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
“@_CiaraaaS: What things do you love? — Myself http://t.co/D23mKPgMxu”food weed pussy life 💁 Mixed Abusive User Added
“@_BunnyCocaine_: Oomf a hoe hopper 😂😂😂” 🌾👀🌾 Mixed Abusive User Added
“@_BucketsMcnasty: Iz no point in being jealous cuz dee hoes for everybody #💯💯💯 #BucketsProverbs” http://t.co/HuH4hBKYwY Mixed Abusive User Added
“@_BitchBUH: Shoot that nigga and his shorty bitch 🔫😂” ‼️‼️ Mixed Hate Speech User Added
“@_BeautifulKeezy: these hoes be playing w/ me like I won't send baby Cain at they niggah !!”yesss messy. Mixed Abusive User Added
“@_BeautifulKeezy: the boy told Lyssa make them $50 😂😂😂💀”😂😂😂💀 yes bitch and I need em Mixed Abusive User Added
“@_BeautifulKeezy: im so winning. 😍😍😍 http://t.co/Jf6U54CMW3”😂😂😂 bitch Mixed Abusive User Added
“@_BeautifulKeezy: I'm about too put sooooo much nut in my fucking mouth and gts frfr 😂😂😂💀” bitch yu nasty Mixed Abusive User Added
“@_BeautifulKeezy: Alyssa you ignoring me bitch but you better text me back cause I'm serious !”fuck u smokey Mixed Abusive User Added
“@_BeautifulKeezy: “@100046729: This bitch lying to me 😂😒”👀👀👀”messy yess Mixed Abusive User Added
“@_BeautifulKeezy: “@100046729: @_BeautifulKeezy wassup”bye”bitch you outta order Mixed Abusive User Added
“@_4ever_slim: U look like a cotton picker tho RT @KB_Three: About to put in field work 🏈” damn dee got all the jokes Mixed Abusive 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