Welcome to the Pune Real Estate Analysis project! This web-based tool offers deep insights into Pune's real estate market, leveraging powerful data analytics and machine learning. Whether you are an investor, agent, or simply curious about property trends, this tool helps you make well-informed decisions.
Explore market trends, predict prices, and even discover insights about specific locations across Pune—all from the comfort of your browser.
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Real-Time Data Collection: Automates scraping of real estate listings, pulling data from multiple online sources to build a comprehensive dataset on property prices, features, and locations.
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Machine Learning Price Prediction: Predict property prices using advanced machine learning models such as Random Forest, XGBoost, and Linear Regression.
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Geospatial Insights: Visualize the data on an interactive map of Pune, identifying property price trends, high-value localities, and more.
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AI Real Estate Summary (Secret Feature): This hidden gem allows you to access AI-generated summaries of any location on the map. By clicking the magic wand button, you can activate the AI Summary tool. After that, simply click any point on the map, and the AI will analyze the location and provide a detailed summary. 🚨 Please note: The summary might take up to 60 seconds to load, as the machine learning model is being rendered.
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Interactive Visualizations: Stunning charts, heatmaps, and graphs built with
matplotlib,seaborn, andplotlyto explore trends in the real estate market.
This project is hosted for free on Netlify, so you can easily explore the Pune real estate market online:
🔗 Website: Pune Real Estate Analysis
Interactive Features:
- Magic Wand: To access the secret AI Real Estate Summary, click the magic wand icon located in the top menu bar. Once activated, click on any point on the map, and the AI model will generate a detailed summary for that location.
- Loading Time: Please be aware that it may take 60 seconds for the AI summary to appear after clicking on a location. This is because the machine learning model, which is hosted separately, needs some time to render and activate.
Once activated, clicking on any locality will present an AI-generated summary, offering insights like:
- Average property prices in that area
- Market demand and trends
- Recommended investment potential
- Key amenities nearby
To run the project locally or explore the hosted version, follow these steps:
git clone https://github.com/ghostshanky/pune-real-estate-analysis.git
cd pune-real-estate-analysisEnsure you have Python 3.x installed along with the following libraries:
- pandas
- numpy
- scikit-learn
- matplotlib
- seaborn
- plotly
- xgboost
- geopy (for geospatial analysis)
Install the dependencies:
pip install -r requirements.txt-
Explore Map: Use the interactive map to explore different areas of Pune. Hover over localities to see pricing trends.
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Activate AI Summary:
- Click the magic wand button in the top bar to activate the AI Summary feature.
- After activation, click anywhere on the map to get an AI-generated summary of that location.
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Patience for AI Load Time: The first time you click a location after activating the feature, the AI model may take up to 60 seconds to render. This is due to the time it takes to load the machine learning model and generate the location summary.
We welcome contributions! If you’d like to improve the project or add new features, feel free to fork the repository and create a pull request. Here’s how to get started:
- Fork the repository
- Create a new branch for your feature
- Make your changes and commit them
- Push to your forked repo
- Create a pull request
Feel free to try out the AI Real Estate Summary and let us know your thoughts! We're excited to keep improving the tool, and we hope it helps you gain deeper insights into the Pune real estate market.