From 922dda51e6b433a9bb26dabfec72ec14620cbc7a Mon Sep 17 00:00:00 2001 From: Cullen Watson Date: Sun, 3 Sep 2023 09:25:00 -0500 Subject: [PATCH] fix bugs in migration --- .gitignore | 4 +- Dockerfile | 15 - JobSpy_Demo.ipynb | 702 +++++++ README.md | 290 +-- jobscrape/__init__.py | 121 ++ {src/jobspy => jobscrape}/core/__init__.py | 0 .../core/jobs/__init__.py | 28 +- .../core/scrapers/__init__.py | 4 +- .../core/scrapers/indeed/__init__.py | 32 +- .../core/scrapers/linkedin/__init__.py | 4 +- .../core/scrapers/ziprecruiter/__init__.py | 213 +- poetry.lock | 1851 ++++++++++++++++- pyproject.toml | 5 +- src/jobspy/__init__.py | 85 - tests/test_indeed.py | 2 +- tests/test_ziprecruiter.py | 2 +- 16 files changed, 2934 insertions(+), 424 deletions(-) delete mode 100644 Dockerfile create mode 100644 JobSpy_Demo.ipynb create mode 100644 jobscrape/__init__.py rename {src/jobspy => jobscrape}/core/__init__.py (100%) rename {src/jobspy => jobscrape}/core/jobs/__init__.py (68%) rename {src/jobspy => jobscrape}/core/scrapers/__init__.py (92%) rename {src/jobspy => jobscrape}/core/scrapers/indeed/__init__.py (95%) rename {src/jobspy => jobscrape}/core/scrapers/linkedin/__init__.py (97%) rename {src/jobspy => jobscrape}/core/scrapers/ziprecruiter/__init__.py (61%) delete mode 100644 src/jobspy/__init__.py diff --git a/.gitignore b/.gitignore index 9391c0a..b845ce8 100644 --- a/.gitignore +++ b/.gitignore @@ -5,5 +5,5 @@ **/__pycache__/ *.pyc .env -client_secret.json -dist \ No newline at end of file +dist +/.ipynb_checkpoints/ \ No newline at end of file diff --git a/Dockerfile b/Dockerfile deleted file mode 100644 index fcd66a6..0000000 --- a/Dockerfile +++ /dev/null @@ -1,15 +0,0 @@ -FROM python:3.10-slim - -WORKDIR /app - -COPY . /app - -RUN apt-get update && \ - apt-get install -y jq && \ - pip install --no-cache-dir -r requirements.txt - -EXPOSE 8000 - -ENV PORT=8000 - -CMD sh -c "uvicorn main:app --host 0.0.0.0 --port $PORT" \ No newline at end of file diff --git a/JobSpy_Demo.ipynb b/JobSpy_Demo.ipynb new file mode 100644 index 0000000..c58b85c --- /dev/null +++ b/JobSpy_Demo.ipynb @@ -0,0 +1,702 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "c3f21577-477d-451e-9914-5d67e8a89075", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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sitetitlecompany_namecitystatejob_typeintervalmin_amountmax_amountjob_urldescription
0indeedFirmware EngineerAdvanced Motion ControlsCamarilloCAfulltimeyearly145000110000https://www.indeed.com/viewjob?jk=a2e7077fdd3c...We are looking for an experienced Firmware Eng...
1indeedComputer EngineerHoneywellNonefulltimeNoneNoneNonehttps://www.indeed.com/viewjob?jk=5a1da623ee75...Join a team recognized for leadership, innovat...
2indeedSoftware EngineerSplunkRemoteNonefulltimeyearly159500116000https://www.indeed.com/viewjob?jk=155495ca3f46...A little about us. Splunk is the key to enterp...
3indeedDevelopment Operations EngineerStratacacheDaytonOHfulltimeyearly9000083573https://www.indeed.com/viewjob?jk=77cf3540c06e...Stratacache, Inc. delivers in-store retail exp...
