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
@TheMayorMatt @Frizzle18 I like where ur domes at #smart Mixed Safe User Added
@TheMattAnderson you real quiet son, made Charlie is shit and steelers too? Loser. Mixed Abusive User Added
@TheLovely_CC whatever lol my tan line is retarded. Lol was that other tweet a subtweet Mixed Abusive User Added
@TheLittleFella_ do yourself a favor and ball that up and throw in the trash. Mixed Safe User Added
@TheLittleFella_ @OLE_VertyBstard @thereal_EMandM @Justinrogo01 boooooooo that was trash Mixed Safe User Added
@TheLadyGamer if you gotta shout u a bad bitch... u ain't a bad bitch 😌 Mixed Abusive User Added
@TheKushZombie Aww y u so mad tho, a successful man LMFAO, hut hugging as faggot. Mixed Hate Speech User Added
@TheKinzieWells @chansdav all 3 :) haha. Because I'm #thinkingofyou and your #dirtylove sexxy bitch!! Mixed Abusive User Added
@TheJustinnn @toddkincannon @realbrother0003 He's a pussy Mixed Abusive User Added
@TheJoelBerggren have you looked yourself? This is funny. This is like Obama saying he is good for the economy. Hipster faggot. Funny though Mixed Abusive User Added
@TheJadedNYer yesterday twitter was telling them same dudes that 30+ pussy was the best, so have faith! Mixed Abusive User Added
@TheJadedNYer oh, well turns out that baby aint mine! *does jig* 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