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
@jmellor432 fag Mixed Hate Speech User Added
@jmac_au @Brocklesnitch at least that one dude had the guts to @ me. If you don't like my opinion qquit being a bitch and keep scrolling👌 Mixed Abusive User Added
@jkfldghi @Huntermoore long tittie no nipple havin ass bitch Mixed Abusive User Added
@jkatz_ @kaylee_binion14 bitch. 😖 Mixed Abusive User Added
@jimachterfeld @mattabbatacola Like I said, pussies. Mixed Abusive User Added
@jimachterfeld @joeo670 @dan_bernsein Bernstine is Chi Sox Jew fag. Mixed Hate Speech User Added
@jimachterfeld @dan_bernstein The fuckin pussy makes fun of people all day on the radio, someone calls him a creep and he blocks them. Mixed Abusive User Added
@jezzzz_ @ShitPussiesSay Jessica I'm not afraid to slit your throat tomorrow Mixed Abusive User Added
@jesstoth we could get matching burner phones and be ghetto fab for a few months Mixed Safe User Added
@jesslaw Ha! I'm actually going to see a Yankee game, as weird as it sounds. My uncle's house in NJ is an hour away. Mixed Safe User Added
@jessitron @Bsilverstrim77 ...in fact were I to start a for-profit university this would be the sole requirement for graduation! Mixed Safe User Added
@jessicacassell1 find a new hillbilly!! #spiritweek!! 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