Yahye-Gaac/Somali-medical-text-classification-system-using-SomBERTb-BERT-

z# Somali Medical Text Classification System Nidaam web-ka ah oo kala saara qoraallada caafimaad ee **Af-Soomaaliga**, isagoo isticmaalaya model-ka **SomBERTb** (BERT oo Af-Soomaali lagu tababaray). Qoraalka waxaa loo kala saaraa **Medical / Non-Medical**, kadibna qaybaha: **Disease Information**, **Treatment Information**, iyo **Public Health**. --- ## Astaamaha (Features) **Isticmaalaha (User)** - Text Prediction — kala saarid hal qoraal - File Prediction — CSV / Excel (bulk) - Report — filtar Maalinle / Usbuucle / Bille / taariikh gaar ah + soo dejin CSV & Excel - Dashboard, Analytics, Profile, Settings **Maamulaha (Admin)** - Dashboard tirakoob leh iyo chart-yo - User Management (abuur / cusboonaysii) - Text & File Prediction - Report (dhammaan isticmaalayaasha) + soo dejin CSV & Excel - Dataset Information, Model Information, Online Users, Contact Messages, Settings **Amniga** - Login ayaa loo baahan yahay bog kasta - Admin iyo User waa kala go'an — mid midka kale ma geli karo - Password ugu yaraan 8 xaraf - Magaca iyo username-ka lambar ma qaadaan - Faylasha madhan waa la diidaa --- ## Tignoolajiyada | Qayb | Tignoolajiyad | |---|---| | Backend | Python, Flask | | Model | SomBERTb (BERT), PyTorch, Transformers | | Database | SQLite | | Frontend | HTML, CSS, JavaScript, Bootstrap 5, Chart.js | | Data | pandas, openpyxl | --- ## Rakibaadda (Installation) ### 1. Soo qaado mashruuca ```bash git clone github.com cd REPO-NAME ``` ### 2. Samee virtual environment ```bash # Windows python -m venv venv venv\Scripts\activate # macOS / Linux python3 -m venv venv source venv/bin/activate ``` ### 3. Rakib packages-ka ```bash pip install -r requirements.txt ``` ### 4. Samee database-ka ```bash python database/init_db.py python database/create_admin.py ``` Akoonka admin-ka ee bilowga ah: | Username | Password | |---|---| | `admin` | `admin1234` | > **Muhiim:** isla markaad gasho, bedel password-ka (Settings). ### 5. Gel …