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
“@dewayneee_: That pussy so wet she gotta dry outside”stop telling my business Mixed Abusive User Added
“@darkkskys: bitches be set hoppin like bitch get your life for u get beat up lmao” Mixed Abusive User Added
“@dappermuke: i'll be a bitch when i have to be a bitch :) #fandomapology #5sosFamAnd1DfandomFollowParty” PREACH Mixed Abusive User Added
“@daijahshardaee: I feel sorry for whoever using Alyssa number to play phone games 😔👐” dumb ass hoes who ain't got a life Mixed Abusive User Added
“@daijahshardaee: 😂😂 @100046729 bitches so late 😴💁” ion exposed 😂😴 Mixed Abusive User Added
“@dablueprint: @NigelDixon1 Just think if Alex won some games!” That sorry son of a bitch will never "win" us a game Mixed Abusive User Added
“@daberellla: just demolishing this huge bitch 🍪 http://t.co/AWYdBJxKs4”sharing is caring 👌 Mixed Abusive User Added
“@daaamian_69: “@tankGonzalez: Stop being such a bitch”” Mixed Abusive User Added
“@d6_9b Dora & her table manners 😒”--- she's eating like a sloppy hoe!!? Mixed Abusive User Added
“@crystalinag: finger a bitch w/ my trigger finger” nigga shut up Mixed Abusive User Added
“@creoleblood: “@what_evaittakes: Y'all bitches be popping babies out like it's a sport😩”stop 😖”what lol Mixed Abusive User Added
“@cooney_mane: @BrianMC630 "they played a great job" who's the retard now?” 😂😂😂 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