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https://github.com/abdurahman-hassan/evaluate-news-with-nlp
https://github.com/abdurahman-hassan/evaluate-news-with-nlp
Last synced: 20 days ago
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- Host: GitHub
- URL: https://github.com/abdurahman-hassan/evaluate-news-with-nlp
- Owner: Abdurahman-hassan
- Created: 2024-11-30T04:03:25.000Z (23 days ago)
- Default Branch: main
- Last Pushed: 2024-11-30T04:13:55.000Z (23 days ago)
- Last Synced: 2024-11-30T05:18:09.047Z (23 days ago)
- Language: JavaScript
- Size: 2.24 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# News Article Sentiment Analyzer
Analyzes news articles for sentiment and subjectivity using MeaningCloud's API.
*Homepage with URL input*
## Features
- URL validation
- Text extraction from articles
- Sentiment analysis
- Polarity scoring
- Subjectivity detection
- Palestine-themed UI design
- Offline functionality
- Responsive design
## Prerequisites
- Node.js v20.x
- MeaningCloud API key
## Installation
1. Clone repository
```bash
git clone https://github.com/yourusername/news-sentiment-analyzer.git
```
```
cd news-sentiment-analyzer
````
2. Install dependencies
```bash
npm install
```
3. Create `.env` file
```env
MEANINGCLOUD_API_KEY=your_api_key_here
```
## Development
### start the server
```bash
npm start
````
### start the client in dev mode
```bash
npm run build-dev
```
## Production
### Build and start the production server
```bash
npm run build-prod
````
### Start server
```bash
npm start
```
## Dependencies
```json
{
"dependencies": {
"axios": "^1.7.8",
"cheerio": "^1.0.0",
"cors": "^2.8.5",
"dotenv": "^16.4.5",
"express": "^4.17.1"
}
}
```
## Dev Dependencies
```json
{
"devDependencies": {
"@babel/core": "^7.5.4",
"@babel/preset-env": "^7.5.4",
"babel-loader": "^8.0.6",
"clean-webpack-plugin": "^4.0.0",
"css-loader": "^6.10.0",
"html-webpack-plugin": "^5.6.0",
"jest": "^29.7.0",
"sass": "^1.81.0",
"sass-loader": "^12.6.0",
"style-loader": "^3.3.4",
"webpack": "^5.90.3",
"webpack-cli": "^5.1.4",
"webpack-dev-server": "^4.7.0",
"workbox-webpack-plugin": "^7.0.0"
}
}
```
## Example API Response
```javascript
{
"polarity": "Neutral",
"subjectivity": "SUBJECTIVE",
"text": "Article excerpt...",
"confidence": 98
}
```
## Key Technologies
- Frontend: HTML, SCSS, React
- Backend: Express, Node.js
- APIs: MeaningCloud
- Build Tools: Webpack
- Testing: Jest
- PWA: Workbox
- CSS Preprocessor: Sass
- Package Manager: npm
## Testing
```bash
npm test
```
## Getting Started
1. Sign up for a free API key at [MeaningCloud](https://www.meaningcloud.com/)
2. Configure your environment variables
3. Install dependencies and start developing