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 |
|---|---|---|---|
| “@NoChillPaz: White kids favorite activities 1. Calling people "niggers" on Xbox 2.fucking their pet 3. Shooting up their school” | Mixed | Hate Speech | User Added |
| “@NoChillPaz: Mom : Dont call a girl a bitch. That's somebody's daughter,sister,niece... Me : And somebody's bitch too” | Mixed | Abusive | User Added |
| “@NikeDownLuis15: @vintage_monroe_ them Damn brownies”I swear lmao | Mixed | Abusive | User Added |
| “@NigggaPino: Splash onna bitch Wednesday tomorrow” | Mixed | Abusive | User Added |
| “@NiggaImTatted: Niggas want a good girl but still wanna fuck with hoes but that ain't gone work. Gotta pick one”😂😂😂 boy stfu | Mixed | Abusive | User Added |
| “@NiggaImTatted: Having 0 bitches really the wave”shaq you got all the hoes | Mixed | Abusive | User Added |
| “@NiggaImTatted: Cowboys win games during the regular season but when they get to the playoffs that trash af lol” hating ass nigga | Mixed | Hate Speech | User Added |
| “@NiHao_Rocky Who is she? RT @DrTruth247: Y'all hype that bread loaf chick up but I'm a chill” a dyke rapper | Mixed | Hate Speech | User Added |
| “@Nelly_Flexin: Y'all bitches switch a roo niggas !!!”👀👀 who the hell | Mixed | Abusive | User Added |
| “@NeiAllure: & you should feel disrespected if a bitch try to suck you up with dry lips. 💀💀” | Mixed | Abusive | User Added |
| “@NeeBaddAzz: why amanda bitch ass eva cheat on fizz fine ass? ion geddit😴” theres more to a nigga than his looks.. Thought yall knew dat?😴 | Mixed | Abusive | User Added |
| “@NayMinaj_xo: @SkinnyBee__ LMAO my bitch was listening to gospel music w. liquor in her hand weaaakkk”lmfaooooooooo I was crying | Mixed | Abusive | User Added |
Add Local Phrase
Batch Import CSV
CSV OnlyUpload 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