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
@AlexisDiamond_ bitch stop fucking playin with me you know wtf I'm talkin about Mixed Abusive User Added
@AlexaDelsanter karma is a bitch Mixed Abusive User Added
@AlexaDelsanter bad bitch with me wonder where my manners go Mixed Abusive User Added
@AlexSchnider niiice my nigga schinder pullin hoes Mixed Abusive User Added
@AlexDunlapNFL @BDOE_KLBJ that evil son of a bitch deserves everything that's coming to him Mixed Abusive User Added
@AlexAllTimeLow @JackAllTimeLow Please stay safe you guys! I love you so much, I hoe to one day meet you guys! happy Halloween :) Mixed Safe User Added
@Alejandro_Bihhh lol I was bout to say. Shit income tax in I'm Tryna find me a bitch for a couple weeks Mixed Abusive User Added
@Alejandro_Bihhh lmaoooo hell naw bro I be up i haven't seen that hoe Mixed Abusive User Added
@Alejandro_Bihhh @CapoDaAssHole so y'all niggaz ain't never listen to no slow shit with a bitch Mixed Abusive User Added
@Alejandro_Bihhh @CapoDaAssHole lol cause these hoes love me Mixed Abusive User Added
@Alejandro_Bihhh @CapoDaAssHole I'm on this hoe like this every night just be tweeting bullshit Mixed Abusive User Added
@Alejandro_Bihhh @CapoDaAssHole I was texting a bitch 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