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
@Prophzilla before I went off to college I wanted to get a ukulele but quickly realised I'd be a bigger fag than the guitar kid in the quad. Mixed Abusive User Added
@Prophzilla I honesty think the internet is just full of retards. Mixed Abusive User Added
@Prophzilla I don't hate that he blew up from 3005 like a hipster but I hate the faggots who say they love his music based off his worst + Mixed Hate Speech User Added
@ProperEtacet fuck your mother, faggot Mixed Hate Speech User Added
@Progress4Ohio @msnbc @meetthepress Would not spend my money on trash like that! Mixed Safe User Added
@PrissyPisces_ I'm talkin bout sluts and hoes in general Mixed Abusive User Added
@Princesslexii16 Fucking coon Mixed Hate Speech User Added
@Princesslexii16 Damn you just called yourself a bitch bruh ? Lol ✋ Mixed Abusive User Added
@Prince_WilliamB @MixyArts This nothing to do with my shoes you ignorant twat. Mixed Abusive User Added
@PrinceGreenJr why hold back? Just say they're as retarded as their tits are fake there's no in between... Mixed Abusive User Added
@PrinceDemitri @TheWeek @russlljones Typical Hitchens type atheist and was watching a doc on how hollywood hates god, ready to mock it. Mixed Safe User Added
@PrimoMars nicca u read what i typed u aint slo by a long shot dont play dumb now litebrite lol 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