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
RT @TrillEsty: Retweet if you see a ratchet hoe on your timeline. Mixed Abusive User Added
RT @TrillBillGates: bitches be like "had my heart taken since 12/3/12 i love you babe" bitch isnt that today? Mixed Abusive User Added
RT @TrillAssKass: wet pussy makes the dick slip out 💦😜 Mixed Abusive User Added
RT @Trigga_Trea_: Some of you hoes so basic I have to break it down Barney style 😂😂 Mixed Abusive User Added
RT @TriggaTrav187: @Im_Yung_Jay working on diz music, be in studio soon nicca Mixed Abusive User Added
RT @TreySongzSon: I'm in yo hood I'll prolly fuck yo hoe Mixed Abusive User Added
RT @TrevonDeLorean: Bitches be 18 in 8th grade talking about "I miss Bae" 🙊👫 naw bitch you missed graduation 😳😭😭😂 Mixed Abusive User Added
RT @TrentSkii_Baby: “@1017_Sqquad: Fucking niggas bitches man I'm use to it” Mixed Abusive User Added
RT @TrentSkii_Baby: “@1017_Sqquad: 90 percent yo bitch with me 100 percent that scrap with me” Mixed Abusive User Added
RT @TrendingTopiic: Fat hoes. Belly shirts. Die now. Mixed Abusive User Added
RT @Treal_UrMagesty: Darkskin girls got that juicy pussy 👅💦💦😻😻 Mixed Abusive User Added
RT @TreLeKidd: Yo bitch is Gucci Mane RT @JabariTheGreat : My bitch a stoner 💯💯 http://t.co/4UVjjbeqDD 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