feat(scrapers): add zillow
parent
2f3b012747
commit
2f5ea1ca88
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@ -1,2 +1,5 @@
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/.idea
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dist
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**/dist/
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**/__pycache__/
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**/.pytest_cache/
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*.pyc
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@ -1,26 +1,31 @@
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from .core.scrapers.redfin import RedfinScraper
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from .core.scrapers.realtor import RealtorScraper
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from .core.scrapers.types import ListingType, Property
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from .core.scrapers.zillow import ZillowScraper
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from .core.scrapers.models import ListingType, Property, Building
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from .core.scrapers import ScraperInput
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from .exceptions import InvalidSite, InvalidListingType
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from typing import Union
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_scrapers = {
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"redfin": RedfinScraper,
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"realtor.com": RealtorScraper
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"realtor.com": RealtorScraper,
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"zillow": ZillowScraper,
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}
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def scrape_property(
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location: str,
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site_name: str,
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listing_type: str = "for_sale", #: for_sale, for_rent, sold
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) -> list[Property]: #: eventually, return pandas dataframe
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location: str,
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site_name: str,
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listing_type: str = "for_sale", #: for_sale, for_rent, sold
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) -> Union[list[Building], list[Property]]: #: eventually, return pandas dataframe
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if site_name.lower() not in _scrapers:
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raise InvalidSite(f"Provided site, '{site_name}', does not exist.")
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if listing_type.upper() not in ListingType.__members__:
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raise InvalidListingType(f"Provided listing type, '{listing_type}', does not exist.")
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raise InvalidListingType(
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f"Provided listing type, '{listing_type}', does not exist."
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)
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scraper_input = ScraperInput(
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location=location,
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@ -1,6 +1,6 @@
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from dataclasses import dataclass
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import requests
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from .types import Property, ListingType
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from .models import Property, ListingType
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@dataclass
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@ -11,9 +11,12 @@ class ScraperInput:
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class Scraper:
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listing_type = ListingType.FOR_SALE
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def __init__(self, scraper_input: ScraperInput):
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self.location = scraper_input.location
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self.session = requests.Session()
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Scraper.listing_type = scraper_input.listing_type
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if scraper_input.proxy_url:
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self.session.proxies = {
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@ -21,9 +24,12 @@ class Scraper:
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"https": scraper_input.proxy_url,
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}
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def search(self) -> list[Property]: ...
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def search(self) -> list[Property]:
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...
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@staticmethod
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def parse_home(home) -> Property: ...
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def _parse_home(home) -> Property:
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...
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def handle_location(self): ...
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def handle_location(self):
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...
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@ -24,14 +24,29 @@ class Property:
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url: str
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beds: int | None = None
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baths: int | None = None
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baths: float | None = None
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stories: int | None = None
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agent_name: str | None = None
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description: str | None = None
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year_built: int | None = None
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square_feet: int | None = None
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price_per_square_foot: int | None = None
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year_built: int | None = None
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price: int | None = None
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mls_id: str | None = None
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property_type: str | None = None
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listing_type: ListingType | None = None
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lot_size: int | None = None
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description: str | None = None
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@dataclass
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class Building:
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address: Address
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url: str
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num_units: int | None = None
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min_unit_price: int | None = None
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max_unit_price: int | None = None
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avg_unit_price: int | None = None
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listing_type: str | None = None
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@ -1,5 +1,5 @@
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import json
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from ..types import Property, Address
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from ..models import Property, Address
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from .. import Scraper
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from typing import Any
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@ -10,39 +10,42 @@ class RealtorScraper(Scraper):
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def handle_location(self):
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headers = {
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'authority': 'parser-external.geo.moveaws.com',
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'accept': '*/*',
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'accept-language': 'en-US,en;q=0.9',
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'origin': 'https://www.realtor.com',
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'referer': 'https://www.realtor.com/',
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'sec-ch-ua': '"Chromium";v="116", "Not)A;Brand";v="24", "Google Chrome";v="116"',
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'sec-ch-ua-mobile': '?0',
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'sec-ch-ua-platform': '"Windows"',
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'sec-fetch-dest': 'empty',
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'sec-fetch-mode': 'cors',
