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
@vj44 did I mention you are an ugly cunt? Go back to Iran. Mixed Hate Speech User Added
@vivaalakatyy @brotherbill7 @JHuff_5 good bitch choke Mixed Abusive User Added
@vivaalakatyy @J_Fritzy @Lompartayy that's all the action you'll probably get bitch Mixed Abusive User Added
@vivaalakatyy @J_Fritzy @Lompartayy at least I have a boyfriend dumb bitch 😂 Mixed Abusive User Added
@vivaalakatyy 😂😂😂😂😂 oh my gosh why are so so cute?! FA LA LA LA LA LA LA LA LA bitch 😘 Mixed Abusive User Added
@vinyldanyl @BleedingLSD hes a lyin ass bitch lmao http://t.co/1YiMFtRTZw Mixed Abusive User Added
@vinnyywright I don't care what they is they can catch them hoes Mixed Abusive User Added
@vinny2vicious faggot I knew you weren't really my friend. Mixed Hate Speech User Added
@vhr6190 @NudesForJordy playoffs bitch Mixed Abusive User Added
@vh1ADENECA @260chocolate @4Sunshinejones1 aye, I respect ya hustle and all but dont tweet me anymore trash ass videos...thank u kindly Mixed Safe User Added
@vewxyz this bitch........ Mixed Abusive User Added
@vernon1488 town . At a movie with friends. I stabbed a nig 3 times and got sent to prison. Justice? 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