class KaggleService { private username: string; private key: string; constructor() { this.username = import.meta.env.VITE_KAGGLE_USERNAME || ''; this.key = import.meta.env.VITE_KAGGLE_KEY || ''; if (!this.username || !this.key) { console.warn('Kaggle credentials not found. Some features may be limited.'); } } async searchDatasets(query: string) { try { // Simulate Kaggle dataset search using mock data // In a real implementation, you would use Kaggle's REST API const mockDatasets = [ { title: `Dataset related to: ${query}`, description: `This dataset contains comprehensive data about ${query} with various features and analysis opportunities.`, owner: 'kaggle-user', votes: Math.floor(Math.random() * 1000), downloadCount: Math.floor(Math.random() * 10000) }, { title: `Advanced ${query} Analysis`, description: `Deep dive into ${query} with statistical analysis and machine learning applications.`, owner: 'data-scientist', votes: Math.floor(Math.random() * 500), downloadCount: Math.floor(Math.random() * 5000) } ]; return mockDatasets; } catch (error) { console.error('Error searching datasets:', error); return []; } } async getDatasetInfo(owner: string, dataset: string) { try { // Mock dataset information return { title: dataset, owner: owner, description: `Detailed information about ${dataset} dataset`, files: ['data.csv', 'metadata.json'], size: '10.5 MB', lastUpdated: new Date().toISOString() }; } catch (error) { console.error('Error getting dataset info:', error); return null; } } async searchNotebooks(query: string) { try { // Simulate Kaggle notebook search using mock data const mockNotebooks = [ { title: `${query} Analysis Notebook`, description: `Comprehensive analysis of ${query} using Python and machine learning techniques.`, owner: 'notebook-author', votes: Math.floor(Math.random() * 200), language: 'Python' }, { title: `Exploring ${query} Patterns`, description: `Data visualization and pattern recognition in ${query} datasets.`, owner: 'data-explorer', votes: Math.floor(Math.random() * 150), language: 'R' } ]; return mockNotebooks; } catch (error) { console.error('Error searching notebooks:', error); return []; } } async getNotebookInfo(owner: string, notebook: string) { try { // Mock notebook information return { title: notebook, owner: owner, description: `Detailed analysis notebook: ${notebook}`, language: 'Python', lastUpdated: new Date().toISOString(), votes: Math.floor(Math.random() * 100) }; } catch (error) { console.error('Error getting notebook info:', error); return null; } } } export default KaggleService;