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
"@fuckcamoclark: Roses are red and violets are blue and niggers are black, you know that's true." @dylan72892 Mixed Abusive User Added
"@fatboyswagg347: they BAN dat pussy for life & he gotta pay 2.5 millon dollar fine" Mixed Abusive User Added
"@fIirting: HE'S DOING IT RIGHT 😍👸💞 http://t.co/JZKkiVUVjC" no bitches smh Mixed Abusive User Added
"@djsliime: That long distance shit wack I knew the bitch was cheating"- uh oh Mixed Abusive User Added
"@demi_eggleton: oh my god I love Victoria Mitchell" all my bitches love me Mixed Abusive User Added
"@deepthroatMike: "@Boys_South: Take me for a ride 😍💋 http://t.co/H5mAtjYfGA"#redneck" woof woof Mixed Safe User Added
"@datFullerkid: @TreVaughnLG yall both gimped up??" Ain't tht a bitch huh lol Mixed Abusive User Added
"@complex_uk: Ashley Young has tried to deny that bird s*** landed in his mouth ---> http://t.co/mlr5eWgonK https://t.co/AvCHFj7reM" hahaha Mixed Safe User Added
"@coltforty2Gone: hate when bitches try and put you in the friendzone. bitch I'm tryin to score put me in the endzone 🔥🔥🔥" ON. MY. SOUL! Mixed Abusive User Added
"@clayton_jenn99: I'm gonna miss that bitch of a bus driver..."no you won't. Don't lie Mixed Abusive User Added
"@chieflottahoes: In D.C., we call them rollers, in Chiraq we call them thots." All across America they have been known as a hoe. Mixed Abusive User Added
"@cheetahBluntz_: Its me hoe, its me hoe💁" shhhhh 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