HomeHarvest/homeharvest/core/scrapers/realtor/__init__.py

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"""
homeharvest.realtor.__init__
~~~~~~~~~~~~
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This module implements the scraper for realtor.com
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"""
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from __future__ import annotations
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from concurrent.futures import ThreadPoolExecutor, as_completed
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from datetime import datetime
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from typing import Dict, Union, Optional
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from .. import Scraper
from ..models import Property, Address, ListingType, Description, PropertyType, Agent, Broker, Builder, Advertisers, Office
from .queries import GENERAL_RESULTS_QUERY, SEARCH_HOMES_DATA, HOMES_DATA
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class RealtorScraper(Scraper):
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SEARCH_GQL_URL = "https://www.realtor.com/api/v1/rdc_search_srp?client_id=rdc-search-new-communities&schema=vesta"
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PROPERTY_URL = "https://www.realtor.com/realestateandhomes-detail/"
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PROPERTY_GQL = "https://graph.realtor.com/graphql"
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ADDRESS_AUTOCOMPLETE_URL = "https://parser-external.geo.moveaws.com/suggest"
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NUM_PROPERTY_WORKERS = 20
DEFAULT_PAGE_SIZE = 200
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def __init__(self, scraper_input):
super().__init__(scraper_input)
def handle_location(self):
params = {
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"input": self.location,
"client_id": self.listing_type.value.lower().replace("_", "-"),
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"limit": "1",
"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(
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self.ADDRESS_AUTOCOMPLETE_URL,
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params=params,
)
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response_json = response.json()
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result = response_json["autocomplete"]
if not result:
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return None
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return result[0]
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def get_latest_listing_id(self, property_id: str) -> str | None:
query = """query Property($property_id: ID!) {
property(id: $property_id) {
listings {
listing_id
primary
}
}
}
"""
variables = {"property_id": property_id}
payload = {
"query": query,
"variables": variables,
}
response = self.session.post(self.SEARCH_GQL_URL, json=payload)
response_json = response.json()
property_info = response_json["data"]["property"]
if property_info["listings"] is None:
return None
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primary_listing = next(
(listing for listing in property_info["listings"] if listing["primary"]),
None,
)
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if primary_listing:
return primary_listing["listing_id"]
else:
return property_info["listings"][0]["listing_id"]
def handle_home(self, property_id: str) -> list[Property]:
query = """query Home($property_id: ID!) {
home(property_id: $property_id) %s
}""" % HOMES_DATA
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variables = {"property_id": property_id}
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payload = {
"query": query,
"variables": variables,
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}
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response = self.session.post(self.SEARCH_GQL_URL, json=payload)
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response_json = response.json()
property_info = response_json["data"]["home"]
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return [
self.process_property(property_info, "home")
]
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@staticmethod
def process_advertisers(advertisers: list[dict] | None) -> Advertisers | None:
if not advertisers:
return None
def _parse_fulfillment_id(fulfillment_id: str | None) -> str | None:
return fulfillment_id if fulfillment_id and fulfillment_id != "0" else None
processed_advertisers = Advertisers()
for advertiser in advertisers:
advertiser_type = advertiser.get("type")
if advertiser_type == "seller": #: agent
processed_advertisers.agent = Agent(
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uuid=_parse_fulfillment_id(advertiser.get("fulfillment_id")),
nrds_id=advertiser.get("nrds_id"),
mls_set=advertiser.get("mls_set"),
name=advertiser.get("name"),
email=advertiser.get("email"),
phones=advertiser.get("phones"),
)
if advertiser.get('broker') and advertiser["broker"].get('name'): #: has a broker
processed_advertisers.broker = Broker(
uuid=_parse_fulfillment_id(advertiser["broker"].get("fulfillment_id")),
name=advertiser["broker"].get("name"),
)
if advertiser.get("office"): #: has an office
processed_advertisers.office = Office(
