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
“@connycarvajal_: Why u can't just love?” Because we don't love these hoes Mixed Abusive User Added
“@concretesledge_: Gwyneth Paltrow you ugly ass big bird looking bitch, shut the fuck up.” <<That's pretty much IN YOUR FACE! Bravo! Mixed Abusive User Added
“@comedianjayski: My favorite time of da day HAPPY HOUR!!! #Drinkbreak”when the bad bitches come out and the ok hoes at home doing make-up Mixed Abusive User Added
“@comedianjayski: Happy Hour time best time of da day!!!!!” Niggas don't know bout them happy hour hoes Mixed Abusive User Added
“@coltscommunity @Pacers @nflcolts @indystar #CHUCKSTRONG #GoldSwagger http://t.co/6q5wm3VU” thats awesome 🏀+🏈=👍👌☝ #hoosiers Mixed Safe User Added
“@colormeprettyyy: @xo_tavia bitch im back at home now.” 😂 Mixed Abusive User Added
“@coffincreepxx: Jose is so fucking mean to me like damn bitch lol” fuck you Mixed Abusive User Added
“@coffincreepxx: @WhatAreOllies niggah you friendzoned” daaaaaaaam.. 😔 Mixed Abusive User Added
“@codyaveresch: Paint brushes over Bugattis #StundentPainters bitch” paint me like one of your French girls Mixed Abusive User Added
“@codizzlleee: @Satisfied_x @Stfu_NobodyCare well we all know Victoria's Secret now.” Yea and we all the Cocoa Puff bird fucking Mixed Abusive User Added
“@cmencarini: I dont trust girls” cant trust these hoes Mixed Abusive User Added
“@clzcdxx: im just a bitch ass elf” @MorbidMermaid 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