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
@Godsmack_Music @iTunesMusic @iTunes That band is white trash, and only white trash would buy that album. Mixed Hate Speech User Added
@Godbody_ream "I want to eat your pussy" 😂😂😂 Mixed Abusive User Added
@God_loves_biebs Go pray in a church or something fag, no one cares about your religious bullshit. Mixed Hate Speech User Added
@GociveiX you egg spam bitch Mixed Abusive User Added
@GoHard_Brown @your_daddy9 & xavier you bitch. Mixed Abusive User Added
@GoDaddy Hope you guys do get attacked for supporting SOPA, bunch of dirty snake faggots. Mixed Hate Speech User Added
@GlynJackson2 @Rachh_Basss granted cracker isn't that bad because when you say that to a white person your saying their one of the slave Mixed Abusive User Added
@Gloryyyy18 brooooo I miss you bitch Mixed Abusive User Added
@Glodupshawdy @ManOnThe_Moon_ @_tonydennis @lilthickgawdess @CHILDISHCUDl @ninathegoat @YUNGRAPE basic bitch comeback, expected Mixed Abusive User Added
@GlitteredInPink hoe don't tweet me Mixed Hate Speech User Added
@Gladvillian_ dont get that bacon stuffed crust tho its trash Mixed Safe User Added
@Gladvillian u want me to make u one of my ghetto nunchucks, they come in singles and double_ended 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