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
RT @Joy_Doe: 😭😭😭😭😭 RT @80sbaby4life: I love hood bitches. God help me lmaoooo Mixed Abusive User Added
RT @JoshYohe_Trib: I wrote whole game story on how Orpik shut down Ovi two nights in a row. Many of you will mock this. But he was really, … Mixed Safe User Added
RT @JoshGIII: I be in the pussy like https://t.co/4OvGZ3Lhqu Mixed Abusive User Added
RT @JosephTheFlyGuy: This bitch got a real life hippo as a pet http://t.co/wU6jItcE0U Mixed Abusive User Added
RT @JosephTheFlyGuy: Loyal pussy is best pussy . Cus u know that's all yours . Mixed Abusive User Added
RT @JosephTheFlyGuy: Crazy girlfriends usually love you longer & got the best pussy . Mixed Abusive User Added
RT @JoseCanseco: I do not have bitch tits Mixed Abusive User Added
RT @JorgeGones: when a bitch that once curved me now all up on my dick http://t.co/xEITPkALOb Mixed Abusive User Added
RT @Jordiiin_: 😂if you can fuck my bitch , then she ain't "My Bitch"👐 Mixed Abusive User Added
RT @JonyPrivat: #cheese #crackers #lacking http://t.co/ijDHKWdkoQ Mixed Safe User Added
RT @JonnyFootbalI: Fuck bitches, get touchdowns. Mixed Abusive User Added
RT @JonnyFcknBlaze: Porn star is fancy talk for professional hoe. 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