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
@Joe_Schmucc Dog Government jobs is the SHIT. I done got my last few off that bitch. Mixed Abusive User Added
@JoeTheMailman @emilyrs But that bitch could care less about Benghazi victims! Mixed Abusive User Added
@JoePrich shut up faggot Mixed Abusive User Added
@JoeDouglas1 sit down and stfu raghead @Darknight420 @hajihuntingpat Mixed Hate Speech User Added
@JoeDouglas1 I guess blaspheme to your Allah is ok if your pos muzzie huh? @JewJitsuGrl @efilnikcufecin7 @Darknight420 Mixed Hate Speech User Added
@JoeBiden is such a retard! “@irritatedwoman: Biden Calls Himself ‘White Boy’ in Meeting With Black Pastors http://t.co/bqx1IEv0wD” Mixed Abusive User Added
@Jobbe03 You need to insert a chill pill up your ass. Twice a day until your bitch assness goes away. If the problem persists, see a doctor. Mixed Abusive User Added
@Jobbe03 @PandaEnchilada You're such a bitch Carlton. You're lucky your fathers a judge. Mixed Abusive User Added
@Joan_Rivers Bitch you old ass mushroom ass bitch looking like a moldy ass toe wobbly raggedy ass vagina face BYE http://t.co/LTi96AZjwk Mixed Abusive User Added
@Jo_clark6 @pache16 @PcktSizeCae an just don't be a hoe about it! Haha Mixed Abusive User Added
@Jo_clark6 @breezysofresh24 no homo bro love ya to!! Lets get some 151 an some Malibu rum!! Tech 9 this bitch haha Mixed Abusive User Added
@JjLoveUp tranny 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