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'sec-fetch-site': 'cross-site',
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'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/116.0.0.0 Safari/537.36',
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"authority": "parser-external.geo.moveaws.com",
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"accept": "*/*",
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"accept-language": "en-US,en;q=0.9",
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"origin": "https://www.realtor.com",
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"referer": "https://www.realtor.com/",
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"sec-ch-ua": '"Chromium";v="116", "Not)A;Brand";v="24", "Google Chrome";v="116"',
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"sec-ch-ua-mobile": "?0",
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"sec-ch-ua-platform": '"Windows"',
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"sec-fetch-dest": "empty",
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"sec-fetch-mode": "cors",
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"sec-fetch-site": "cross-site",
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"user-agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/116.0.0.0 Safari/537.36",
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}
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params = {
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'input': self.location,
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'client_id': 'for-sale',
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'limit': '1',
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'area_types': 'city,state,county,postal_code,address,street,neighborhood,school,school_district,university,park',
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"input": self.location,
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"client_id": "for-sale",
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"limit": "1",
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"area_types": "city,state,county,postal_code,address,street,neighborhood,school,school_district,university,park",
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}
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response = self.session.get('https://parser-external.geo.moveaws.com/suggest', params=params, headers=headers)
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response = self.session.get(
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"https://parser-external.geo.moveaws.com/suggest",
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params=params,
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headers=headers,
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)
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response_json = response.json()
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return response_json['autocomplete'][0]
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return response_json["autocomplete"][0]
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def search(self):
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location_info = self.handle_location()
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location_type = location_info['area_type']
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location_type = location_info["area_type"]
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"""
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property types:
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apartment + building + commercial + condo_townhome + condo_townhome_rowhome_coop + condos + coop + duplex_triplex + farm + investment + land + mobile + multi_family + rental + single_family + townhomes
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"""
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print('a')
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print("a")
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import json
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from ..types import Property, Address
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from ..models import Property, Address
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from .. import Scraper
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from typing import Any
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@ -8,11 +8,13 @@ class RedfinScraper(Scraper):
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def __init__(self, scraper_input):
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super().__init__(scraper_input)
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def handle_location(self):
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url = 'https://www.redfin.com/stingray/do/location-autocomplete?v=2&al=1&location={}'.format(self.location)
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def _handle_location(self):
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url = "https://www.redfin.com/stingray/do/location-autocomplete?v=2&al=1&location={}".format(
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self.location
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)
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response = self.session.get(url)
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response_json = json.loads(response.text.replace('{}&&', ''))
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response_json = json.loads(response.text.replace("{}&&", ""))
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def get_region_type(match_type: str):
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if match_type == "4":
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elif match_type == "1":
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return "address" #: address, needs to be handled differently
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if response_json['payload']['exactMatch'] is not None:
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target = response_json['payload']['exactMatch']
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if response_json["payload"]["exactMatch"] is not None:
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target = response_json["payload"]["exactMatch"]
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else:
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target = response_json['payload']['sections'][0]['rows'][0]
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target = response_json["payload"]["sections"][0]["rows"][0]
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return target['id'].split('_')[1], get_region_type(target['type'])
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return target["id"].split("_")[1], get_region_type(target["type"])
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@staticmethod
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def parse_home(home: dict, single_search: bool = False) -> Property:
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def _parse_home(home: dict, single_search: bool = False) -> Property:
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def get_value(key: str) -> Any | None:
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if key in home and 'value' in home[key]:
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return home[key]['value']
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if key in home and "value" in home[key]:
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return home[key]["value"]
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if not single_search:
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address = Address(
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address_one=get_value('streetLine'),
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city=home['city'],
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state=home['state'],
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zip_code=home['zip']
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address_one=get_value("streetLine"),
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city=home["city"],
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state=home["state"],
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zip_code=home["zip"],
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)
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else:
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address_info = home['streetAddress']
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address_info = home["streetAddress"]
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address = Address(
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address_one=address_info['assembledAddress'],
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city=home['city'],
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state=home['state'],
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zip_code=home['zip']
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address_one=address_info["assembledAddress"],
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city=home["city"],
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state=home["state"],
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zip_code=home["zip"],
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)
