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 @BrandonTweets__: Who else remembers these bitches http://t.co/MjrypfCjPd Mixed Abusive User Added
RT @BrandonTierney: Grinding! #Yankees Mixed Safe User Added
RT @BrandonTierney: Crooked number followed by shut down frame, love it. #Yankees Mixed Safe User Added
RT @BrandonOnDrums: "She still a bitch" RT @Mryungone: Lol so what do you tweet if you lose? Mixed Abusive User Added
RT @BrandonBangerz: “@mostafa092: & you guys thought sharkiesha and shovel girl were crazy.. she snapped this bitches nose. https://t.co/5… Mixed Abusive User Added
RT @Brandee876: ghetto sour cream http://t.co/1meyQQ7B6G Mixed Safe User Added
RT @Brandan420_: "You smell like Weed..." and bitch you smell like sober. Mixed Abusive User Added
RT @BradThor We now know more about Twinkies and how old the earth is than what happened in #Benghazi. Mixed Safe User Added
RT @Braceface_Tay: Tell them bitches I'll always be your Mrs.💍 Mixed Abusive User Added
RT @Br33zyF: Jackie a Old bamma ass bitch Mixed Abusive User Added
RT @BoyGoten: When Waka said, "Suck My Dragon Balls bitch call me GOKU!" http://t.co/N7kP7dS198 Mixed Abusive User Added
RT @BowersockNick: Least I ain't broke bitch! 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