uuid=_parse_fulfillment_id(advertiser["office"].get("fulfillment_id")) or advertiser["office"].get("mls_set"),
name=advertiser["office"].get("name"),
email=advertiser["office"].get("email"),
phones=advertiser["office"].get("phones"),
)
if advertiser_type == "community": #: could be builder
if advertiser.get("builder"):
processed_advertisers.builder = Builder(
uuid=_parse_fulfillment_id(advertiser["builder"].get("fulfillment_id")),
name=advertiser["builder"].get("name"),
)
return processed_advertisers
def process_property(self, result: dict, query_name: str) -> Property | None:
mls = result["source"].get("id") if "source" in result and isinstance(result["source"], dict) else None
if not mls and self.mls_only:
return
able_to_get_lat_long = (
result
and result.get("location")
and result["location"].get("address")
and result["location"]["address"].get("coordinate")
)
is_pending = result["flags"].get("is_pending") or result["flags"].get("is_contingent")
if is_pending and (self.exclude_pending and self.listing_type != ListingType.PENDING):
return
property_id = result["property_id"]
prop_details = self.get_prop_details(property_id) if self.extra_property_data and query_name != "home" else {}
if not prop_details:
prop_details = self.process_extra_property_details(result)
property_estimates_root = result.get("current_estimates") or result.get("estimates", {}).get("currentValues")
estimated_value = self.get_key(property_estimates_root, [0, "estimate"])
advertisers = self.process_advertisers(result.get("advertisers"))
realty_property = Property(
mls=mls,
mls_id=(
result["source"].get("listing_id")
if "source" in result and isinstance(result["source"], dict)
else None
),
property_url=(
f"{self.PROPERTY_URL}{property_id}"
if self.listing_type != ListingType.FOR_RENT
else f"{self.PROPERTY_URL}M{property_id}?listing_status=rental"
),
status="PENDING" if is_pending else result["status"].upper(),
list_price=result["list_price"],
list_price_min=result["list_price_min"],
list_price_max=result["list_price_max"],
list_date=result["list_date"].split("T")[0] if result.get("list_date") else None,
prc_sqft=result.get("price_per_sqft"),
last_sold_date=result.get("last_sold_date"),
new_construction=result["flags"].get("is_new_construction") is True,
hoa_fee=result["hoa"]["fee"] if result.get("hoa") and isinstance(result["hoa"], dict) else None,
latitude=result["location"]["address"]["coordinate"].get("lat") if able_to_get_lat_long else None,
longitude=result["location"]["address"]["coordinate"].get("lon") if able_to_get_lat_long else None,
address=self._parse_address(result, search_type="general_search"),
description=self._parse_description(result),
neighborhoods=self._parse_neighborhoods(result),
county=result["location"]["county"].get("name") if result["location"]["county"] else None,
fips_code=result["location"]["county"].get("fips_code") if result["location"]["county"] else None,
days_on_mls=self.calculate_days_on_mls(result),
nearby_schools=prop_details.get("schools"),
assessed_value=prop_details.get("assessed_value"),
estimated_value=estimated_value if estimated_value else None,
advertisers=advertisers,
)
return realty_property
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def general_search(self, variables: dict, search_type: str) -> Dict[str, Union[int, list[Property]]]:
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"""
Handles a location area & returns a list of properties
"""
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date_param = ""
if self.listing_type == ListingType.SOLD:
if self.date_from and self.date_to:
date_param = f'sold_date: {{ min: "{self.date_from}", max: "{self.date_to}" }}'
elif self.last_x_days:
date_param = f'sold_date: {{ min: "$today-{self.last_x_days}D" }}'
else:
if self.date_from and self.date_to:
date_param = f'list_date: {{ min: "{self.date_from}", max: "{self.date_to}" }}'
elif self.last_x_days:
date_param = f'list_date: {{ min: "$today-{self.last_x_days}D" }}'
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sort_param = (
"sort: [{ field: sold_date, direction: desc }]"
if self.listing_type == ListingType.SOLD
else "sort: [{ field: list_date, direction: desc }]"
)
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pending_or_contingent_param = (
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"or_filters: { contingent: true, pending: true }" if self.listing_type == ListingType.PENDING else ""
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)
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listing_type = ListingType.FOR_SALE if self.listing_type == ListingType.PENDING else self.listing_type
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is_foreclosure = ""
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if variables.get("foreclosure") is True:
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is_foreclosure = "foreclosure: true"
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elif variables.get("foreclosure") is False:
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is_foreclosure = "foreclosure: false"
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if search_type == "comps": #: comps search, came from an address
query = """query Property_search(
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$coordinates: [Float]!