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url = 'https://www.redfin.com{}'.format(home['url'])
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url = "https://www.redfin.com{}".format(home["url"])
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return Property(
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address=address,
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url=url,
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beds=home['beds'] if 'beds' in home else None,
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baths=home['baths'] if 'baths' in home else None,
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stories=home['stories'] if 'stories' in home else None,
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agent_name=get_value('listingAgent'),
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description=home['listingRemarks'] if 'listingRemarks' in home else None,
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year_built=get_value('yearBuilt') if not single_search else home['yearBuilt'],
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square_feet=get_value('sqFt'),
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price_per_square_foot=get_value('pricePerSqFt'),
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price=get_value('price'),
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mls_id=get_value('mlsId')
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beds=home["beds"] if "beds" in home else None,
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baths=home["baths"] if "baths" in home else None,
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stories=home["stories"] if "stories" in home else None,
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agent_name=get_value("listingAgent"),
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description=home["listingRemarks"] if "listingRemarks" in home else None,
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year_built=get_value("yearBuilt")
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if not single_search
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else home["yearBuilt"],
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square_feet=get_value("sqFt"),
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price_per_square_foot=get_value("pricePerSqFt"),
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price=get_value("price"),
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mls_id=get_value("mlsId"),
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)
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def handle_address(self, home_id: str):
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https://www.redfin.com/stingray/api/home/details/belowTheFold?propertyId=147337694&accessLevel=3
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"""
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url = "https://www.redfin.com/stingray/api/home/details/aboveTheFold?propertyId={}&accessLevel=3".format(home_id)
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url = "https://www.redfin.com/stingray/api/home/details/aboveTheFold?propertyId={}&accessLevel=3".format(
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home_id
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)
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response = self.session.get(url)
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response_json = json.loads(response.text.replace('{}&&', ''))
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response_json = json.loads(response.text.replace("{}&&", ""))
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parsed_home = self.parse_home(response_json['payload']['addressSectionInfo'], single_search=True)
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parsed_home = self._parse_home(
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response_json["payload"]["addressSectionInfo"], single_search=True
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)
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return [parsed_home]
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def search(self):
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region_id, region_type = self.handle_location()
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region_id, region_type = self._handle_location()
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if region_type == "address":
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home_id = region_id
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return self.handle_address(home_id)
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url = 'https://www.redfin.com/stingray/api/gis?al=1®ion_id={}®ion_type={}'.format(region_id, region_type)
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url = "https://www.redfin.com/stingray/api/gis?al=1®ion_id={}®ion_type={}".format(
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region_id, region_type
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)
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response = self.session.get(url)
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response_json = json.loads(response.text.replace('{}&&', ''))
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response_json = json.loads(response.text.replace("{}&&", ""))
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homes = [self.parse_home(home) for home in response_json['payload']['homes']] #: support buildings
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homes = [
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self._parse_home(home) for home in response_json["payload"]["homes"]
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] #: support buildings
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return homes
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@ -0,0 +1,205 @@
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import re
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import json
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from ..models import Property, Address, Building, ListingType
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from ....exceptions import NoResultsFound, PropertyNotFound
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from .. import Scraper
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class ZillowScraper(Scraper):
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listing_type: ListingType.FOR_SALE
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def __init__(self, scraper_input):
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super().__init__(scraper_input)
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if self.listing_type == ListingType.FOR_SALE:
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self.url = f"https://www.zillow.com/homes/for_sale/{self.location}_rb/"
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elif self.listing_type == ListingType.FOR_RENT:
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self.url = f"https://www.zillow.com/homes/for_rent/{self.location}_rb/"
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def search(self):
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resp = self.session.get(self.url, headers=self._get_headers())
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resp.raise_for_status()
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content = resp.text
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match = re.search(
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r'<script id="__NEXT_DATA__" type="application/json">(.*?)</script>',
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content,
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re.DOTALL,
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)
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if not match:
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raise NoResultsFound(
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"No results were found for Zillow with the given Location."
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)
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json_str = match.group(1)
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data = json.loads(json_str)
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if "searchPageState" in data["props"]["pageProps"]:
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houses = data["props"]["pageProps"]["searchPageState"]["cat1"][
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"searchResults"
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]["listResults"]
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return [self._parse_home(house) for house in houses]
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elif "gdpClientCache" in data["props"]["pageProps"]:
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gdp_client_cache = json.loads(data["props"]["pageProps"]["gdpClientCache"])
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main_key = list(gdp_client_cache.keys())[0]
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property_data = gdp_client_cache[main_key]["property"]
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property = self._get_single_property_page(property_data)
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return [property]
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raise PropertyNotFound("Specific property data not found in the response.")
