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
@Miley_Highrus @Shylooooeee slap a bitch Mixed Abusive User Added
@MileyCyrus I want to suck your pussy Mixed Abusive User Added
@MileyCyrus Has transformed to a bad bitch. She can get the D Mixed Abusive User Added
@MilesM_05 shut up coon. Mixed Hate Speech User Added
@MikeyDJaro haha 1. I would go for the S 2. Those fag colors are reserved for @JoeyTaormina Mixed Abusive User Added
@MikesGraffix @MalachiDupre all that trash talk and we win championships!!! You're boring me dude #NationalChamps Mixed Safe User Added
@Mike_Stud touch my throbbing pussy Mixed Abusive User Added
@Mike_Stud so is my pussy Mixed Abusive User Added
@MikeTheStatey #Sequester Den the fat colored girl chased me down day street while she swingin da table wit one arm... I wants my pay!!! Mixed Abusive User Added
@MikeTattaglia happy birthday!! I hope the bitches got you something good Mixed Abusive User Added
@MikeLuckas Oh, me, too! Pain meds just made my brain fuzzy and though Banjo Kazooie for a sec. Mixed Safe User Added
@MikeDiggEm my phone was dead fag man 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