From af07c1ecbdacba179a8b71890032a4f164421fa9 Mon Sep 17 00:00:00 2001 From: Cullen Watson Date: Thu, 28 Sep 2023 18:11:28 -0500 Subject: [PATCH] add offset param & email extraction (#51) * add offset param * [enh]: extract emails --- .github/workflows/publish-to-pypi.yml | 42 +- .gitignore | 10 +- README.md | 105 +- .../JobSpy_Demo.ipynb | 0 examples/JobSpy_Demo.py | 31 + poetry.lock | 1774 ++++++++--------- pyproject.toml | 2 +- src/jobspy/__init__.py | 35 +- src/jobspy/jobs/__init__.py | 4 +- src/jobspy/scrapers/__init__.py | 1 + src/jobspy/scrapers/indeed/__init__.py | 44 +- src/jobspy/scrapers/linkedin/__init__.py | 221 +- src/jobspy/scrapers/ziprecruiter/__init__.py | 53 +- src/tests/test_all.py | 4 +- src/tests/test_indeed.py | 3 +- src/tests/test_linkedin.py | 3 +- src/tests/test_ziprecruiter.py | 3 +- 17 files changed, 1209 insertions(+), 1126 deletions(-) rename JobSpy_Demo.ipynb => examples/JobSpy_Demo.ipynb (100%) create mode 100644 examples/JobSpy_Demo.py diff --git a/.github/workflows/publish-to-pypi.yml b/.github/workflows/publish-to-pypi.yml index 2962f0c..13b0b3b 100644 --- a/.github/workflows/publish-to-pypi.yml +++ b/.github/workflows/publish-to-pypi.yml @@ -7,27 +7,27 @@ jobs: runs-on: ubuntu-latest steps: - - uses: actions/checkout@v3 - - name: Set up Python - uses: actions/setup-python@v4 - with: - python-version: "3.10" + - uses: actions/checkout@v3 + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: "3.10" - - name: Install poetry - run: >- - python3 -m - pip install - poetry - --user + - name: Install poetry + run: >- + python3 -m + pip install + poetry + --user - - name: Build distribution πŸ“¦ - run: >- - python3 -m - poetry - build + - name: Build distribution πŸ“¦ + run: >- + python3 -m + poetry + build - - name: Publish distribution πŸ“¦ to PyPI - if: startsWith(github.ref, 'refs/tags') - uses: pypa/gh-action-pypi-publish@release/v1 - with: - password: ${{ secrets.PYPI_API_TOKEN }} \ No newline at end of file + - name: Publish distribution πŸ“¦ to PyPI + if: startsWith(github.ref, 'refs/tags') + uses: pypa/gh-action-pypi-publish@release/v1 + with: + password: ${{ secrets.PYPI_API_TOKEN }} \ No newline at end of file diff --git a/.gitignore b/.gitignore index e038225..6a191b2 100644 --- a/.gitignore +++ b/.gitignore @@ -1,10 +1,10 @@ -/.idea -**/.DS_Store /venv/ -/ven/ +/.idea **/__pycache__/ **/.pytest_cache/ +/.ipynb_checkpoints/ +**/output/ +**/.DS_Store *.pyc .env -dist -/.ipynb_checkpoints/ \ No newline at end of file +dist \ No newline at end of file diff --git a/README.md b/README.md index 26facb1..412908b 100644 --- a/README.md +++ b/README.md @@ -4,26 +4,30 @@ **Not technical?** Try out the web scraping tool on our site at [usejobspy.com](https://usejobspy.com). -*Looking to build a data-focused software product?* **[Book a call](https://calendly.com/zachary-products/15min)** *to work with us.* +*Looking to build a data-focused software product?* **[Book a call](https://calendly.com/zachary-products/15min)** *to +work with us.* \ -Check out another project we wrote: ***[HomeHarvest](https://github.com/ZacharyHampton/HomeHarvest)** – a Python package for real estate scraping* -## Features +Check out another project we wrote: ***[HomeHarvest](https://github.com/ZacharyHampton/HomeHarvest)** – a Python package +for real estate scraping* +## Features - Scrapes job postings from **LinkedIn**, **Indeed** & **ZipRecruiter** simultaneously - Aggregates the job postings in a Pandas DataFrame - Proxy support (HTTP/S, SOCKS) - -[Video Guide for JobSpy](https://www.youtube.com/watch?v=RuP1HrAZnxs&pp=ygUgam9icyBzY3JhcGVyIGJvdCBsaW5rZWRpbiBpbmRlZWQ%3D) - Updated for release v1.1.3 + +[Video Guide for JobSpy](https://www.youtube.com/watch?v=RuP1HrAZnxs&pp=ygUgam9icyBzY3JhcGVyIGJvdCBsaW5rZWRpbiBpbmRlZWQ%3D) - +Updated for release v1.1.3 ![jobspy](https://github.com/cullenwatson/JobSpy/assets/78247585/ec7ef355-05f6-4fd3-8161-a817e31c5c57) - + ### Installation + ``` pip install --upgrade python-jobspy ``` - - _Python version >= [3.10](https://www.python.org/downloads/release/python-3100/) required_ + +_Python version >= [3.10](https://www.python.org/downloads/release/python-3100/) required_ ### Usage @@ -36,13 +40,12 @@ jobs: pd.DataFrame = scrape_jobs( search_term="software engineer", location="Dallas, TX", results_wanted=10, - - country_indeed='USA' # only needed for indeed - - # use if you want to use a proxy (3 types) - # proxy="socks5://jobspy:5a4vpWtj8EeJ2hoYzk@ca.smartproxy.com:20001", + + country_indeed='USA' # only needed for indeed + + # use if you want to use a proxy # proxy="http://jobspy:5a4vpWtj8EeJ2hoYzk@ca.smartproxy.com:20001", - # proxy="https://jobspy:5a4vpWtj8EeJ2hoYzk@ca.smartproxy.com:20001", + # offset=25 # use if you want to start at a specific offset ) # formatting for pandas @@ -51,17 +54,22 @@ pd.set_option('display.max_rows', None) pd.set_option('display.width', None) pd.set_option('display.max_colwidth', 50) # set to 0 to see full job url / desc -#1 display in Jupyter Notebook (1. pip install jupyter 2. jupyter notebook) -display(jobs) +# 1 output to console +print(jobs) -#2 output to console -#print(jobs) +# 2 display in Jupyter Notebook (1. pip install jupyter 2. jupyter notebook) +# display(jobs) + +# 3 output to .csv +# jobs.to_csv('jobs.csv', index=False) + +# 4 output to .xlsx +# jobs.to_xlsx('jobs.xlsx', index=False) -#3 output to .csv -#jobs.to_csv('jobs.csv', index=False) ``` ### Output + ``` SITE TITLE COMPANY_NAME CITY STATE JOB_TYPE INTERVAL MIN_AMOUNT MAX_AMOUNT JOB_URL DESCRIPTION indeed Software Engineer AMERICAN SYSTEMS Arlington VA None yearly 200000 150000 https://www.indeed.com/viewjob?jk=5e409e577046... THIS POSITION COMES WITH A 10K SIGNING BONUS!... @@ -71,7 +79,9 @@ linkedin Full-Stack Software Engineer Rain New York zip_recruiter Software Engineer - New Grad ZipRecruiter Santa Monica CA fulltime yearly 130000 150000 https://www.ziprecruiter.com/jobs/ziprecruiter... We offer a hybrid work environment. Most US-ba... zip_recruiter Software Developer TEKsystems Phoenix AZ fulltime hourly 65 75 https://www.ziprecruiter.com/jobs/teksystems-0... Top Skills' Detailsβ€’ 6 years of Java developme... ``` + ### Parameters for `scrape_jobs()` + ```plaintext Required β”œβ”€β”€ site_type (List[enum]): linkedin, zip_recruiter, indeed @@ -85,10 +95,11 @@ Optional β”œβ”€β”€ results_wanted (int): number of job results to retrieve for each site specified in 'site_type' β”œβ”€β”€ easy_apply (bool): filters for jobs that are hosted on LinkedIn β”œβ”€β”€ country_indeed (enum): filters the country on Indeed (see below for correct spelling) +β”œβ”€β”€ offset (enum): starts the search from an offset (e.g. 25 will start the search from the 25th result) ``` - ### JobPost Schema + ```plaintext JobPost β”œβ”€β”€ title (str) @@ -109,14 +120,15 @@ JobPost ``` ### Exceptions + The following exceptions may be raised when using JobSpy: + * `LinkedInException` * `IndeedException` * `ZipRecruiterException` ## Supported Countries for Job Searching - ### **LinkedIn** LinkedIn searches globally & uses only the `location` parameter. @@ -125,43 +137,45 @@ LinkedIn searches globally & uses only the `location` parameter. ZipRecruiter searches for jobs in **US/Canada** & uses only the `location` parameter. - ### **Indeed** -Indeed supports most countries, but the `country_indeed` parameter is required. Additionally, use the `location` parameter to narrow down the location, e.g. city & state if necessary. -You can specify the following countries when searching on Indeed (use the exact name): +Indeed supports most countries, but the `country_indeed` parameter is required. Additionally, use the `location` +parameter to narrow down the location, e.g. city & state if necessary. +You can specify the following countries when searching on Indeed (use the exact name): -| | | | | -|------|------|------|------| -| Argentina | Australia | Austria | Bahrain | -| Belgium | Brazil | Canada | Chile | -| China | Colombia | Costa Rica | Czech Republic | -| Denmark | Ecuador | Egypt | Finland | -| France | Germany | Greece | Hong Kong | -| Hungary | India | Indonesia | Ireland | -| Israel | Italy | Japan | Kuwait | -| Luxembourg | Malaysia | Mexico | Morocco | -| Netherlands | New Zealand | Nigeria | Norway | -| Oman | Pakistan | Panama | Peru | -| Philippines | Poland | Portugal | Qatar | -| Romania | Saudi Arabia | Singapore | South Africa | -| South Korea | Spain | Sweden | Switzerland | -| Taiwan | Thailand | Turkey | Ukraine | -| United Arab Emirates | UK | USA | Uruguay | -| Venezuela | Vietnam | | | +| | | | | +|----------------------|--------------|------------|----------------| +| Argentina | Australia | Austria | Bahrain | +| Belgium | Brazil | Canada | Chile | +| China | Colombia | Costa Rica | Czech Republic | +| Denmark | Ecuador | Egypt | Finland | +| France | Germany | Greece | Hong Kong | +| Hungary | India | Indonesia | Ireland | +| Israel | Italy | Japan | Kuwait | +| Luxembourg | Malaysia | Mexico | Morocco | +| Netherlands | New Zealand | Nigeria | Norway | +| Oman | Pakistan | Panama | Peru | +| Philippines | Poland | Portugal | Qatar | +| Romania | Saudi Arabia | Singapore | South Africa | +| South Korea | Spain | Sweden | Switzerland | +| Taiwan | Thailand | Turkey | Ukraine | +| United Arab Emirates | UK | USA | Uruguay | +| Venezuela | Vietnam | | | ## Frequently Asked Questions --- **Q: Encountering issues with your queries?** -**A:** Try reducing the number of `results_wanted` and/or broadening the filters. If problems persist, [submit an issue](https://github.com/cullenwatson/JobSpy/issues). +**A:** Try reducing the number of `results_wanted` and/or broadening the filters. If problems +persist, [submit an issue](https://github.com/cullenwatson/JobSpy/issues). --- **Q: Received a response code 429?