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
@StriveForLight Report me for what bitch? You need to read the Twitter rules and guidelines. This ain't Facebook cunt. Mixed Abusive User Added
@Strangleme Your mother looks like a tough-as-nails bird...I see where you got 1/2 of that from. Nice food, too! Mixed Safe User Added
@Strangleme Looks like a less-squinty-eyed @mikelreparaz to me. Hmm... Mixed Safe User Added
@Stonisnipezz this is a joke right? You're on here like ugh I wish I was a jap and tweeting in gook and shit and jerkin to hentai. Mixed Hate Speech User Added
@Stonisnipezz people bitch because they lose an hour of sleep today but it evens out and we get more daylight Mixed Abusive User Added
@Stonisnipezz all he ever does is fav, fuckin cunt Mixed Abusive User Added
@Stillmatic_12 @mike_ray7 what a retard Mixed Abusive User Added
@Steven_ratata my boots get me bitches so Mixed Abusive User Added
@Steven_ratata bye youre a queer Mixed Hate Speech User Added
@StevenLevandows tf? get me on that bitch stat Mixed Abusive User Added
@Steve_wojtkiw @EmmaLouisaSuttl Wise decision,this Alfie must be a right mong. Mixed Safe User Added
@SteveWorks4You you havent evolved as a human being. Typical meathead redneck. I pity you. You dont know what freedom is about...... Mixed Safe 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