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@classmethod
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def _parse_home(cls, home: dict):
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"""
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This method is used when a user enters a generic location & zillow returns more than one property
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"""
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url = (
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f"https://www.zillow.com{home['detailUrl']}"
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if "zillow.com" not in home["detailUrl"]
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else home["detailUrl"]
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)
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if "hdpData" in home and "homeInfo" in home["hdpData"]:
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price_data = cls._extract_price(home)
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address = cls._extract_address(home)
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agent_name = cls._extract_agent_name(home)
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beds = home["hdpData"]["homeInfo"]["bedrooms"]
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baths = home["hdpData"]["homeInfo"]["bathrooms"]
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listing_type = home["hdpData"]["homeInfo"].get("homeType")
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return Property(
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address=address,
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agent_name=agent_name,
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url=url,
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beds=beds,
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baths=baths,
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listing_type=listing_type,
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**price_data,
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)
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else:
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keys = ("addressStreet", "addressCity", "addressState", "addressZipcode")
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address_one, city, state, zip_code = (home[key] for key in keys)
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address_one, address_two = cls._parse_address_two(address_one)
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address = Address(address_one, city, state, zip_code, address_two)
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building_info = cls._extract_building_info(home)
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return Building(address=address, url=url, **building_info)
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@classmethod
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def _get_single_property_page(cls, property_data: dict):
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"""
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This method is used when a user enters the exact location & zillow returns just one property
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"""
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url = (
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f"https://www.zillow.com{property_data['hdpUrl']}"
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if "zillow.com" not in property_data["hdpUrl"]
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else property_data["hdpUrl"]
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)
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address_data = property_data["address"]
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address_one, address_two = cls._parse_address_two(address_data["streetAddress"])
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address = Address(
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address_one=address_one,
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address_two=address_two,
|
||||
city=address_data["city"],
|
||||
state=address_data["state"],
|
||||
zip_code=address_data["zipcode"],
|
||||
)
|
||||
|
||||
return Property(
|
||||
address=address,
|
||||
url=url,
|
||||
beds=property_data.get("bedrooms", None),
|
||||
baths=property_data.get("bathrooms", None),
|
||||
year_built=property_data.get("yearBuilt", None),
|
||||
price=property_data.get("price", None),
|
||||
lot_size=property_data.get("lotSize", None),
|
||||
agent_name=property_data.get("attributionInfo", {}).get("agentName", None),
|
||||
stories=property_data.get("resoFacts", {}).get("stories", None),
|
||||
description=property_data.get("description", None),
|
||||
mls_id=property_data.get("attributionInfo", {}).get("mlsId", None),
|
||||
price_per_square_foot=property_data.get("resoFacts", {}).get(
|
||||
"pricePerSquareFoot", None
|
||||
),
|
||||
square_feet=property_data.get("livingArea", None),
|
||||
listing_type=property_data.get("homeType", None),
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def _extract_building_info(cls, home: dict) -> dict:
