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
"@BaylaaGottaBody: 😂😂😂😂 I ain't shit ." Damn Skippy lol Mixed Abusive User Added
"@BabyAnimalPics: baby monkey bathtime http://t.co/7KPWAdLF0R" Awwwwe! This is soooo ADORABLE! Mixed Safe User Added
"@BVSEDCHINK: Yo fuck skateboarding, all y'all some wood pushing faggots man, ball is life http://t.co/VBCzP6HMT7" @AmJemieBenn Mixed Abusive User Added
"@BRO_HEN314: #Eaglesnation and every #Eagles need to see that pic I just posted because that bitch just said the most racist shit" Mixed Abusive User Added
"@BOSSBYTCHH: Him seh me pussy wetter then a shower curtain....#ahmesehwetness"<lmao!! Mixed Abusive User Added
"@AutoWorId: Hennessey Venom GT 🙈 http://t.co/i8eGMnKaJ9" that's one sexy bitch Mixed Abusive User Added
"@ArizonasFinest6: Why the eggplant emoji doe?"y he say she looked like scream lmao Mixed Safe User Added
"@Almightywayne__: Fuck Red Malone man bitch ass niggah" could you please use complete sentences? Mixed Abusive User Added
"@Almightywayne__: @JetsAndASwisher @Gook____ bitch fuck u http://t.co/pXmGA68NC1" maybe you'll get better. Just http://t.co/TPreVwfq0S Mixed Abusive User Added
"@Allyhaaaaa: Lemmie eat a Oreo & do these dishes." One oreo? Lol Mixed Safe User Added
"@AllAboutManFeet: http://t.co/3gzUpfuMev" woof woof and hot soles Mixed Safe User Added
"@AdoreZoey: How u gone bring ur side bitch to a game where You know Ya gf friends at ?! 😩😩😩😩" I SWEAR!!!!! 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