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
@HilareeJay I hate those creepy ass dolls that call you dada, I'm like "bitch I ain't yo daddy" Mixed Abusive User Added
@Highwayy_17 you're a bitch Mixed Abusive User Added
@HighOffTatianna lol fuck these lil bitches ain't shit to peep 😎 wassup w/ you tho Mixed Abusive User Added
@Hi__________Bye omfg or the other pics of the tranny lmao Mixed Abusive User Added
@HiPHopFeEeN old with a old wolf pussy that is Mixed Abusive User Added
@Herman_NYRBlog he's am has no clue #heeb Mixed Abusive User Added
@Herfarm Move out of our country teabaggers! Mixed Hate Speech User Added
@Herfarm @SteveWorks4You @TheDemocrats your low info redneck dumbasses vote for these corporate shills that idiots like you believe #dummies Mixed Hate Speech User Added
@Hendrixoxo wtf hoe answer my question Mixed Abusive User Added
@Hendrixoxo lemme guess you wore the hilly hicks sweats/leggings 😂😂🎂🍰👏🍑 Mixed Safe User Added
@Hendrixoxo bitch why did you not fav or retweet this Mixed Abusive User Added
@Helgasfishtales omg! I don't even know where kimlau sq is...I would been like,"look a bird!" then ran for the hills! Lol Mixed Safe 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