4indeedComputer EngineerHoneywellNonefulltimeNoneNoneNonehttps://www.indeed.com/viewjob?jk=7fadbb7c936f...Join a team recognized for leadership, innovat...
5indeedFull Stack DeveloperReinventing Geospatial, Inc. (RGi)HerndonVAfulltimeNoneNoneNonehttps://www.indeed.com/viewjob?jk=11b2b5b0dd44...Job Highlights As a Full Stack Software Engine...
6indeedSoftware EngineerWorkivaRemoteNoneNoneyearly13400079000https://www.indeed.com/viewjob?jk=ec3ab6eb9253...Are you ready to embark on an exciting journey...
7indeedSenior Software EngineerSciTecBoulderCOfulltimeyearly16400093000https://www.indeed.com/viewjob?jk=781e4cf0cf6d...SciTec has been awarded multiple government co...
8indeedSoftware EngineerMicrosoftNonefulltimeyearly18260094300https://www.indeed.com/viewjob?jk=21e05b9e9d96...At Microsoft we are seeking people who have a ...
9indeedSoftware EngineerAvalon Healthcare SolutionsRemoteNoneNoneNoneNoneNonehttps://www.indeed.com/viewjob?jk=da35b9bb74a0...Avalon Healthcare Solutions, headquartered in ...
10linkedinSoftware EngineerFieldguideSan FranciscoCAfulltimeyearlyNoneNonehttps://www.linkedin.com/jobs/view/3696158160About us:Fieldguide is establishing a new stat...
11linkedinSoftware Engineer - Early CareerLockheed MartinSunnyvaleCAfulltimeyearlyNoneNonehttps://www.linkedin.com/jobs/view/3693012711Description:By bringing together people that u...
12linkedinSoftware Engineer - Early CareerLockheed MartinEdwardsCAfulltimeyearlyNoneNonehttps://www.linkedin.com/jobs/view/3700669785Description:By bringing together people that u...
13linkedinSoftware Engineer - Early CareerLockheed MartinFort WorthTXfulltimeyearlyNoneNonehttps://www.linkedin.com/jobs/view/3701775201Description:By bringing together people that u...
14linkedinSoftware Engineer - Early CareerLockheed MartinFort WorthTXfulltimeyearlyNoneNonehttps://www.linkedin.com/jobs/view/3701772329Description:By bringing together people that u...
15linkedinSoftware Engineer - Early CareerLockheed MartinFort WorthTXfulltimeyearlyNoneNonehttps://www.linkedin.com/jobs/view/3701769637Description:By bringing together people that u...
16linkedinSoftware EngineerSpiderOakAustinTXfulltimeyearlyNoneNonehttps://www.linkedin.com/jobs/view/3707174719We're only as strong as our weakest link.In th...
17linkedinSoftware Engineer - Early CareerLockheed MartinFort WorthTXfulltimeyearlyNoneNonehttps://www.linkedin.com/jobs/view/3701770659Description:By bringing together people that u...
18linkedinFull-Stack Software EngineerRainNew YorkNYfulltimeyearlyNoneNonehttps://www.linkedin.com/jobs/view/3696158877Rain’s mission is to create the fastest and ea...
19linkedinSoftware EngineerNikePortlandORcontractyearlyNoneNonehttps://www.linkedin.com/jobs/view/3693340247Work options: FlexibleWe consider remote, on-p...
20zip_recruiter(USA) Software Engineer III - Prototype Engine...WalmartDallasTXNoneNoneNoneNonehttps://click.appcast.io/track/hcgsw4k?cs=ngp&...We are currently seeking a highly skilled and ...
21zip_recruiterSoftware Engineer - New GradZipRecruiterSanta MonicaCAfulltimeyearly130000150000https://www.ziprecruiter.com/jobs/ziprecruiter...We offer a hybrid work environment. Most US-ba...
22zip_recruiterSoftware DeveloperRobert HalfCorpus ChristiTXfulltimeyearly105000115000https://www.ziprecruiter.com/jobs/robert-half-...Robert Half has an opening for a Software Deve...