** -**A:** This indicates that you have been blocked by the job board site for sending too many requests. Currently, **LinkedIn** is particularly aggressive with blocking. We recommend: +**A:** This indicates that you have been blocked by the job board site for sending too many requests. Currently, * +*LinkedIn** is particularly aggressive with blocking. We recommend: - Waiting a few seconds between requests. - Trying a VPN or proxy to change your IP address. @@ -170,6 +184,7 @@ You can specify the following countries when searching on Indeed (use the exact **Q: Experiencing a "Segmentation fault: 11" on macOS Catalina?** **A:** This is due to `tls_client` dependency not supporting your architecture. Solutions and workarounds include: + - Upgrade to a newer version of MacOS - Reach out to the maintainers of [tls_client](https://github.com/bogdanfinn/tls-client) for fixes diff --git a/JobSpy_Demo.ipynb b/examples/JobSpy_Demo.ipynb similarity index 100% rename from JobSpy_Demo.ipynb rename to examples/JobSpy_Demo.ipynb diff --git a/examples/JobSpy_Demo.py b/examples/JobSpy_Demo.py new file mode 100644 index 0000000..598dcd0 --- /dev/null +++ b/examples/JobSpy_Demo.py @@ -0,0 +1,31 @@ +from jobspy import scrape_jobs +import pandas as pd + +jobs: pd.DataFrame = scrape_jobs( + site_name=["indeed", "linkedin", "zip_recruiter"], + search_term="software engineer", + location="Dallas, TX", + results_wanted=50, # be wary the higher it is, the more likey you'll get blocked (rotating proxy should work tho) + country_indeed='USA', + offset=25 # start jobs from an offset (use if search failed and want to continue) + # proxy="http://jobspy:5a4vpWtj8EeJ2hoYzk@ca.smartproxy.com:20001", +) + +# formatting for pandas +pd.set_option('display.max_columns', None) +pd.set_option('display.max_rows', None) +pd.set_option('display.width', None) +pd.set_option('display.max_colwidth', 50) # set to 0 to see full job url / desc + +# 1: output to console +print(jobs) + +# 2: output to .csv +jobs.to_csv('./jobs.csv', index=False) +print('outputted to jobs.csv') + +# 3: output to .xlsx +# jobs.to_xlsx('jobs.xlsx', index=False) + +# 4: display in Jupyter Notebook (1. pip install jupyter 2. jupyter notebook) +# display(jobs) diff --git a/poetry.lock b/poetry.lock index f79db31..ebf1822 100644 --- a/poetry.lock +++ b/poetry.lock @@ -7,8 +7,8 @@ description = "Reusable constraint types to use with typing.Annotated" optional = false python-versions = ">=3.7" files = [ - {file = "annotated_types-0.5.0-py3-none-any.whl", hash = "sha256:58da39888f92c276ad970249761ebea80ba544b77acddaa1a4d6cf78287d45fd"}, - {file = "annotated_types-0.5.0.tar.gz", hash = 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"widgetsnbextension-4.0.8-py3-none-any.whl", hash = "sha256:2e37f0ce9da11651056280c7efe96f2db052fe8fc269508e3724f5cbd6c93018" }, + { file = "widgetsnbextension-4.0.8.tar.gz", hash = "sha256:9ec291ba87c2dfad42c3d5b6f68713fa18be1acd7476569516b2431682315c17" }, ] [metadata] diff --git a/pyproject.toml b/pyproject.toml index 327e8d4..c2d3564 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "python-jobspy" -version = "1.1.7" +version = "1.1.8" description = "Job scraper for LinkedIn, Indeed & ZipRecruiter" authors = ["Zachary Hampton ", "Cullen Watson "] homepage = "https://github.com/cullenwatson/JobSpy" diff --git a/src/jobspy/__init__.py b/src/jobspy/__init__.py index 37e44f4..ad99aca 100644 --- a/src/jobspy/__init__.py +++ b/src/jobspy/__init__.py @@ -1,8 +1,7 @@ import pandas as pd import concurrent.futures from concurrent.futures import ThreadPoolExecutor -from typing import List, Tuple, NamedTuple, Dict, Optional -import traceback +from typing import List, Tuple, Optional from .jobs import JobType, Location from .scrapers.indeed import IndeedScraper @@ -27,17 +26,18 @@ def _map_str_to_site(site_name: str) -> Site: def scrape_jobs( - site_name: str | List[str] | Site | List[Site], - search_term: str, - location: str = "", - distance: int = None, - is_remote: bool = False, - job_type: str = None, - easy_apply: bool = False, # linkedin - results_wanted: int = 15, - country_indeed: str = "usa", - hyperlinks: bool = False, - proxy: Optional[str] = None, + site_name: str | List[str] | Site | List[Site], + search_term: str, + location: str = "", + distance: int = None, + is_remote: bool = False, + job_type: str = None, + easy_apply: bool = False, # linkedin + results_wanted: int = 15, + country_indeed: str = "usa", + hyperlinks: bool = False, + proxy: Optional[str] = None, + offset: Optional[int] = 0 ) -> pd.DataFrame: """ Simultaneously scrapes job data from multiple job sites. @@ -49,8 +49,8 @@ def