$radius: String!
$offset: Int!,
) {
home_search(
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query: {
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%s
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nearby: {
coordinates: $coordinates
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radius: $radius
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}
status: %s
%s
%s
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}
%s
limit: 200
offset: $offset
) %s
}""" % (
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is_foreclosure,
listing_type.value.lower(),
date_param,
pending_or_contingent_param,
sort_param,
GENERAL_RESULTS_QUERY,
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)
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elif search_type == "area": #: general search, came from a general location
query = """query Home_search(
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$city: String,
$county: [String],
$state_code: String,
$postal_code: String
$offset: Int,
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) {
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home_search(
query: {
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%s
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city: $city
county: $county
postal_code: $postal_code
state_code: $state_code
status: %s
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%s
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%s
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}
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%s
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limit: 200
offset: $offset
) %s
}""" % (
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is_foreclosure,
listing_type.value.lower(),
date_param,
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pending_or_contingent_param,
sort_param,
GENERAL_RESULTS_QUERY,
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)
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else: #: general search, came from an address
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query = (
"""query Property_search(
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$property_id: [ID]!
$offset: Int!,
) {
home_search(
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query: {
property_id: $property_id
}
limit: 1
offset: $offset
) %s
}"""
% GENERAL_RESULTS_QUERY
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)
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payload = {
"query": query,
"variables": variables,
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}
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response = self.session.post(self.SEARCH_GQL_URL, json=payload)
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response_json = response.json()
search_key = "home_search" if "home_search" in query else "property_search"
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properties: list[Property] = []
if (
response_json is None
or "data" not in response_json
or response_json["data"] is None
or search_key not in response_json["data"]
or response_json["data"][search_key] is None
or "results" not in response_json["data"][search_key]
):
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return {"total": 0, "properties": []}
properties_list = response_json["data"][search_key]["results"]
total_properties = response_json["data"][search_key]["total"]
offset = variables.get("offset", 0)
#: limit the number of properties to be processed
#: example, if your offset is 200, and your limit is 250, return 50
properties_list = properties_list[:self.limit - offset]
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with ThreadPoolExecutor(max_workers=self.NUM_PROPERTY_WORKERS) as executor:
futures = [
executor.submit(self.process_property, result, search_key) for result in properties_list
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]
for future in as_completed(futures):
result = future.result()
if result:
properties.append(result)
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return {
"total": total_properties,
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"properties": properties,
}
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def search(self):
location_info = self.handle_location()
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if not location_info:
return []
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location_type = location_info["area_type"]
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search_variables = {
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"offset": 0,
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}
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search_type = (
"comps"
if self.radius and location_type == "address"
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else "address" if location_type == "address" and not self.radius else "area"
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)
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if location_type == "address":
if not self.radius: #: single address search, non comps
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property_id = location_info["mpr_id"]
return self.handle_home(property_id)
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else: #: general search, comps (radius)
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if not location_info.get("centroid"):
return []
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coordinates = list(location_info["centroid"].values())
search_variables |= {
"coordinates": coordinates,
"radius": "{}mi".format(self.radius),
}
elif location_type == "postal_code":
search_variables |= {
"postal_code": location_info.get("postal_code"),
}
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else: #: general search, location
search_variables |= {
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"city": location_info.get("city"),
"county": location_info.get("county"),
"state_code": location_info.get("state_code"),
"postal_code": location_info.get("postal_code"),
}
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if self.foreclosure:
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search_variables["foreclosure"] = self.foreclosure
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result = self.general_search(search_variables, search_type=search_type)
total = result["total"]
homes = result["properties"]
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with ThreadPoolExecutor() as executor:
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futures = [
executor.submit(
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self.general_search,
variables=search_variables | {"offset": i},
