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
@shefeelsD_Payne nigga don't be telling my business on this hoe lol Mixed Abusive User Added
@shefeelsD_Payne hell naw he ain't he the star of that team lol but I'm sure that white honkey called him a nigga Mixed Hate Speech User Added
@shefeelsD_Payne @CallemGT bro I swear to god I was just bout to txt you Dex about these hoes Mixed Abusive User Added
@shawnpitts77 all I wear is vineyard vines and American flag chubbies. I'm the OPPOSITE of a wigga. Mixed Abusive User Added
@shaunroberts the ending was retarded Mixed Abusive User Added
@sharonmperalta @dylan72892 long tittied no nipple having bitch! Mixed Abusive User Added
@shareefkeyes fat hoes need a treadmill??? Lol hmu! Therealwesjames@gmail.com Mixed Abusive User Added
@shanniganssss14 @emagsy21 I save my best material for WMHS games, ya know.. Jus rain down hell upon any bitches that get in your way today Mixed Abusive User Added
@shanetallant he won't bite! We promise he's a friendly bird :) Mixed Safe User Added
@shaelynspacyyy they trash though? Mixed Abusive User Added
@sguzinski well I don't use it anymore and I'd like a dslr I'm just a broke bitch so yeah Mixed Abusive User Added
@sexy_rexy25 98 civic lx "stick" green with shitty paint on some beaner ass wheels with 180k miles no AC and no insurance how's that? 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