23zip_recruiterSoftware EngineerAdvantage TechnicalOntarioCAfulltimeyearly100000150000https://www.ziprecruiter.com/jobs/advantage-te...New career opportunity available with major Ma...
24zip_recruiterSoftware DeveloperRobert HalfTucsonAZtemporaryhourly4755https://www.ziprecruiter.com/jobs/robert-half-...Robert Half is accepting inquiries for a SQL S...
25zip_recruiterFull Stack Software EngineerZipRecruiterPhoenixAZfulltimeyearly105000145000https://www.ziprecruiter.com/jobs/ziprecruiter...We offer a hybrid work environment. Most US-ba...
26zip_recruiterSoftware Developer IVKforce Inc.Mountain ViewCAcontracthourly5575https://www.kforce.com/Jobs/job.aspx?job=1696~...Kforce has a client that is seeking a Software...
27zip_recruiterSoftware Developer | Onsite | Omaha, NE - OmahaOneStaff MedicalOmahaNEfulltimeyearly60000110000https://www.ziprecruiter.com/jobs/onestaff-med...Company Description: We are looking for a well...
28zip_recruiterSenior Software EngineerRightStaff, Inc.DallasTXfulltimeyearly120000180000https://www.ziprecruiter.com/jobs/rightstaff-i...Job Description:We are seeking a talented and ...
29zip_recruiterSoftware Developer - .Net Core - 12886Walker ElliottDallasTXfulltimeyearly105000130000https://www.ziprecruiter.com/jobs/walker-ellio...Our highly successful DFW based client has bee...
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Splunk is the key to enterp... \n", + "3 Stratacache, Inc. delivers in-store retail exp... \n", + "4 Join a team recognized for leadership, innovat... \n", + "5 Job Highlights As a Full Stack Software Engine... \n", + "6 Are you ready to embark on an exciting journey... \n", + "7 SciTec has been awarded multiple government co... \n", + "8 At Microsoft we are seeking people who have a ... \n", + "9 Avalon Healthcare Solutions, headquartered in ... \n", + "10 About us:Fieldguide is establishing a new stat... \n", + "11 Description:By bringing together people that u... \n", + "12 Description:By bringing together people that u... \n", + "13 Description:By bringing together people that u... \n", + "14 Description:By bringing together people that u... \n", + "15 Description:By bringing together people that u... \n", + "16 We're only as strong as our weakest link.In th... \n", + "17 Description:By bringing together people that u... \n", + "18 Rain’s mission is to create the fastest and ea... \n", + "19 Work options: FlexibleWe consider remote, on-p... \n", + "20 We are currently seeking a highly skilled and ... \n", + "21 We offer a hybrid work environment. Most US-ba... \n", + "22 Robert Half has an opening for a Software Deve... \n", + "23 New career opportunity available with major Ma... \n", + "24 Robert Half is accepting inquiries for a SQL S... \n", + "25 We offer a hybrid work environment. Most US-ba... \n", + "26 Kforce has a client that is seeking a Software... \n", + "27 Company Description: We are looking for a well... \n", + "28 Job Description:We are seeking a talented and ... \n", + "29 Our highly successful DFW based client has bee... " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from jobscrape import scrape_jobs\n", + "import pandas as pd\n", + "\n", + "jobs: pd.DataFrame = scrape_jobs(\n", + " site_name=[\"indeed\", \"linkedin\", \"zip_recruiter\"],\n", + " search_term=\"software engineer\",\n", + " results_wanted=10\n", + ")\n", + "\n", + "if jobs.empty:\n", + " print(\"No jobs found.\")\n", + "else:\n", + "\n", + " #1 print\n", + " pd.set_option('display.max_columns', None)\n", + " pd.set_option('display.max_rows', None)\n", + " pd.set_option('display.width', None)\n", + " pd.set_option('display.max_colwidth', 50) # set to 0 to see full job url / desc\n", + " print(jobs)\n", + "\n", + " #2 display in Jupyter Notebook\n", + " display(jobs)\n", + "\n", + " #3 output to csv\n", + " jobs.to_csv('jobs.