smell like? Mixed Abusive User Added
So...Hello Kitty is really a Chicken Boo 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