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
@robfee What a #narcissistic cunt he is. Mixed Abusive User Added
@robbiegallinis hey bitch boy #nigorprobz Mixed Abusive User Added
@rniXX oh yeah and fuck the Lakers too, bitch boi! Mixed Abusive User Added
@rmusshy pussies! #StB Mixed Abusive User Added
@rlfclifestyle wtf that bitch was driving around drunk Mixed Abusive User Added
@riwhey_000 I'm just kidding, I'm not a fucking faggot Mixed Abusive User Added
@riseofthefags69 stfu prude ass basic ass bitch Mixed Abusive User Added
@rilantis_1732 I was hoping you went with the Mr. Chow part on hangover 2. "But did you die?" Dumb bitch ass sloot!! Mixed Abusive User Added
@rikki_lovee you're wearing my sweatshirt in your snapchat story hoe! Love you tho lol Mixed Abusive User Added
@rikki_lovee bitch! Why can't I retweet your shit?! Lol love you! Hope you're having a great bday! (: Mixed Abusive User Added
@rikki_lovee @StephyRae7 @TheOneMiss_Luu @GabrielaAngela4 Lets hangout Monday nigs? Mixed Abusive User Added
@rickygervais BORING&HACK allah and mohamed are also against fags.PLEASE mention them as well.did God take away your balls as punishment? Mixed Hate Speech 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