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
“@yungtfti: I feel sorry for anyone who paid for LIC because edc is trash music” Mixed Safe User Added
“@youngmintono: This girl stress me out , ion even have no hoes http://t.co/yPTxVbb3SK” shit I be saying lol Mixed Abusive User Added
“@yohidef: cool story bitch, now pass the blunt” @EvanBecker513 bitch Mixed Abusive User Added
“@yeyo478: @Helenbabeey_ look at my benz bitch I've been the shit http://t.co/H0iXjZH0tZ”LMAOOO Mixed Abusive User Added
“@yahhtriick: How do people even get crushes on me. Im like a total bitch.” 💁 Mixed Abusive User Added
“@xoxo_laurenmane: Dumb ass bitches” @ me next time👋 Mixed Abusive User Added
“@xoxo_hayleyy: "@savageater: i think if my girlfriend were to get locked up shed be the first one raped.#pussy"really bitch✋😒”really swerve Mixed Abusive User Added
“@xo_omiexo: not one single bone in my body gives a fuck about what the next bitch thinks. 🙅😴” Mixed Abusive User Added
“@wwwobert_: B Oreo a stunt”come thru 🔥🔥🔥 Mixed Safe User Added
“@wizkhalifa: On the east coast there's colored hair everywhere. This must be the sweetest wave ever.” @LayaFace Mixed Safe User Added
“@whiteboytatted: Dudes out here will try and fuck ya bitch behind ya back and tell you she aint good for ya” its happend Mixed Abusive User Added
“@waymoflydenu Why yall think its ok to be faggots?” and want us to be cool with them 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