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
"@_TommyCollins: @WeAreRichnow @buffalobills yeah Texans are so much better you fucking retard" I see that you're mad about this. Mixed Abusive User Added
"@_GeeWillikers_: Ass slapping is one the greatest things. Haha. 😏" I slapped a girl on the ass. . She got mad I aint get pussy for a week Mixed Abusive User Added
"@_BeeDontCare My pussy still fresh" <----- something stank girls say. Mixed Abusive User Added
"@_BaDa_Bing: I only punch real niggas in the face cause a pussy Nigga is gonna punch me right back" Strong Mush or Shake.. Mixed Abusive User Added
"@ZoeBarton3: @h0rheyd ewww I said THAT last Sunday..as in the last Sunday I was there. Read it again nigs"😳😳😳😳😳 Mixed Abusive User Added
"@YunGMiGo: @Shane_A1 cinco shit harder fucc nigga"yee but you fucc wit rich homie cuz dats ya homeboy fucc nicca Mixed Abusive User Added
"@YoungRicooo: Sad knowing that most hoes won't fuck with you bc you ain't got stacks." wait till friday Mixed Abusive User Added
"@YoungRicooo: Happy birthday bitch nigga @WexicanAfro702" Thanks pal Mixed Abusive User Added
"@YoungRicooo: “@WexicanAfro702: Don't take advantage of a nice person”@ hoes"@ everyjuan Mixed Abusive User Added
"@Yankees: Down 6-1, #Yankees look to rally in the bottom of the 9th." #RALLYCAP Mixed Safe User Added
"@YEHits_Von: “@Run_DRC: I must be a bitch” you are 😂😂😂 sike naw" This why we always beefing 😂 Mixed Abusive User Added
"@XoXo__Angiee: Bruno fag boy" you love me. 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