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

25504 Records
Phrase Text Dialect Category Label Source
RT @_aleahmonique: 👏"@WhitDAWGem_: Real bitches who really hungry won't be out here arguing with bitches on twitter straight flexin" Mixed Abusive User Added
RT @_adrizzzle: Happy birthday to my chocolate brotha @1NOnlyDirtyMike 🎈🎉 love u hoe http://t.co/iQIxXX1ZNv Mixed Abusive User Added
RT @__thaRealist: Sum hoes be smoking to look cute bitch u better inhale that shit wasting weed Mixed Abusive User Added
RT @__thaRealist: Dudes a hoe had me laughin on my only pics😂😂😂 Mixed Abusive User Added
RT @__thaRealist: @pskinny31 😂😂😂 chill bitch Mixed Abusive User Added
RT @__thaRealist: @VoiceOfDStreetz 😂😂 2 many lil bitty bitches Mixed Abusive User Added
RT @__thaRealist: @Dono_44 yea that hoe was rocking Friday and last night Mixed Abusive User Added
RT @__sabrinaaaaa: the same hoes is still at it Mixed Abusive User Added
RT @__queenshaun: “@JuicelessEss_: If you ask me every bitch gay.” true dat true dat Mixed Abusive User Added
RT @__prvncesssss: "@lilnas_: Niggas bitches getting exposed😂😂😂😩"😫😫😫😫😫 Mixed Abusive User Added
RT @__nijel: Niggas be out here loving ALL they hoes...that's a no no. Mixed Abusive User Added
RT @__matt29: Larry bird 38 😂 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