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
@italian_montana OUUUUUFFFFF you will see pussy Mixed Abusive User Added
@isaabbellla yo nig your a cheeseball. Mixed Abusive User Added
@isaabbellla haha you bitch 😂 really tho it will be good to catch up yo ! It was pretty fun last time we chilled Mixed Abusive User Added
@is_anyone_up @Huntermoore fuck my tight pussy until I'm dripping wet Mixed Abusive User Added
@irwinhype thank you so much. it was a bitch move of her to pull. but thank you ❤️ Mixed Abusive User Added
@iowahawkblog I also recommend 6pack of shiner Bock and 12 hours of brisket duty at "the pit" feeding oak coals 😉 Mixed Safe User Added
@iowahawkblog @jjauthor to ---->@DavidMasciotra get past boot camp, and go active a few years, see what we REALLY do daily you liberal pussy Mixed Hate Speech User Added
@intrepidokie nice lie #teabagger. Just because you want to see it doesn't make it real. Like Reagan was a conservative, another huge lie Mixed Safe User Added
@intheKCmix it's twitter.. That's what folks do.. Same folks be mad when someone calls them a nigger on here.. Mixed Abusive User Added
@intheKCmix The last planet of the apes with my kids... It's been a minute Mixed Safe User Added
@intheKCmix Simmons acted like a bitch when Doc left for LA.. 😂😂 Mixed Abusive User Added
@intheKCmix Pau pissed me off like Boozer pissed off Bulls fan... 2 soft faggots 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