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
“@lildoll__: grown. mature. pretty. &etc. All that goes out the window when a bitch play with me.” Mixed Abusive User Added
“@lildebo2391: He too rich to let that bitch get him mad like that!” Niggas don't think at all Mixed Abusive User Added
“@lifeof_brandon: @100046729 we'll be together😉”yu gt a job hoe. Mixed Abusive User Added
“@lifeof_brandon: “@100046729: @lifeof_brandon bitch I called yu back” the lies😴”🌵 Mixed Abusive User Added
“@liIdurk__: Females get irritated FAST 😒” fuck them hoes Mixed Abusive User Added
“@leynachristina: I'm driving myself insane.”fag Mixed Abusive User Added
“@lakeshow73: @WCCORosen Too bad the optimism I have for the Royals, you don't have for the Twins!! Take those "Rose(ie) colored glasses off Mixed Safe User Added
“@l3ahpar: I could write a book on the things hoes say.”no way Jose Mixed Abusive User Added
“@kriscope95: All people ever do on twitter is bitch. Get a mother fuckin diary.”👌 Mixed Abusive User Added
“@koleworld4: this bitch tried the wrong one 😂😩 it'll all go down hill from now 😘”👀 Mixed Abusive User Added
“@koleworld4: my name is stefanie ... 👋👋👋👋 stefanie😂😜”fuck u hoe 😩😒😂 Mixed Abusive User Added
“@koleworld4: @what_evaittakes lmaooo nooo hoe”oh ok😕 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