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
#That son of a bitch moment when you turn the radio on and your favorite song is on but its the end of the song Mixed Abusive User Added
#That son of a bitch moment when you finally get in bed and your bladder decides its time to piss Mixed Abusive User Added
#TRUTH RT @notashley: David is the Charlie Brown of #Scandal Mixed Safe User Added
#THEBOONDOCKS at 10:30 my nicca! Mixed Safe User Added
#TBT love you forever ling ling 👳👲💘 @brittneycordova http://t.co/KEcfNjyrwE Mixed Safe User Added
#StopWhitePeople RT @ABC7: 9 cases of West Nile virus infections reported in Orange County this year; 105 dead birds found carrying virus Mixed Safe User Added
#SplashGang on you pussy n%a'z ay @Benny_Balboa i tried to tell n%a'z!!! Mixed Abusive User Added
#SouthCarolina is full of white trash Mixed Hate Speech User Added
#SomethingIGetAlot Are you... asian? black? Hawaiian? gay? retarded? drunk? Mixed Hate Speech User Added
#SlightlyAdjusted RT @CapoToHeaven Alls niggers wanna do is fuck, tweet, and drink pineapple soda all day Mixed Hate Speech User Added
#Skating is for trash. Mixed Safe User Added
#SignsOfCockBlockin ---->RT @tribexyunglion: Niggahs telling hoes I'm down talking them just so I can't get on 😂 #FuckNiggahs 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