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
@1Corinthians126 #Jesus Genesis 2:19 Out of the ground the LORD God formed every beast of the field and every #bird of the sky #Initiating Mixed Safe User Added
@1Corinthians126 #HolySpirit God still share HIS #Secrets Amos 3:7 blessings #Jesus Mixed Safe User Added
@1Corinthians126 #BooksOfGodWidom Proverbs 1:26 I also will laugh at your calamity; I will mock when your fear cometh; Mixed Safe User Added
@1Corinthians126 #BlessJesus Yes,#Felt..and touched the soles of the humanity with stains and impressions that only leaves its reflections. Mixed Safe User Added
@10x90 @fucktyler fugly loose hoe Mixed Abusive User Added
@10HSW @myluca01 @DenisGorman nothing like waiting till the last game of the season to peddle it shit website #heeb Mixed Abusive User Added
@1000gramsBee bitch Mixed Abusive User Added
@0xabad1dea Hard to QA? Time is also a pain to mock out in unit tests... Mixed Safe User Added
@0hallis0n bitch caught a body about a week ago. Everybody catching bullet holes. Mixed Abusive User Added
@0ddment I could fuck a bowl of graham cracker cereal Mixed Abusive User Added
@0beytheLAU @Huntermoore bitch you gross as fuck touchin them saggy titties Mixed Abusive User Added
@05proFESSOR I bet he's a Starbucks queer Mixed Hate Speech 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