|
||||
num_units = len(home["units"])
|
||||
prices = [
|
||||
int(unit["price"].replace("$", "").replace(",", "").split("+")[0])
|
||||
for unit in home["units"]
|
||||
]
|
||||
return {
|
||||
"listing_type": cls.listing_type,
|
||||
"num_units": len(home["units"]),
|
||||
"min_unit_price": min(
|
||||
(
|
||||
int(unit["price"].replace("$", "").replace(",", "").split("+")[0])
|
||||
for unit in home["units"]
|
||||
)
|
||||
),
|
||||
"max_unit_price": max(
|
||||
(
|
||||
int(unit["price"].replace("$", "").replace(",", "").split("+")[0])
|
||||
for unit in home["units"]
|
||||
)
|
||||
),
|
||||
"avg_unit_price": sum(prices) // len(prices) if num_units else None,
|
||||
}
|
||||
|
||||
@staticmethod
|
||||
def _extract_price(home: dict) -> dict:
|
||||
price = int(home["hdpData"]["homeInfo"]["priceForHDP"])
|
||||
square_feet = home["hdpData"]["homeInfo"].get("livingArea")
|
||||
|
||||
lot_size = home["hdpData"]["homeInfo"].get("lotAreaValue")
|
||||
price_per_square_foot = price // square_feet if square_feet and price else None
|
||||
|
||||
return {
|
||||
k: v
|
||||
for k, v in locals().items()
|
||||
if k in ["price", "square_feet", "lot_size", "price_per_square_foot"]
|
||||
}
|
||||
|
||||
@staticmethod
|
||||
def _extract_agent_name(home: dict) -> str | None:
|
||||
broker_str = home.get("brokerName", "")
|
||||
match = re.search(r"Listing by: (.+)", broker_str)
|
||||
return match.group(1) if match else None
|
||||
|
||||
@staticmethod
|
||||
def _parse_address_two(address_one: str):
|
||||
apt_match = re.search(r"(APT\s*.+|#[\s\S]+)$", address_one, re.I)
|
||||
address_two = apt_match.group().strip() if apt_match else None
|
||||
address_one = (
|
||||
address_one.replace(address_two, "").strip() if address_two else address_one
|
||||
)
|
||||
return address_one, address_two
|
||||
|
||||
@staticmethod
|
||||
def _extract_address(home: dict) -> Address:
|
||||
keys = ("streetAddress", "city", "state", "zipcode")
|
||||
address_one, city, state, zip_code = (
|
||||
home["hdpData"]["homeInfo"][key] for key in keys
|
||||
)
|
||||
address_one, address_two = ZillowScraper._parse_address_two(address_one)
|
||||
return Address(address_one, city, state, zip_code, address_two=address_two)
|
||||
|
||||
@staticmethod
|
||||
def _get_headers():
|
||||
return {
|
||||
"authority": "parser-external.geo.moveaws.com",
|
||||
"accept": "*/*",
|
||||
"accept-language": "en-US,en;q=0.9",
|
||||
"origin": "https://www.zillow.com",
|
||||
"referer": "https://www.zillow.com/",
|
||||
"sec-ch-ua": '"Chromium";v="116", "Not)A;Brand";v="24", "Google Chrome";v="116"',
|
||||
"sec-ch-ua-mobile": "?0",
|
||||
"sec-ch-ua-platform": '"Windows"',
|
||||
"sec-fetch-dest": "empty",
|
||||
"sec-fetch-mode": "cors",
|
||||
"sec-fetch-site": "cross-site",
|
||||
"user-agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/116.0.0.0 Safari/537.36",
|
||||
}
|
|
@ -1,8 +1,14 @@
|
|||
class InvalidSite(Exception):
|
||||
"""Raised when a provided site is does not exist."""
|
||||
pass
|
||||
|
||||
|
||||
class InvalidListingType(Exception):
|
||||
"""Raised when a provided listing type is does not exist."""
|
||||
pass
|
||||
|
||||
|
||||
class NoResultsFound(Exception):
|
||||
"""Raised when no results are found for the given location"""
|
||||
|
||||
|
||||
class PropertyNotFound(Exception):
|
||||
"""Raised when no property is found for the given address"""
|
||||
|
|
|
@ -3,10 +3,7 @@ from homeharvest import scrape_property
|
|||
|
||||
def test_realtor():
|
||||
results = [
|
||||
scrape_property(
|
||||
location="85281",
|
||||
site_name="realtor.com"
|
||||
),
|
||||
scrape_property(location="85281", site_name="realtor.com"),
|
||||
]
|
||||
|
||||
assert all([result is not None for result in results])
|
||||
|
|
|
@ -3,22 +3,10 @@ from homeharvest import scrape_property
|
|||
|
||||
def test_redfin():
|
||||
results = [
|
||||
scrape_property(
|
||||
location="2530 Al Lipscomb Way",
|
||||
site_name="redfin"
|
||||
),
|
||||
scrape_property(
|
||||
location="Phoenix, AZ, USA",
|
||||
site_name="redfin"
|
||||
),
|
||||
scrape_property(
|
||||
location="Dallas, TX, USA",
|
||||
site_name="redfin"
|
||||
),
|
||||
scrape_property(
|
||||
location="85281",
|
||||
site_name="redfin"
|
||||
),
|
||||
scrape_property(location="2530 Al Lipscomb Way", site_name="redfin"),
|
||||
scrape_property(location="Phoenix, AZ, USA", site_name="redfin"),
|
||||
scrape_property(location="Dallas, TX, USA", site_name="redfin"),
|
||||
scrape_property(location="85281", site_name="redfin"),
|
||||
]
|
||||
|
||||
assert all([result is not None for result in results])
|
||||
|
|
|
@ -0,0 +1,12 @@
|
|||
from homeharvest import scrape_property
|
||||
|
||||
|
||||
def test_zillow():
|
||||
results = [
|
||||
scrape_property(location="2530 Al Lipscomb Way", site_name="zillow"),
|
||||
scrape_property(location="Phoenix, AZ, USA", site_name="zillow"),
|
||||
scrape_property(location="Dallas, TX, USA", site_name="zillow"),
|
||||
scrape_property(location="85281", site_name="zillow"),
|
||||
]
|
||||
|
||||
assert all([result is not None for result in results])
|
Loading…
Reference in New Issue