scrape_jobs( if value_str in job_type.value: return job_type raise Exception(f"Invalid job type: {value_str}") - job_type = get_enum_from_value(job_type) if job_type else None + job_type = get_enum_from_value(job_type) if job_type else None if type(site_name) == str: site_type = [_map_str_to_site(site_name)] @@ -72,6 +72,7 @@ def scrape_jobs( job_type=job_type, easy_apply=easy_apply, results_wanted=results_wanted, + offset=offset ) def scrape_site(site: Site) -> Tuple[str, JobResponse]: @@ -149,17 +150,19 @@ def scrape_jobs( if jobs_dfs: jobs_df = pd.concat(jobs_dfs, ignore_index=True) desired_order: List[str] = [ + "job_url_hyper" if hyperlinks else "job_url", "site", "title", "company", "location", - "date_posted", "job_type", + "date_posted", "interval", + "benefits", "min_amount", "max_amount", "currency", - "job_url_hyper" if hyperlinks else "job_url", + "emails", "description", ] jobs_formatted_df = jobs_df[desired_order] diff --git a/src/jobspy/jobs/__init__.py b/src/jobspy/jobs/__init__.py index 816341b..dc948c2 100644 --- a/src/jobspy/jobs/__init__.py +++ b/src/jobspy/jobs/__init__.py @@ -170,7 +170,7 @@ class CompensationInterval(Enum): class Compensation(BaseModel): - interval: CompensationInterval + interval: Optional[CompensationInterval] = None min_amount: int = None max_amount: int = None currency: Optional[str] = "USD" @@ -186,6 +186,8 @@ class JobPost(BaseModel): job_type: Optional[JobType] = None compensation: Optional[Compensation] = None date_posted: Optional[date] = None + benefits: Optional[str] = None + emails: Optional[list[str]] = None class JobResponse(BaseModel): diff --git a/src/jobspy/scrapers/__init__.py b/src/jobspy/scrapers/__init__.py index 01c9a35..dedd26f 100644 --- a/src/jobspy/scrapers/__init__.py +++ b/src/jobspy/scrapers/__init__.py @@ -18,6 +18,7 @@ class ScraperInput(BaseModel): is_remote: bool = False job_type: Optional[JobType] = None easy_apply: bool = None # linkedin + offset: int = 0 results_wanted: int = 15 diff --git a/src/jobspy/scrapers/indeed/__init__.py b/src/jobspy/scrapers/indeed/__init__.py index 708a83f..38f71e8 100644 --- a/src/jobspy/scrapers/indeed/__init__.py +++ b/src/jobspy/scrapers/indeed/__init__.py @@ -8,7 +8,6 @@ import re import math import io import json -import traceback from datetime import datetime from typing import Optional @@ -27,7 +26,8 @@ from ...jobs import ( JobResponse, JobType, ) -from .. import Scraper, ScraperInput, Site, Country +from .. import Scraper, ScraperInput, Site +from ...utils import extract_emails_from_text class IndeedScraper(Scraper): @@ -35,6 +35,8 @@ class IndeedScraper(Scraper): """ Initializes IndeedScraper with the Indeed job search url """ + self.url = None + self.country = None site = Site(Site.INDEED) super().__init__(site, proxy=proxy) @@ -42,7 +44,7 @@ class IndeedScraper(Scraper): self.seen_urls = set() def scrape_page( - self, scraper_input: ScraperInput, page: int, session: tls_client.Session + self, scraper_input: ScraperInput, page: int, session: tls_client.Session ) -> tuple[list[JobPost], int]: """ Scrapes a page of Indeed for jobs with scraper_input criteria @@ -61,7 +63,7 @@ class IndeedScraper(Scraper): "q": scraper_input.search_term, "l": scraper_input.location, "filter": 0, - "start": 0 + page * 10, + "start": scraper_input.offset + page * 10, } if scraper_input.distance: params["radius"] = scraper_input.distance @@ -76,7 +78,7 @@ class IndeedScraper(Scraper): params["sc"] = "0kf:" + "".join(sc_values) + ";" try: response = session.get( - self.url + "/jobs", + f"{self.url}/jobs", params=params, allow_redirects=True, proxy=self.proxy, @@ -101,9 +103,9 @@ class IndeedScraper(Scraper): total_num_jobs = IndeedScraper.total_jobs(soup) if ( - not jobs.get("metaData", {}) - .get("mosaicProviderJobCardsModel", {}) - .get("results") + not jobs.get("metaData", {}) + .get("mosaicProviderJobCardsModel", {}) + .get("results") ): raise IndeedException("No jobs found.") @@ -137,9 +139,10 @@ class IndeedScraper(Scraper): date_posted = date_posted.strftime("%Y-%m-%d") description = self.get_description(job_url, session) + emails = extract_emails_from_text(description) with io.StringIO(job["snippet"]) as f: - soup = BeautifulSoup(f, "html.parser") - li_elements = soup.find_all("li") + soup_io = BeautifulSoup(f, "html.parser") + li_elements = soup_io.find_all("li") if description is None and li_elements: description = " ".join(li.text for li in li_elements) @@ -152,6 +155,7 @@ class IndeedScraper(Scraper): state=job.get("jobLocationState"), country=self.country, ), + emails=extract_emails_from_text(description), job_type=job_type, compensation=compensation, date_posted=date_posted, @@ -180,7 +184,7 @@ class IndeedScraper(Scraper): ) pages_to_process = ( - math.ceil(scraper_input.results_wanted / self.jobs_per_page) - 1 + math.ceil(scraper_input.results_wanted / self.jobs_per_page) - 1 ) #: get first page to initialize session @@ -206,7 +210,7 @@ class IndeedScraper(Scraper): ) return job_response - def get_description(self, job_page_url: str, session: tls_client.Session) -> str: + def get_description(self, job_page_url: str, session: tls_client.Session) -> Optional[str]: """ Retrieves job description by going to the job page url :param job_page_url: @@ -249,13 +253,17 @@ class IndeedScraper(Scraper): label = taxonomy["attributes"][0].get("label") if label: job_type_str = label.replace("-", "").replace(" ", "").lower() - return IndeedScraper.get_enum_from_value(job_type_str) + return IndeedScraper.get_enum_from_job_type(job_type_str) return None @staticmethod - def get_enum_from_value(value_str): + def get_enum_from_job_type(job_type_str): + """ + Given a string, returns the corresponding JobType enum member if a match is found. for job_type in JobType: - if value_str in job_type.value: + """ + for job_type in JobType: + if job_type_str in job_type.value: return job_type return None @@ -276,9 +284,9 @@ class IndeedScraper(Scraper): for tag in script_tags: if ( - tag.string - and "mosaic.providerData" in tag.string - and "mosaic-provider-jobcards" in tag.string + tag.string + and "mosaic.providerData" in tag.string + and "mosaic-provider-jobcards" in tag.string ): return tag return None diff --git a/src/jobspy/scrapers/linkedin/__init__.py b/src/jobspy/scrapers/linkedin/__init__.py index bfe5fb5..88c0777 100644 --- a/src/jobspy/scrapers/linkedin/__init__.py +++ b/src/jobspy/scrapers/linkedin/__init__.py @@ -4,14 +4,16 @@ jobspy.scrapers.linkedin This module contains routines to scrape LinkedIn. """ -from typing import Optional, Tuple +from typing import Optional from datetime import datetime -import traceback import requests -from requests.exceptions import Timeout, ProxyError +import time +from requests.exceptions import ProxyError +from concurrent.futures import ThreadPoolExecutor, as_completed from bs4 import BeautifulSoup from bs4.element import Tag +from threading import Lock from .. import Scraper, ScraperInput, Site from ..exceptions import LinkedInException @@ -20,17 +22,20 @@ from ...jobs import ( Location, JobResponse, JobType, - Compensation, - CompensationInterval, ) +from ...utils import extract_emails_from_text class LinkedInScraper(Scraper): + MAX_RETRIES = 3 + DELAY = 10 + def __init__(self, proxy: Optional[str] = None): """ Initializes LinkedInScraper with the LinkedIn job search url """ site = Site(Site.LINKEDIN) + self.country = "worldwide" self.url = "https://www.linkedin.com" super().__init__(site, proxy=proxy) @@ -40,12 +45,12 @@ class LinkedInScraper(Scraper): :param scraper_input: :return: job_response """ - self.country = "worldwide" job_list: list[JobPost] = [] seen_urls = set() - page, processed_jobs, job_count = 0, 0, 0 + url_lock = Lock() + page = scraper_input.offset // 25 + 25 if scraper_input.offset else 0 - def job_type_code(job_type): + def job_type_code(job_type_enum): mapping = { JobType.FULL_TIME: "F", JobType.PART_TIME: "P", @@ -54,117 +59,125 @@ class LinkedInScraper(Scraper): JobType.TEMPORARY: "T", } - return mapping.get(job_type, "") + return mapping.get(job_type_enum, "") - with requests.Session() as session: - while len(job_list) < scraper_input.results_wanted: - params = { - "keywords": scraper_input.search_term, - "location": scraper_input.location, - "distance": scraper_input.distance, - "f_WT": 2 if scraper_input.is_remote else None, - "f_JT": job_type_code(scraper_input.job_type) - if scraper_input.job_type - else None, - "pageNum": page, - "f_AL": "true" if scraper_input.easy_apply else None, - } + while len(job_list) < scraper_input.results_wanted and page < 1000: + params = { + "keywords": scraper_input.search_term, + "location": scraper_input.location, + "distance": scraper_input.distance, + "f_WT": 2 if scraper_input.is_remote else None, + "f_JT": job_type_code(scraper_input.job_type) + if scraper_input.job_type + else None, + "pageNum": 0, + page: page + scraper_input.offset, + "f_AL": "true" if scraper_input.easy_apply else None, + } - params = {k: v for k, v in params.items() if v is not None} + params = {k: v for k, v in params.items() if v is not None} + + params = {k: v for k, v in params.items() if v is not None} + retries = 0 + while retries < self.MAX_RETRIES: try: - response = session.get( - f"{self.url}/jobs/search", + response = requests.get( + f"{self.url}/jobs-guest/jobs/api/seeMoreJobPostings/search?", params=params, allow_redirects=True, proxies=self.proxy, timeout=10, ) response.raise_for_status() + + break except requests.HTTPError as e: - raise LinkedInException( - f"bad response status code: {response.status_code}" - ) + if hasattr(e, 'response') and e.response is not None: + if e.response.status_code == 429: + time.sleep(self.DELAY) + retries += 1 + continue + else: + raise LinkedInException(f"bad response status code: {e.response.status_code}") + else: + raise except ProxyError as e: raise LinkedInException("bad proxy") - except (ProxyError, Exception) as e: + except Exception as e: raise LinkedInException(str(e)) + else: + # Raise an exception if the maximum number of retries is reached + raise LinkedInException("Max retries reached, failed to get a valid response") - soup = BeautifulSoup(response.text, "html.parser") + soup = BeautifulSoup(response.text, "html.parser") - if page == 0: - job_count_text = soup.find( - "span", class_="results-context-header__job-count" - ).text - job_count = int("".join(filter(str.isdigit, job_count_text))) + with ThreadPoolExecutor(max_workers=5) as executor: + futures = [] + for job_card in soup.find_all("div", class_="base-search-card"): + job_url = None + href_tag = job_card.find("a", class_="base-card__full-link") + if href_tag and "href" in href_tag.attrs: + href = href_tag.attrs["href"].split("?")[0] + job_id = href.split("-")[-1] + job_url = f"{self.url}/jobs/view/{job_id}" - for job_card in soup.find_all( - "div", - class_="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-search-card base-search-card--link job-search-card", - ): - processed_jobs += 1 - data_entity_urn = job_card.get("data-entity-urn", "") - job_id = ( - data_entity_urn.split(":")[-1] if data_entity_urn else "N/A" - ) - job_url = f"{self.url}/jobs/view/{job_id}" - if job_url in seen_urls: - continue - seen_urls.add(job_url) - job_info = job_card.find("div", class_="base-search-card__info") - if job_info is None: - continue - title_tag = job_info.find("h3", class_="base-search-card__title") - title = title_tag.text.strip() if title_tag else "N/A" + with url_lock: + if job_url in seen_urls: + continue + seen_urls.add(job_url) - company_tag = job_info.find("a", class_="hidden-nested-link") - company = company_tag.text.strip() if company_tag else "N/A" + futures.append(executor.submit(self.process_job, job_card, job_url)) - metadata_card = job_info.find( - "div", class_="base-search-card__metadata" - ) - location: Location = self.get_location(metadata_card) - - datetime_tag = metadata_card.find( - "time", class_="job-search-card__listdate" - ) - description, job_type = self.get_description(job_url) - if datetime_tag: - datetime_str = datetime_tag["datetime"] - try: - date_posted = datetime.strptime(datetime_str, "%Y-%m-%d") - except Exception as e: - date_posted = None - else: - date_posted = None - - job_post = JobPost( - title=title, - description=description, - company_name=company, - location=location, - date_posted=date_posted, - job_url=job_url, - job_type=job_type, - compensation=Compensation( - interval=CompensationInterval.YEARLY, currency=None - ), - ) - job_list.append(job_post) - if processed_jobs >= job_count: - break - if len(job_list) >= scraper_input.results_wanted: - break - if processed_jobs >= job_count: - break - if len(job_list) >= scraper_input.results_wanted: - break - - page += 1 + for future in as_completed(futures): + try: + job_post = future.result() + if job_post: + job_list.append(job_post) + except Exception as e: + raise LinkedInException("Exception occurred while processing jobs") + page += 25 job_list = job_list[: scraper_input.results_wanted] return JobResponse(jobs=job_list) - def get_description(self, job_page_url: str) -> Optional[str]: + def process_job(self, job_card: Tag, job_url: str) -> Optional[JobPost]: + title_tag = job_card.find("span", class_="sr-only") + title = title_tag.get_text(strip=True) if title_tag else "N/A" + + company_tag = job_card.find("h4", class_="base-search-card__subtitle") + company_a_tag = company_tag.find("a") if company_tag else None + company = company_a_tag.get_text(strip=True) if company_a_tag else "N/A" + + metadata_card = job_card.find("div", class_="base-search-card__metadata") + location = self.get_location(metadata_card) + + datetime_tag = metadata_card.find("time", class_="job-search-card__listdate") if metadata_card else None + date_posted = None + if datetime_tag and "datetime" in datetime_tag.attrs: + datetime_str = datetime_tag["datetime"] + try: + date_posted = datetime.strptime(datetime_str, "%Y-%m-%d") + except Exception as e: + date_posted = None + benefits_tag = job_card.find("span", class_="result-benefits__text") + benefits = " ".join(benefits_tag.get_text().split()) if benefits_tag else None + + description, job_type = self.get_job_description(job_url) + + return JobPost( + title=title, + description=description, + company_name=company, + location=location, + date_posted=date_posted, + job_url=job_url, + job_type=job_type, + benefits=benefits, + emails=extract_emails_from_text(description) + ) + + def get_job_description(self, job_page_url: