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

25504 Records
Phrase Text Dialect Category Label Source
RT @_campkevin: Bitches be thinking they are soooo out here like no your just an everyday average Instagram bitch Mixed Abusive User Added
RT @_brooklynnmsb: It ain't nothing to cut that bitch off. 👌💁 Mixed Abusive User Added
RT @_blvcksxul: When u see a bitch that don’t like u, look at u… http://t.co/vAO8ovq4XM Mixed Abusive User Added
RT @_blkarab24: Whats a bad bitch to a queen with Goals❓ Mixed Abusive User Added
RT @_ayejayydoe: This hoe never called me like she said @UglyAssAyeKay Mixed Abusive User Added
RT @_ayejayydoe: "@UglyAssAyeKay: Dumb bitch" im singing to you bitch Mixed Abusive User Added
RT @_ayeeexo: Fxck outta here hoe ✌ Mixed Abusive User Added
RT @_asslxrd_: my inner nigger is coming out Mixed Hate Speech User Added
RT @_ashwhole: “@TerryLee__: “@______0__o_____: RT “@iHitModelsRaw: *hits blunt* https://t.co/WiqgnDXgNM ”” this hoe thought she was so dee… Mixed Abusive User Added
RT @_amaaari: bitches be fake af 😂🙅 Mixed Abusive User Added
RT @_allaboutAshley: When will you guys leave that childish pussy alone? Get that sophisticated pussy. Mixed Abusive User Added
RT @_aleksssa: "@BrianLovesAss_: @_aleksssa tbh but a niggah can't have a normal convo with someone lmao"hoes will be hoes Brian lol 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