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
“@Xenoss_: ''single af'' we don't care you're ugly anyways” @ me pussy Mixed Abusive User Added
“@WowItsDylan: Fuck a "bad bitch" id rather have a good girl who's a freak just for me 10/10 times 😍😍” Mixed Abusive User Added
“@WorldStarFunny: we don't love these hoes http://t.co/WeKdL09bq5” @Ilovebamf 👌 Mixed Abusive User Added
“@Woo_Chamberlain: I just made that interview my bitch. 😎”--finessed it huh!? Lol Mixed Abusive User Added
“@WillyC14_: “@urbie_6: #SingleBecause ill find a cute hoosier to date next year 😏” @Tgold32” @connorbradley Mixed Safe User Added
“@Whoscherry: Ever met a bitch that fucked with your nigga but was to pussy to admit it ?” A bitch for a bitch. Mixed Abusive User Added
“@WhatTheFFacts: An orangutan once tried to have sex with actress Julia Roberts.”Smart monkey😂 Mixed Abusive User Added
“@Whale__Tail: All I wanna do is go workout then come back home and lay in bed” jerk off, kill two birds with one stone. Mixed Abusive User Added
“@WeirdLilThingz: Stop giving a nigga pussy he stop actin like he care” no true totally ... Mixed Abusive User Added
“@Weakass_Drex: If Jennifer Hudson can lose weight anybody can you fat ass hoes!!!”😂😂😂😂 Mixed Abusive User Added
“@WavyGodd: I don't like a ghetto female”😷👎 Mixed Abusive User Added
“@WORSTRAPLYRlCS: http://t.co/hE19TIfqFX” How is this trash... 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