str) -> tuple[None, None] | tuple[ + str | None, tuple[str | None, JobType | None]]: """ Retrieves job description by going to the job page url :param job_page_url: @@ -181,19 +194,19 @@ class LinkedInScraper(Scraper): "div", class_=lambda x: x and "show-more-less-html__markup" in x ) - text_content = None + description = None if div_content: - text_content = " ".join(div_content.get_text().split()).strip() + description = " ".join(div_content.get_text().split()).strip() def get_job_type( - soup: BeautifulSoup, - ) -> Tuple[Optional[str], Optional[JobType]]: + soup_job_type: BeautifulSoup, + ) -> JobType | None: """ Gets the job type from job page - :param soup: + :param soup_job_type: :return: JobType """ - h3_tag = soup.find( + h3_tag = soup_job_type.find( "h3", class_="description__job-criteria-subheader", string=lambda text: "Employment type" in text, @@ -212,7 +225,7 @@ class LinkedInScraper(Scraper): return LinkedInScraper.get_enum_from_value(employment_type) - return text_content, get_job_type(soup) + return description, get_job_type(soup) @staticmethod def get_enum_from_value(value_str): diff --git a/src/jobspy/scrapers/ziprecruiter/__init__.py b/src/jobspy/scrapers/ziprecruiter/__init__.py index eb2efe0..5ee3a81 100644 --- a/src/jobspy/scrapers/ziprecruiter/__init__.py +++ b/src/jobspy/scrapers/ziprecruiter/__init__.py @@ -7,10 +7,9 @@ This module contains routines to scrape ZipRecruiter. import math import json import re -import traceback -from datetime import datetime -from typing import Optional, Tuple -from urllib.parse import urlparse, parse_qs +from datetime import datetime, date +from typing import Optional, Tuple, Any +from urllib.parse import urlparse, parse_qs, urlunparse import tls_client import requests @@ -29,6 +28,7 @@ from ...jobs import ( JobType, Country, ) +from ...utils import extract_emails_from_text class ZipRecruiterScraper(Scraper): @@ -47,19 +47,18 @@ class ZipRecruiterScraper(Scraper): ) def find_jobs_in_page( - self, scraper_input: ScraperInput, page: int - ) -> tuple[list[JobPost], int | None]: + self, scraper_input: ScraperInput, page: int + ) -> list[JobPost]: """ Scrapes a page of ZipRecruiter for jobs with scraper_input criteria :param scraper_input: :param page: - :param session: - :return: jobs found on page, total number of jobs found for search + :return: jobs found on page """ job_list: list[JobPost] = [] try: response = self.session.get( - self.url + "/jobs-search", + f"{self.url}/jobs-search", headers=ZipRecruiterScraper.headers(), params=ZipRecruiterScraper.add_params(scraper_input, page), allow_redirects=True, @@ -92,8 +91,6 @@ class ZipRecruiterScraper(Scraper): page_variant = "html_1" jobs_list = soup.find_all("li", {"class": "job-listing"}) # print('type 1 html', len(jobs_list)) - # with open("zip_method_8.html", "w") as f: - # f.write(soup.prettify()) with ThreadPoolExecutor(max_workers=10) as executor: if page_variant == "javascript": @@ -119,8 +116,9 @@ class ZipRecruiterScraper(Scraper): :param scraper_input: :return: job_response """ + start_page = (scraper_input.offset // self.jobs_per_page) + 1 if scraper_input.offset else 1 #: get first page to initialize session - job_list: list[JobPost] = self.find_jobs_in_page(scraper_input, 1) + job_list: list[JobPost] = self.find_jobs_in_page(scraper_input, start_page) pages_to_process = max( 3, math.ceil(scraper_input.results_wanted / self.jobs_per_page) ) @@ -128,7 +126,7 @@ class ZipRecruiterScraper(Scraper): with ThreadPoolExecutor(max_workers=10) as executor: futures: list[Future] = [ executor.submit(self.find_jobs_in_page, scraper_input, page) - for page in range(2, pages_to_process + 1) + for page in range(start_page + 1, start_page + pages_to_process + 2) ] for future in futures: @@ -144,8 +142,9 @@ class ZipRecruiterScraper(Scraper): Parses a job from the job content tag :param job: BeautifulSoup Tag for one job post :return JobPost + TODO this method isnt finished due to not encountering this type of html often """ - job_url = job.find("a", {"class": "job_link"})["href"] + job_url = self.cleanurl(job.find("a", {"class": "job_link"})["href"]) if job_url in self.seen_urls: return None @@ -153,7 +152,7 @@ class ZipRecruiterScraper(Scraper): company = job.find("a", {"class": "company_name"}).text.strip() description, updated_job_url = self.get_description(job_url) - job_url = updated_job_url if updated_job_url else job_url + # job_url = updated_job_url if updated_job_url else job_url if description is None: description = job.find("p", {"class": "job_snippet"}).text.strip() @@ -176,6 +175,7 @@ class ZipRecruiterScraper(Scraper): compensation=ZipRecruiterScraper.get_compensation(job), date_posted=date_posted, job_url=job_url, + emails=extract_emails_from_text(description), ) return job_post @@ -185,12 +185,12 @@ class