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
@Hbt2013Mm I'll ask you same question Do you support border jumpers Do you support illegals Mixed Safe User Added
@HazelEyedBarbi She walks away!? What a pussy. Mixed Abusive User Added
@HaseenaBakhtali @steen020 @madraq Altyd zo geweest hoe vaak men ook zegt:dit nooit meer!LozeWoorden.PuntjeBijPaaltje vertonen z dierngedrag Mixed Safe User Added
@HarveyLevinTMZ sal tryin 2 pull a K. Ferderline..lazy ass son of a bitch Mixed Abusive User Added
@HarveyLevinTMZ @sly309 they want what I got, I want what they got, America.they got the word nigger, I want it to Mixed Hate Speech User Added
@HarrysBoyLouis @CurveMe I was laughing at a joke about 9/11 big different bitch. Mixed Abusive User Added
@Harry_Dillema @SvensTweet @wltrrr vraag t Sven,hij denkt: Hoe lichter van kleur, hoe beter het morele kompas werkt. Ik ben kleurenblind ;~) Mixed Abusive User Added
@HarleyyyQuinn_ trash Mixed Safe User Added
@Harbison92 you knw where i am pussy i hate when u ask me tht Mixed Abusive User Added
@HanSolosSon bruh really rocking a toaster on his face lmaoooo he prolly got 0 bitches too man. Mixed Abusive User Added
@HalleyBrenks3 interesting #hick Mixed Safe User Added
@HalieMaranda @Huntermoore bitch u perfect 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