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
"@MotherJones: 10 birds your grandkids may never see, thanks to climate change http://t.co/XqmXHkAsWt http://t.co/RbITeGRnhm" #Climate Mixed Safe User Added
"@Montrell_: I'm tired of bitches saying I look mean.. 😒" nigga you big af, wear tight shirts, and grim everybody. Mixed Abusive User Added
"@MileyCyrus: bitch couldn't kill my vibe if ya tried. 🌈🌈🌈" dis why i love miley :* Mixed Abusive User Added
"@MikelaHenry: but what if he actually does choose the ugly bitch over you? "Her ass must be fat! Mixed Abusive User Added
"@Miikito_x3: Toto means ass or vagina?"I think pussy cause toto santi is like nasty pussy Mixed Abusive User Added
"@Migsmichelen: This new twitter is confusing the shit out of me." Go back to south america bitch Mixed Abusive User Added
"@Mesha_nojas: @_Vontethekidd 👏👏👏👏🙌" I got hicks lol Mixed Safe User Added
"@MegamindNick: @white_thunduh nah fam I gotta cheat with the hoes" depends on the female i feel Mixed Abusive User Added
"@MaxMayo77: http://t.co/XpSC3makgJ" sexy lad with hot soles and arches. Mixed Safe User Added
"@MaxMayo77: http://t.co/PrrskknqRv" love frat boy w/ soft long soles Mixed Safe User Added
"@MaxMayo77: http://t.co/3Jk4kR44X3" a pissed lad past out. I would lick his dirty soles while he slept. Mixed Safe User Added
"@Master11_: @20ToLife_ @GabrielaStarr How could u do this to me bitch" potent 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