ZipRecruiterScraper(Scraper): :param job: BeautifulSoup Tag for one job post :return JobPost """ - job_url = job.find("a", class_="job_link")["href"] + job_url = self.cleanurl(job.find("a", class_="job_link")["href"]) title = job.find("h2", class_="title").text company = job.find("a", class_="company_name").text.strip() description, updated_job_url = self.get_description(job_url) - job_url = updated_job_url if updated_job_url else job_url + # job_url = updated_job_url if updated_job_url else job_url if description is None: description = job.find("p", class_="job_snippet").get_text().strip() @@ -221,10 +221,10 @@ class ZipRecruiterScraper(Scraper): def process_job_javascript(self, job: dict) -> JobPost: title = job.get("Title") - job_url = job.get("JobURL") + job_url = self.cleanurl(job.get("JobURL")) description, updated_job_url = self.get_description(job_url) - job_url = updated_job_url if updated_job_url else job_url + # job_url = updated_job_url if updated_job_url else job_url if description is None: description = BeautifulSoup( job.get("Snippet", "").strip(), "html.parser" @@ -272,7 +272,6 @@ class ZipRecruiterScraper(Scraper): date_posted = date_posted_obj.date() else: date_posted = date.today() - job_url = job.get("JobURL") return JobPost( title=title, @@ -323,7 +322,7 @@ class ZipRecruiterScraper(Scraper): return None, response.url @staticmethod - def add_params(scraper_input, page) -> Optional[str]: + def add_params(scraper_input, page) -> dict[str, str | Any]: params = { "search": scraper_input.search_term, "location": scraper_input.location, @@ -368,7 +367,7 @@ class ZipRecruiterScraper(Scraper): return CompensationInterval(interval_str) @staticmethod - def get_date_posted(job: BeautifulSoup) -> Optional[datetime.date]: + def get_date_posted(job: Tag) -> Optional[datetime.date]: """ Extracts the date a job was posted :param job @@ -394,7 +393,7 @@ class ZipRecruiterScraper(Scraper): return None @staticmethod - def get_compensation(job: BeautifulSoup) -> Optional[Compensation]: + def get_compensation(job: Tag) -> Optional[Compensation]: """ Parses the compensation tag from the job BeautifulSoup object :param job @@ -435,7 +434,7 @@ class ZipRecruiterScraper(Scraper): return create_compensation_object(pay) @staticmethod - def get_location(job: BeautifulSoup) -> Location: + def get_location(job: Tag) -> Location: """ Extracts the job location from BeatifulSoup object :param job: @@ -462,3 +461,9 @@ class ZipRecruiterScraper(Scraper): return { "User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_14_6) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/78.0.3904.97 Safari/537.36" } + + @staticmethod + def cleanurl(url): + parsed_url = urlparse(url) + + return urlunparse((parsed_url.scheme, parsed_url.netloc, parsed_url.path, parsed_url.params, '', '')) diff --git a/src/tests/test_all.py b/src/tests/test_all.py index 14428f5..749be79 100644 --- a/src/tests/test_all.py +++ b/src/tests/test_all.py @@ -1,4 +1,5 @@ from ..jobspy import scrape_jobs +import pandas as pd def test_all(): @@ -7,4 +8,5 @@ def test_all(): search_term="software engineer", results_wanted=5, ) - assert result is not None and result.errors.empty is True + + assert isinstance(result, pd.DataFrame) and not result.empty, "Result should be a non-empty DataFrame" diff --git a/src/tests/test_indeed.py b/src/tests/test_indeed.py index c7442b9..8c6412e 100644 --- a/src/tests/test_indeed.py +++ b/src/tests/test_indeed.py @@ -1,4 +1,5 @@ from ..jobspy import scrape_jobs +import pandas as pd def test_indeed(): @@ -6,4 +7,4 @@ def test_indeed(): site_name="indeed", search_term="software engineer", ) - assert result is not None and result.errors.empty is True + assert isinstance(result, pd.DataFrame) and not result.empty, "Result should be a non-empty DataFrame" diff --git a/src/tests/test_linkedin.py b/src/tests/test_linkedin.py index d8f62d1..5814134 100644 --- a/src/tests/test_linkedin.py +++ b/src/tests/test_linkedin.py @@ -1,4 +1,5 @@ from ..jobspy import scrape_jobs +import pandas as pd def test_linkedin(): @@ -6,4 +7,4 @@ def test_linkedin(): site_name="linkedin", search_term="software engineer", ) - assert result is not None and result.errors.empty is True + assert isinstance(result, pd.DataFrame) and not result.empty, "Result should be a non-empty DataFrame" diff --git a/src/tests/test_ziprecruiter.py b/src/tests/test_ziprecruiter.py index b648e21..f2d2212 100644 --- a/src/tests/test_ziprecruiter.py +++ b/src/tests/test_ziprecruiter.py @@ -1,4 +1,5 @@ from ..jobspy import scrape_jobs +import pandas as pd def test_ziprecruiter(): @@ -7,4 +8,4 @@ def test_ziprecruiter(): search_term="software engineer", ) - assert result is not None and result.errors.empty is True + assert isinstance(result, pd.DataFrame) and not result.empty, "Result should be a non-empty DataFrame"