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search_type=search_type,
)
for i in range(self.DEFAULT_PAGE_SIZE, min(total, self.limit), self.DEFAULT_PAGE_SIZE)
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]
for future in as_completed(futures):
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homes.extend(future.result()["properties"])
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return homes
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@staticmethod
def get_key(data: dict, keys: list):
try:
value = data
for key in keys:
value = value[key]
return value or {}
except (KeyError, TypeError, IndexError):
return {}
def process_extra_property_details(self, result: dict) -> dict:
schools = self.get_key(result, ["nearbySchools", "schools"])
assessed_value = self.get_key(result, ["taxHistory", 0, "assessment", "total"])
schools = [school["district"]["name"] for school in schools if school["district"].get("name")]
return {
"schools": schools if schools else None,
"assessed_value": assessed_value if assessed_value else None,
}
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def get_prop_details(self, property_id: str) -> dict:
if not self.extra_property_data:
return {}
query = """query GetHome($property_id: ID!) {
home(property_id: $property_id) {
__typename
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nearbySchools: nearby_schools(radius: 5.0, limit_per_level: 3) {
__typename schools { district { __typename id name } }
}
taxHistory: tax_history { __typename tax year assessment { __typename building land total } }
}
}"""
variables = {"property_id": property_id}
response = self.session.post(self.PROPERTY_GQL, json={"query": query, "variables": variables})
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data = response.json()
property_details = data["data"]["home"]
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return self.process_extra_property_details(property_details)
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@staticmethod
def _parse_neighborhoods(result: dict) -> Optional[str]:
neighborhoods_list = []
neighborhoods = result["location"].get("neighborhoods", [])
if neighborhoods:
for neighborhood in neighborhoods:
name = neighborhood.get("name")
if name:
neighborhoods_list.append(name)
return ", ".join(neighborhoods_list) if neighborhoods_list else None
@staticmethod
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def handle_none_safely(address_part):
if address_part is None:
return ""
return address_part
@staticmethod
def _parse_address(result: dict, search_type):
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if search_type == "general_search":
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address = result["location"]["address"]
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else:
address = result["address"]
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return Address(
full_line=address.get("line"),
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street=" ".join(
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part
for part in [
address.get("street_number"),
address.get("street_direction"),
address.get("street_name"),
address.get("street_suffix"),
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]
if part is not None
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).strip(),
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unit=address["unit"],
city=address["city"],
state=address["state_code"],
zip=address["postal_code"],
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)
@staticmethod
def _parse_description(result: dict) -> Description | None:
if not result:
return None
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description_data = result.get("description", {})
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if description_data is None or not isinstance(description_data, dict):
description_data = {}
style = description_data.get("type", "")
if style is not None:
style = style.upper()
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primary_photo = ""
if (primary_photo_info := result.get('primary_photo')) and (primary_photo_href := primary_photo_info.get("href")):
primary_photo = primary_photo_href.replace("s.jpg", "od-w480_h360_x2.webp?w=1080&q=75")
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return Description(
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primary_photo=primary_photo,
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alt_photos=RealtorScraper.process_alt_photos(result.get("photos", [])),
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style=PropertyType.__getitem__(style) if style and style in PropertyType.__members__ else None,
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beds=description_data.get("beds"),
baths_full=description_data.get("baths_full"),
baths_half=description_data.get("baths_half"),
sqft=description_data.get("sqft"),
lot_sqft=description_data.get("lot_sqft"),
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sold_price=(
result.get('last_sold_price') or description_data.get("sold_price")
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if result.get("last_sold_date") or result["list_price"] != description_data.get("sold_price")
else None
), #: has a sold date or list and sold price are different
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year_built=description_data.get("year_built"),
garage=description_data.get("garage"),
stories=description_data.get("stories"),
text=description_data.get("text"),
)
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@staticmethod
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def calculate_days_on_mls(result: dict) -> Optional[int]:
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list_date_str = result.get("list_date")
list_date = datetime.strptime(list_date_str.split("T")[0], "%Y-%m-%d") if list_date_str else None
last_sold_date_str = result.get("last_sold_date")
last_sold_date = datetime.strptime(last_sold_date_str, "%Y-%m-%d") if last_sold_date_str else None
today = datetime.now()
if list_date:
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if result["status"] == "sold":
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if last_sold_date:
days = (last_sold_date - list_date).days
if days >= 0:
return days
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elif result["status"] in ("for_sale", "for_rent"):
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days = (today - list_date).days
if days >= 0:
return days
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@staticmethod
def process_alt_photos(photos_info: list[dict]) -> list[str] | None:
if not photos_info:
return None
return [photo_info["href"].replace("s.jpg", "od-w480_h360_x2.webp?w=1080&q=75") for photo_info in photos_info if photo_info.get("href")]