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
@AndreBerto can't wait for more PEDS is that it? Roid munching faggot Mixed Hate Speech User Added
@AnastasiaPacana Iheinz201 stfu! she thinks your ugly and hard to look at! get the fuck out of chat faggot before i block you Oct 30th 1am Mixed Abusive User Added
@AnUglyNigga this is retarded Mixed Hate Speech User Added
@AmosPOrr Congrats Amos! :) Mixed Safe User Added
@Amor_Anjel right , Come then what ? Wait another 9 months ? Naaaawwwww ✋ I could be pimpin these hoes lol Mixed Abusive User Added
@Amizzyy_ Lol that hoe did numbers Mixed Abusive User Added
@AmirEldouh @jwheels3 Ali is a hoe for that Mixed Abusive User Added
@American_Pye bitch would rather fuck a poster? damn... thats cold. Mixed Abusive User Added
@AmericanWhiteHM Those niggers disgust me. They should have dealt with 100 years ago, we wouldn't be having these problems now. Mixed Hate Speech User Added
@AmericanWhiteHM I hate that nigger. Mixed Hate Speech User Added
@AmericanMirror @Praedor The Cop was bitch slapped by this wanna B st. thug. And he got what TM got Dead See you don't slap cops they R law Mixed Abusive User Added
@AmericaAnti You're dismissed bitch. Not in the mood for fucktards this morning. #Blocked @Darknight420 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