techinrealestate 1.1.4

A comprehensive Python package for collecting and analyzing real estate market data with built-in rate limiting, data cleaning, and batch processing

TechInRealEstate

A comprehensive Python package for collecting and analyzing real estate market data from various sources, organized by API service provider and platform.

🚀 Quick Example

from techinrealestate.scrapeak import get_zillow_listings, get_property_details

# Get property listings
api_key = "your_scrapeak_api_key"  # Get your API key at: https://www.scrapeak.com/zillow-scraper/?ref=ariel
url = "https://www.zillow.com/toledo-oh/?searchQueryState=..."
listings = get_zillow_listings(api_key, url, batch_size=2)

# Get detailed property information
zpids = [prop['zpid'] for prop in listings['properties']]
details = get_property_details(api_key, zpids, batch_size=2, clean_data=True)

🔑 Get Your API Key

This package requires a Scrapeak API key for Zillow data access. Get yours here:

** Get Scrapeak API Key**

• Free tier available
• No credit card required
• Instant activation

Package Structure

techinrealestate/
├── scrapeak/           # Scrapeak API services
│   └── zillow/        # Zillow data collection
│       ├── listings.py
│       └── property_details.py
└── README.md

Installation

From PyPI (Recommended)

pip install techinrealestate

From Source (Development)

# Note: Source code is private
# Contact the maintainer for access to development version
pip install techinrealestate

Development Installation

# For contributors with access to private repository
git clone https://github.com/analyticsariel/techinrealestate-package.git
cd techinrealestate-package
pip install -e ".[dev]"

Quick Start

Zillow Listings

from techinrealestate.scrapeak import get_zillow_listings, get_listings_summary

api_key = "your_scrapeak_api_key"
url = "https://www.zillow.com/toledo-oh/?searchQueryState=..."

listings = get_zillow_listings(
    api_key=api_key,
    listing_url=url,
    all_properties_flag=True,  # Get all pages
    clean_data=True,          # Clean the data
    enable_logging=True       # Show progress
)

summary = get_listings_summary(listings)
print(f"Retrieved {summary['pagination']['properties_retrieved']} properties")

Property Details

from techinrealestate.scrapeak import get_property_details, get_property_details_summary

# Single property
details = get_property_details(api_key, "45099121", clean_data=True)

# Multiple properties
zpids = ["45099121", "34648268", "121349556"]
details = get_property_details(api_key, zpids, clean_data=True, enable_logging=True)

summary = get_property_details_summary(details)
print(f"Success rate: {summary['summary']['success_rate']}")

Features

Listings Module

• Pagination Support: Fetch all pages or just the first page
• Batch Processing: Concurrent requests with rate limiting
• Data Cleaning: Extract essential fields from raw API responses
• Progress Logging: Optional progress tracking for large datasets

Property Details Module

• Single/Multiple Properties: Handle one or many ZPIDs
• Comprehensive Data: 61+ fields including zoning, photos, descriptions
• Batch Processing: Efficient concurrent processing
• Data Cleaning: Structured, clean data output

Data Fields

The package extracts 61+ essential fields organized into categories:

• Basic Identification (7 fields): ZPID, address, coordinates
• Pricing & Financial (11 fields): Price, estimates, taxes
• Property Specifications (13 fields): Beds, baths, size, year built
• Features & Amenities (10 fields): Heating, cooling, appliances
• Location & Zoning (4 fields): Zoning, neighborhood
• Schools (6 fields): Elementary, middle, high school info
• Property Description & Media (3 fields): Description, photos
• Listing & Agent Info (7 fields): Agent, broker, listing terms

API Services

Scrapeak

• Zillow Listings: Property search results
• Zillow Property Details: Detailed property information

Future Expansion

The package structure supports easy addition of:

• Other API services (e.g., techinrealestate/another_api/)
• Other platforms (e.g., techinrealestate/scrapeak/redfin/)
• Additional data sources

Requirements

• Python 3.7+
• Scrapeak API key for Zillow data access (Get yours here)
• requests
• concurrent.futures

Contributing

This is a private package. For contributions, feature requests, or bug reports:

1. Open an issue on the GitHub Issues page
2. Contact the maintainer for access to the private repository
3. For major changes, please discuss your ideas first

Note: Source code is private. Only the maintainer can accept contributions directly.

License

This project is licensed under the MIT License - see the LICENSE file for details.

Support

• Documentation: PyPI Package
• Issues: GitHub Issues
• Email: [e-mail]

Changelog

v1.0.0 (2024-01-XX)

• Initial release
• Zillow listings collection via Scrapeak API
• Property details collection with 61+ fields
• Batch processing with rate limiting
• Data cleaning and structured output
• Comprehensive documentation

Acknowledgments

• Scrapeak for providing the API service
• Zillow for the data source
• The Python community for excellent libraries and tools