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
"@jgabsss: Stacey Dash won 💦 http://t.co/PDLG46rjOL" baddest bitch evaaaa Mixed Hate Speech User Added
"@jethromass: Photo: http://t.co/CxRs5BVhPw" he is in sole heaven Mixed Safe User Added
"@jboii2: ima keep on giving these pussy ass niggas ah reason to hate !" Mixed Abusive User Added
"@jayswaggkillah: Jackies a retard #blondeproblems" At least I can make a grilled cheese! Mixed Hate Speech User Added
"@jasmyncyniquee: @white_thunduh k bye hoe" um bye .. Mixed Abusive User Added
"@jama_jam: You bitches be pretending to be TF crazy.." You ain't never lied... Mixed Abusive User Added
"@jaimescudi_: "@Tonybthrz_: "@jaimescudi_: I swear if oomf try talking to me tomorrow.." @" @BarackObama" pussy Mixed Abusive User Added
"@jacaxeltlu: Eventually every bitch turns into that hoe." # Truuu Mixed Abusive User Added
"@jSadass: loud bitches annoy me" Mixed Abusive User Added
"@itscoleharmon_: When twitter rappers dm me their trash links http://t.co/35nMR4AUQg" Mixed Safe User Added
"@irlfatty: my pussy sweet like watermelon http://t.co/SKlPh3TtoG" Thotermelon Mixed Abusive User Added
"@iTrapWatermelon: tweety bird tho 😂😂😂😂https://t.co/JbnoNM3N1P" 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