JobSpy/src/jobspy/scrapers/ziprecruiter/__init__.py

214 lines
8.1 KiB
Python

"""
jobspy.scrapers.ziprecruiter
~~~~~~~~~~~~~~~~~~~
This module contains routines to scrape ZipRecruiter.
"""
from __future__ import annotations
import math
import time
from datetime import datetime
from typing import Optional, Tuple, Any
from concurrent.futures import ThreadPoolExecutor
from .. import Scraper, ScraperInput, Site
from ..utils import (
logger,
extract_emails_from_text,
create_session,
markdown_converter,
)
from ...jobs import (
JobPost,
Compensation,
Location,
JobResponse,
JobType,
Country,
DescriptionFormat,
)
class ZipRecruiterScraper(Scraper):
base_url = "https://www.ziprecruiter.com"
api_url = "https://api.ziprecruiter.com"
def __init__(self, proxies: list[str] | str | None = None):
"""
Initializes ZipRecruiterScraper with the ZipRecruiter job search url
"""
super().__init__(Site.ZIP_RECRUITER, proxies=proxies)
self.scraper_input = None
self.session = create_session(proxies=proxies)
self._get_cookies()
self.delay = 5
self.jobs_per_page = 20
self.seen_urls = set()
def scrape(self, scraper_input: ScraperInput) -> JobResponse:
"""
Scrapes ZipRecruiter for jobs with scraper_input criteria.
:param scraper_input: Information about job search criteria.
:return: JobResponse containing a list of jobs.
"""
self.scraper_input = scraper_input
job_list: list[JobPost] = []
continue_token = None
max_pages = math.ceil(scraper_input.results_wanted / self.jobs_per_page)
for page in range(1, max_pages + 1):
if len(job_list) >= scraper_input.results_wanted:
break
if page > 1:
time.sleep(self.delay)
logger.info(f"ZipRecruiter search page: {page}")
jobs_on_page, continue_token = self._find_jobs_in_page(
scraper_input, continue_token
)
if jobs_on_page:
job_list.extend(jobs_on_page)
else:
break
if not continue_token:
break
return JobResponse(jobs=job_list[: scraper_input.results_wanted])
def _find_jobs_in_page(
self, scraper_input: ScraperInput, continue_token: str | None = None
) -> Tuple[list[JobPost], Optional[str]]:
"""
Scrapes a page of ZipRecruiter for jobs with scraper_input criteria
:param scraper_input:
:param continue_token:
:return: jobs found on page
"""
jobs_list = []
params = self._add_params(scraper_input)
if continue_token:
params["continue_from"] = continue_token
try:
res = self.session.get(
f"{self.api_url}/jobs-app/jobs", headers=self.headers, params=params
)
if res.status_code not in range(200, 400):
if res.status_code == 429:
err = "429 Response - Blocked by ZipRecruiter for too many requests"
else:
err = f"ZipRecruiter response status code {res.status_code}"
err += f" with response: {res.text}" # ZipRecruiter likely not available in EU
logger.error(err)
return jobs_list, ""
except Exception as e:
if "Proxy responded with" in str(e):
logger.error(f"Indeed: Bad proxy")
else:
logger.error(f"Indeed: {str(e)}")
return jobs_list, ""
res_data = res.json()
jobs_list = res_data.get("jobs", [])
next_continue_token = res_data.get("continue", None)
with ThreadPoolExecutor(max_workers=self.jobs_per_page) as executor:
job_results = [executor.submit(self._process_job, job) for job in jobs_list]
job_list = list(filter(None, (result.result() for result in job_results)))
return job_list, next_continue_token
def _process_job(self, job: dict) -> JobPost | None:
"""
Processes an individual job dict from the response
"""
title = job.get("name")
job_url = f"{self.base_url}/jobs//j?lvk={job['listing_key']}"
if job_url in self.seen_urls:
return
self.seen_urls.add(job_url)
description = job.get("job_description", "").strip()
description = (
markdown_converter(description)
if self.scraper_input.description_format == DescriptionFormat.MARKDOWN
else description
)
company = job.get("hiring_company", {}).get("name")
country_value = "usa" if job.get("job_country") == "US" else "canada"
country_enum = Country.from_string(country_value)
location = Location(
city=job.get("job_city"), state=job.get("job_state"), country=country_enum
)
job_type = self._get_job_type_enum(
job.get("employment_type", "").replace("_", "").lower()
)
date_posted = datetime.fromisoformat(job["posted_time"].rstrip("Z")).date()
comp_interval = job.get("compensation_interval")
comp_interval = "yearly" if comp_interval == "annual" else comp_interval
comp_min = int(job["compensation_min"]) if "compensation_min" in job else None
comp_max = int(job["compensation_max"]) if "compensation_max" in job else None
comp_currency = job.get("compensation_currency")
return JobPost(
id=str(job["listing_key"]),
title=title,
company_name=company,
location=location,
job_type=job_type,
compensation=Compensation(
interval=comp_interval,
min_amount=comp_min,
max_amount=comp_max,
currency=comp_currency,
),
date_posted=date_posted,
job_url=job_url,
description=description,
emails=extract_emails_from_text(description) if description else None,
)
def _get_cookies(self):
data = "event_type=session&logged_in=false&number_of_retry=1&property=model%3AiPhone&property=os%3AiOS&property=locale%3Aen_us&property=app_build_number%3A4734&property=app_version%3A91.0&property=manufacturer%3AApple&property=timestamp%3A2024-01-12T12%3A04%3A42-06%3A00&property=screen_height%3A852&property=os_version%3A16.6.1&property=source%3Ainstall&property=screen_width%3A393&property=device_model%3AiPhone%2014%20Pro&property=brand%3AApple"
url = f"{self.api_url}/jobs-app/event"
self.session.post(url, data=data, headers=self.headers)
@staticmethod
def _get_job_type_enum(job_type_str: str) -> list[JobType] | None:
for job_type in JobType:
if job_type_str in job_type.value:
return [job_type]
return None
@staticmethod
def _add_params(scraper_input) -> dict[str, str | Any]:
params = {
"search": scraper_input.search_term,
"location": scraper_input.location,
}
if scraper_input.hours_old:
params["days"] = max(scraper_input.hours_old // 24, 1)
job_type_map = {JobType.FULL_TIME: "full_time", JobType.PART_TIME: "part_time"}
if scraper_input.job_type:
job_type = scraper_input.job_type
params["employment_type"] = job_type_map.get(job_type, job_type.value[0])
if scraper_input.easy_apply:
params["zipapply"] = 1
if scraper_input.is_remote:
params["remote"] = 1
if scraper_input.distance:
params["radius"] = scraper_input.distance
return {k: v for k, v in params.items() if v is not None}
headers = {
"Host": "api.ziprecruiter.com",
"accept": "*/*",
"x-zr-zva-override": "100000000;vid:ZT1huzm_EQlDTVEc",
"x-pushnotificationid": "0ff4983d38d7fc5b3370297f2bcffcf4b3321c418f5c22dd152a0264707602a0",
"x-deviceid": "D77B3A92-E589-46A4-8A39-6EF6F1D86006",
"user-agent": "Job Search/87.0 (iPhone; CPU iOS 16_6_1 like Mac OS X)",
"authorization": "Basic YTBlZjMyZDYtN2I0Yy00MWVkLWEyODMtYTI1NDAzMzI0YTcyOg==",
"accept-language": "en-US,en;q=0.9",
}