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
@JefDaBest: The fact this bird ass nigga took my phone and did a light skin pose in school @Mrste617 smh lol http://t.co/Zd3vctXGXh Mixed Abusive User Added
@JedZiggler I say it all the time same with fag and queer it's all about the context I suppose, some people are just looking to get offended Mixed Abusive User Added
@Jbrendaro30 @ZGabrail @ramsin1995 @GabeEli8 @Jacob2times bitch ass nigggaaa Mixed Abusive User Added
@Jazwau 😐 who did you rob, them hoes like 4 online Mixed Abusive User Added
@JayyRosayy you ain't got no hoes lil jess you're a lil guy Mixed Abusive User Added
@Jaytwofly huh, lol mad nigger is mad Mixed Hate Speech User Added
@Jaytwofly @G_MUCKA good leave you stupid faggot Mixed Hate Speech User Added
@Jaydillz they're both big bitches tho lol Mixed Abusive User Added
@JayKollsKSTP please tell those fuming cops that they are a bunch of coward little bitches, and should not be allowed near weapons. Thanks. Mixed Abusive User Added
@JayJuice22 @Ish_MallyMal no song I've heard was good is what I mean by he's trash Mixed Safe User Added
@JawShoeeAhhh you're a bitch lol Mixed Abusive User Added
@JawShoeeAhhh that means you're balling if you're Jewish lol I don't love hoes 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