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
The leftist/homosexual war on the #Catholic church kicked into high gear with the infiltration of the priesthood by boy-raping fags... Mixed Hate Speech User Added
The left tho RT @BelloDisastro_: “@DJZeeti: twitpic a selfie with a bad bitch” 🍫🍫🍫 http://t.co/9X0CkRTgVr Mixed Abusive User Added
The last time your pussy was salmon pink was. .... Mixed Abusive User Added
The last at-bat at Yankee Stadium. Thanks for making it a good one, Captain. #FarewellCaptain. http://t.co/UVJgbCpcbU Mixed Safe User Added
The lady talking about I have to sit in this seat and I have 3 hours to piss like bruh ! I already tried twice, I can't fucking pee bitch! Mixed Abusive User Added
The jigg is up Mixed Safe User Added
The jig Mixed Safe User Added
The intensity of my Bankhead bounce as I said "we know these bitches cuz we be traveling"... Mixed Abusive User Added
The homiez bitches like my homiez Mixed Abusive User Added
The homie reallly LOVE fat bitches 😂😭😂 like in LOVE Mixed Abusive User Added
The hoes be rated E ! Mixed Abusive User Added
The hoes are for EVERYBODY my nigga! 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