{"id":29874938,"url":"https://github.com/080bct12alex/nepalestate","last_synced_at":"2025-07-31T01:45:11.478Z","repository":{"id":289053468,"uuid":"969967873","full_name":"080bct12alex/NepalEstate","owner":"080bct12alex","description":"A  real estate price prediction web app using machine learning, Next.js  and  Flask","archived":false,"fork":false,"pushed_at":"2025-07-22T17:14:44.000Z","size":761,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-07-22T19:11:54.089Z","etag":null,"topics":["flask-api","mlp-regresor","nextjs","scikit-learn"],"latest_commit_sha":null,"homepage":"https://nepalestate.vercel.app","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/080bct12alex.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-04-21T08:28:48.000Z","updated_at":"2025-07-22T17:14:47.000Z","dependencies_parsed_at":"2025-07-22T19:07:22.890Z","dependency_job_id":"7668d181-c5a8-4f46-953e-749fffd38178","html_url":"https://github.com/080bct12alex/NepalEstate","commit_stats":null,"previous_names":["080bct12alex/nepalestate"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/080bct12alex/NepalEstate","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/080bct12alex%2FNepalEstate","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/080bct12alex%2FNepalEstate/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/080bct12alex%2FNepalEstate/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/080bct12alex%2FNepalEstate/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/080bct12alex","download_url":"https://codeload.github.com/080bct12alex/NepalEstate/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/080bct12alex%2FNepalEstate/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267973531,"owners_count":24174406,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-07-30T02:00:09.044Z","response_time":70,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["flask-api","mlp-regresor","nextjs","scikit-learn"],"created_at":"2025-07-31T01:45:10.111Z","updated_at":"2025-07-31T01:45:11.446Z","avatar_url":"https://github.com/080bct12alex.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🏠  Real Estate Price Prediction Of Kathmandu Valley\n\nA modern web application that predicts real estate prices in Nepal's Kathmandu Valley using machine learning. Built with a **Next.js frontend** and a **Flask backend**, this app provides real-time price estimates based on property details.\n\n\n#  🌐 [Live Website](https://nepalestate.vercel.app)\n\n---\n\n\u003e 🔗 **Backend GitHub Repository**   \n\u003e - Backend: [NepalEstate API](https://github.com/080bct12alex/NepalEstate_API)\n\n---\n\n\n## 🔍 Features\n\n- **Price Prediction:** Predict property prices based on:\n  - Number of floors\n  - Area (Anas)\n  - Road width (ft)\n  - City (Kathmandu, Bhaktapur, or Lalitpur)\n  - Road type (Blacktopped, Gravelled, or Soil Stabilized)\n- **Responsive Design:** Built with Next.js and Tailwind CSS for modern, mobile-friendly UI\n- **Interactive Form:** Simple and intuitive user inputs\n- **Real-time Predictions:** Instantly receive price estimates using a trained `MLPRegressor` machine learning model   after evaluating different models\n\n---\n\n---\n\n## 🛠️ Technology Stack\n\n- **Frontend:** Next.js \n- **Backend:** Flask,  scikit-learn\n- **Machine Learning:** MLPRegressor (`scikit-learn`)\n\n\u003e 🔗 **GitHub Repository**   \n\u003e - Backend: [NepalEstate API](https://github.com/080bct12alex/NepalEstate_API)\n\n---\n\n\n## 📦 Running on Local Device\n\nTo run the project locally on your device:\n\n\n---\n\n## ⚙️ Installation and Setup\n\n### ✅ Prerequisites\n\n- [Node.js](https://nodejs.org/) (LTS version recommended)\n- [Python 3.13](https://www.python.org/) or compatible\n- Git\n\n### 🔧 Backend Setup\n\n```bash\n# Clone the repository\nhttps://github.com/080bct12alex/NepalEState.git\n\n\n# Navigate to Flask server\ncd api\n\n# Create and activate virtual environment\npython -m venv venv\n\n# Windows\nvenv\\Scripts\\activate\n\n# macOS/Linux\nsource venv/bin/activate\n\n# Install dependencies\npip install -r requirements.txt\n\n# Run Flask server\npython app.py\nThe Flask backend runs at: http://127.0.0.1:5001\n\n💻 Frontend Setup\n\n\n# Install dependencies\nnpm install\n\n# Start development server\nnpx next dev\n\nThe Next.js frontend runs at: http://localhost:3000\n\n\n🚀 Usage\nMake sure both frontend and backend servers are running.\n\nOpen your browser and go to http://localhost:3000.\n\nFill in the property details:\n\nNumber of floors\n\nArea in Anas\n\nRoad width in ft\n\nSelect a city\n\nSelect road type\n\nClick the \"Predict Price\" button.\n\nView the estimated property price on the screen.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F080bct12alex%2Fnepalestate","html_url":"https://awesome.ecosyste.ms/projects/github.com%2F080bct12alex%2Fnepalestate","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F080bct12alex%2Fnepalestate/lists"}