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 @4550Empire: @QuintinMvP @_200_Soetan yea u know these lil bitches be stalking are twitter for they niggas😵😂😂 Mixed Abusive User Added
RT @44BINKO: @VoiceOfDStreetz she spazzed out dude don't have his hoes in line 😂😂😂 Mixed Abusive User Added
RT @44BINKO: @VoiceOfDStreetz 😂😂😂😂😂 u a hoe 😭😭😭😭 Mixed Abusive User Added
RT @44BINKO: @BreadTruckkBri 😂😂😂 knwin I heard dat hoe changed Mixed Abusive User Added
RT @44BINKO: “@Say_Lil_Zack: I love female cops😍” they b sum hoes too fuck da jakes 👮💥🔫 Mixed Abusive User Added
RT @4200Savage: Since a yungin bitch I been nat nigga Mixed Abusive User Added
RT @4200Savage: Mama told me look rich act poor n neva trip ona bitch dat ain't urs#gang Mixed Abusive User Added
RT @40oz_VAN: Don't be that frontin' ass bitch. Mixed Abusive User Added
RT @3amado_carrillo: Rick James bitch Mixed Abusive User Added
RT @3amado_carrillo: Just checked my watch n that bitch said sometimes Mixed Abusive User Added
RT @3_Much_: If u a messy bitch hell nawl i cant rock w. You Mixed Abusive User Added
RT @3Much4TheseHoez: RT @iDntWearCondoms: If I DM u don't announce it to the timeline bitch I'm tryna fuck on the low 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