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
@AntiHeroKo bitch FOH Mixed Abusive User Added
@AnthonyCumia pussy Mixed Abusive User Added
@AnthonyCumia just don't bitch when your power goes out like last time Mixed Abusive User Added
@AnthonyCumia Enjoy it,I'm happy for you,but I hate the Yankees,and yes the Sox did choke Mixed Safe User Added
@AnthonyCumia @cokelogic Hey Antony you speaks colored good Mixed Safe User Added
@AnthonyCumia You be totally correct Anthony. Can’t be livin round dem colored folk. Day be bringin down da hood and dem propery value Mixed Hate Speech User Added
@Ant_Dgk @Buckm00se @ChainskiBum would this faggot survive in TJ? Mixed Abusive User Added
@Anotherpotheadd lucky monkey Mixed Safe User Added
@Anony386 @TurnToLive @Tweenki_ they are wrong you are a nigger always causung mischief among ur own people Mixed Hate Speech User Added
@AnnaComan2 she was the principle for a ghetto elementary school, I doubt it. But fingers crossed😏 Mixed Abusive User Added
@Anita_Farid @Angjly LMAO 😂. The side ho gets all the real action anyways . Mixed Abusive User Added
@AnimeKing420 fight me 1 on 1 ur choice of game faggot see what happens 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