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 |
|---|---|---|---|
| “@__LilBoodyJudy: I'm tryna get some snow day dick 😂😂😂😂”gon make a nicca have a wreck out there Tryn pull up on ya 😂😂 | Mixed | Abusive | User Added |
| “@__Idonthaveone: My friends are some insensitive bitches 😂” | Mixed | Abusive | User Added |
| “@__IamAnnaY: bitch gotta work all hard to clean that shit without ripping her skin” LMAOSJDUSUBEJS | Mixed | Abusive | User Added |
| “@__Black_Jesus: “@lil_aerii: Happy new year 🎊🎉🎉🎉🎉🎉🎉🎊🎊” check yo clock Hun we got another hour lol..”they just did the lil count down thing | Mixed | Safe | User Added |
| “@__Bino: Looking at nip rings I can't wait until I can change mine 😏” 📝👀📑 lmao | Mixed | Safe | User Added |
| “@_WithFinesse: “@Shane_A1: Lol I 4got rose been dat nicca tho” #1 Never forget.”lol yee I was trippin | Mixed | Abusive | User Added |
| “@_TheCrownedHead: what if I tell y'all I'm trying to turn up for bayou classic #drinker 😈” bitch you got the id. | Mixed | Abusive | User Added |
| “@_SickWitIT: Wish tonight was purge so I can get to hunting” Shut yo hoe ass up | Mixed | Abusive | User Added |
| “@_PlayaChris: I be laughing when my ex be tryna stunt, bitch you forgot I went with you I know what you got & don't got 😂😂” | Mixed | Abusive | User Added |
| “@_Perarl: Im so happy in the morning after I shave my pussy cuteness always sets me up for a good day😊”u need some dick | Mixed | Abusive | User Added |
| “@_OttoMattic: How you make a salad and have no vegetables on the bitch?!? Give me a break. 😂😭😂😭” potato salad | Mixed | Abusive | User Added |
| “@_OneBadCreation: Boyfriends that'll eat yo pussy all day long Ur da real mvp 😭👏” http://t.co/6dImZ71MPV | 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