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
@SavageSaiyan4 Real shit, that light armor is a bitch to find tho Mixed Abusive User Added
@SavageNiggg @ChillAssTweets_ no bitch Mixed Abusive User Added
@Sasha_The_II @ATFierce @QueenKhia That bitch is so stupid! It's the BEY hive, not the BEE hive. Lil Kim was the Queen B, Bey IS Queen B Mixed Abusive User Added
@Sarakateee @FaZe_Rain I wouldn't be proud that faze is in your family. He's horrible for one and two he's ugly trailer trash... #fazeisgay Mixed Hate Speech User Added
@SarahR_82 Y'all gots to take da colored vacation. Kentucky fried chicken but only da white meat Mixed Safe User Added
@SarahLevitz 😂😭 okay but I'm the shit hoe. Mixed Abusive User Added
@SarahKSilverman Just saw your black NRA skit. It was vile. You're not funny. Was a fan of yours, not anymore. #cunt Mixed Abusive User Added
@SarahAuten bitch slap that asshole....with a chair! Mixed Abusive User Added
@SandraGuzman_ nigger* Mixed Abusive User Added
@Sammytbh you're not fucking relevant... you get followers from follow trains and then unfollow people because you're a faggot... Mixed Abusive User Added
@Sammytbh whats your youtube channel then faggot Mixed Hate Speech User Added
@Sammytbh thats what i thought pussy.. 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