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Earn 59,940 ($599.40)
due 2 years ago
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Python (open-ai) GPT-4, CMA
JoshTeam
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Bounty Description
REPLIT Bounty Job Post for CMA Service
Problem Description
The goal is to develop a Python function that automates the Comparative Market Analysis (CMA) process for real estate properties. The function should take an address as input, perform research on the property using Langchain, and return recommended search criteria for finding similar homes in the area. The function should also be able to analyze a CSV file containing listing data and use GPT-4 to pick the 5 most relevant properties for comparison. Finally, it should provide an estimated price for the original property, along with reasoning for the estimate and the selection of comparable properties.
Acceptance Criteria
- The function should accept an address as input.
- It should perform research on the property using Langchain and return relevant details (bedrooms, bathrooms, size).
- The function should prompt the user to input a CSV file containing listing data for the area.
- It should use GPT-4 to select the 5 most relevant properties from the CSV for comparison.
- The user should have the option to remove and replace any of the 5 selected properties.
- Upon user confirmation, the function should analyze the selected properties and provide an estimated price for the original property.
- The function should provide reasoning for the estimated price and the selection of comparable properties.
Technical Details
- Language: Python
- Libraries: pandas for data manipulation, Langchain for property research, OpenAI's GPT-4 for natural language processing.
- Input: Property address, CSV file containing listing data.
- Output: Recommended search criteria, 5 most relevant properties, estimated price for the original property, reasoning for the estimate and property selection.
Here's a sample listing data for reference:
Price,Address,Listing URL,Zip,Beds,Baths,Footage,Raw Property Details,Price Per Sq. Ft.,Date Scraped,Latitude,Longitude,Broker Name,Status,Type,Lot Area,Lot Area Units,Raw Rent Details,Lowest Rent,Highest Rent,Rent Zestimate,Zestimate,Tax Assessed Value,Date Price Last Changed,Price Change,Currency,Last Date Sold,Days on Zillow$3,500,000,77 Mercer St APT 5N, New York, NY 10012,https://www.zillow.com/homedetails/77-Mercer-St-APT-5N-New-York-NY-10012/31497108_zpid/,10012,2,2,1718,2 bds | 2 ba | 1718 sqft,$2,037,Sun, 9/3/23,40.72278,-74.000465,Listing by: Compass,FOR_SALE,CONDO,5,000,sqft,,$13,499,$3,397,400,$489,533,,,$,...