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
GTFOH u bitch ass ref Mixed Abusive User Added
GTA online today bitch ass niggas Mixed Abusive User Added
GStar suspenders got a bad bitch bitch Mixed Abusive User Added
GOOD Music >>>>> Young Money fags Mixed Abusive User Added
GOAT RT @DBlockDeuce_215 Nitty had bitches rubbin his beard and stomach at the same time in Jollies.. LEGENDARY Mixed Abusive User Added
GM....don't be the bird that didn't get the worm today #GoStampsGo84 Mixed Safe User Added
GIRL! Trying to put dem bitches on, too! RT @CeeisMee: In AutoZone trying to buy the correct wiper blades for my car http://t.co/tifQceESts Mixed Abusive User Added
GEEZ..... I think #NorthKorea may be right. #BarackObama is a monkey! Surely acts like one. http://t.co/y09Waoe4EM” Mixed Hate Speech User Added
GA Charlie @Charlie4927 @sholzbee @DorisTafoya1 @cat_lmbo @Jagauress @Walter_lars @lynnemrnp @AmyMek @Justin_Awe Mixed Safe User Added
GA Charlie @Charlie4927 @StacyDmomof5 @RevkahJC @PattiSM74 @cantUCIMblonde @Kacado Mixed Safe User Added
G's up, hoes down, while you motherfuckers bounce to this. Mixed Abusive User Added
Fuuuuuuuuck that bitch. #Snowpiercer 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