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "efd667ef-fdf0-452a-b5e5-ce6825755be7", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1574dc17-0a42-4655-964f-5c03a6d3deb0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "my-poetry-env", + "language": "python", + "name": "my-poetry-env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/README.md b/README.md index 4373b8d..35ba1bc 100644 --- a/README.md +++ b/README.md @@ -1,240 +1,100 @@ -# JobSpy AIO Scraper +# JobSpy +**JobSpy** is a simple, yet comprehensive, job scraping library. ## Features - Scrapes job postings from **LinkedIn**, **Indeed** & **ZipRecruiter** simultaneously -- Returns jobs as JSON or CSV with title, location, company, description & other data -- Imports directly into **Google Sheets** -- Optional JWT authorization +- Aggregates the job postings in a Pandas DataFrame -![jobspy_gsheet](https://github.com/cullenwatson/JobSpy/assets/78247585/9f0a997c-4e33-4167-b04e-31ab1f606edb) +### Installation +`pip install jobscrape` + + _Python version >= [3.10](https://www.python.org/downloads/release/python-3100/) required_ + +### Usage + +```python +from jobscrape import scrape_jobs +import pandas as pd + +jobs: pd.DataFrame = scrape_jobs( + site_name=["indeed", "linkedin", "zip_recruiter"], + search_term="software engineer", + results_wanted=10 +) + +if jobs.empty: + print("No jobs found.") +else: + + #1 print + 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 + print(jobs) + + #2 display in Jupyter Notebook + display(jobs) + + #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! ... + indeed Senior Software Engineer TherapyNotes.com Philadelphia PA fulltime yearly 135000 110000 https://www.indeed.com/viewjob?jk=da39574a40cb... About Us TherapyNotes is the national leader i... + linkedin Software Engineer - Early Career Lockheed Martin Sunnyvale CA fulltime yearly None None https://www.linkedin.com/jobs/view/3693012711 Description:By bringing together people that u... + linkedin Full-Stack Software Engineer Rain New York NY fulltime yearly None None https://www.linkedin.com/jobs/view/3696158877 Rain’s mission is to create the fastest and ea... + 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' Details• 6 years of Java developme.``` +``` +### Parameters for `scrape_jobs()` -### API -POST `/api/v1/jobs/` -### Request Schema ```plaintext Required ├── site_type (List[enum]): linkedin, zip_recruiter, indeed └── search_term (str) Optional ├── location (int) -├── distance (int) +├── distance (int): in miles ├── job_type (enum): fulltime, parttime, internship, contract ├── is_remote (bool) -├── results_wanted (int): per site_type -├── easy_apply (bool): only for linkedin -└── output_format (enum): json, csv, gsheet -``` -### Request Example -```json -"site_type": ["indeed", "linkedin"], -"search_term": "software engineer", -"location": "austin, tx", -"distance": 10, -"job_type": "fulltime", -"results_wanted": 15 -"output_format": "gsheet" +├── results_wanted (int): number of job results to retrieve for each site specified in 'site_type' +├── easy_apply (bool): filters for jobs on LinkedIn that have the 'Easy Apply' option ``` + ### Response Schema ```plaintext -site_type (enum): -JobResponse -├── success (bool) -├── error (str) -├── jobs (List[JobPost]) -│ └── JobPost -│ ├── title (str) -│ ├── company_name (str) -│ ├── job_url (str) -│ ├── location (object) -│ │ ├── country (str) -│ │ ├── city (str) -│ │ ├── state (str) -│ ├── description (str) -│ ├── job_type (enum) -│ ├── compensation (object) -│ │ ├── interval (CompensationInterval): yearly, monthly, weekly, daily, hourly -│ │ ├── min_amount (float) -│ │ ├── max_amount (float) -│ │ └── currency (str) -│ └── date_posted (datetime) -│ -├── total_results (int) -└── returned_results (int) -``` -### Response Example (GOOGLE SHEETS) -```json -{ - "status": "Successfully uploaded to Google Sheets", - "error": null, - "linkedin": null, - "indeed": null, - "zip_recruiter": null -} -``` -### Response Example (JSON) -```json -{ - "indeed": { - "success": true, - "error": null, - "jobs": [ - { - "title": "Software Engineer", - "company_name": "INTEL", - "job_url": "https://www.indeed.com/jobs/viewjob?jk=a2cfbb98d2002228", - "location": { - "country": "USA", - "city": "Austin", - "state": "TX", - }, - "description": "Job Description Designs, develops, tests, and debugs..." - "job_type": "fulltime", - "compensation": { - "interval": "yearly", - "min_amount": 209760.0, - "max_amount": 139480.0, - "currency": "USD" - }, - "date_posted": "2023-08-18T00:00:00" - }, ... - ], - "total_results": 845, - "returned_results": 15 - }, - "linkedin": { - "success": true, - "error": null, - "jobs": [ - { - "title": "Software Engineer 1", - "company_name": "Public Partnerships | PPL", - "job_url": "https://www.linkedin.com/jobs/view/3690013792", - "location": { - "country": "USA", - "city": "Austin", - "state": "TX", - }, - "description": "Public Partnerships LLC supports individuals with disabilities..." - "job_type": null, - "compensation": null, - "date_posted": "2023-07-31T00:00:00" - }, ... - ], - "total_results": 2000, - "returned_results": 15 - } -} -``` -### Response Example (CSV) -``` -Site, Title, Company Name, Job URL, Country, City, State, Job Type, Compensation Interval, Min Amount, Max Amount, Currency, Date Posted, Description -indeed, Software Engineer, INTEL, https://www.indeed.com/jobs/viewjob?jk=a2cfbb98d2002228, USA, Austin, TX, fulltime, yearly, 209760.0, 139480.0, USD, 2023-08-18T00:00:00, Job Description Designs... -linkedin, Software Engineer 1, Public Partnerships | PPL, https://www.linkedin.com/jobs/view/3690013792, USA, Austin, TX, , , , , , 2023-07-31T00:00:00, Public Partnerships LLC supports... +JobPost +├── title (str) +├── company_name (str) +├── job_url (str) +├── location (object) +│ ├── country (str) +│ ├── city (str) +│ ├── state (str) +├── description (str) +├── job_type (enum) +├── compensation (object) +│ ├── interval (CompensationInterval): yearly, monthly, weekly, daily, hourly +│ ├── min_amount (float) +│ ├── max_amount (float) +│ └── currency (str) +└── date_posted (datetime) + ``` -## Installation -### Docker Setup -_Requires [Docker Desktop](https://www.docker.com/products/docker-desktop/)_ -[JobSpy API Image](https://ghcr.io/cullenwatson/jobspy:latest) is continuously updated and available on GitHub Container Registry. +### FAQ -To pull the Docker image: - -```bash -docker pull ghcr.io/cullenwatson/jobspy:latest -``` +#### Encountering issues with your queries? -#### Params +Try reducing the number of `results_wanted` and/or broadening the filters. If problems persist, please submit an issue. -By default: -* Port: `8000` -* Google sheet name: `JobSpy` -* Relative path of `client_secret.json` (for Google Sheets, see below to obtain) - +#### Received a response code 429? +This means you've been blocked by the job board site for sending too many requests. Consider waiting a few seconds, or try using a VPN. Proxy support coming soon. -To run the image with these default settings, use: - -Example (Cmd Prompt - Windows): -```bash -docker run -v %cd%/client_secret.json:/app/client_secret.json -p 8000:8000 ghcr.io/cullenwatson/jobspy -``` - -Example (Unix): -```bash -docker run -v $(pwd)/client_secret.json:/app/client_secret.json -p 8000:8000 ghcr.io/cullenwatson/jobspy -``` - -#### Using custom params - - Example: - * Port: `8030` - * Google sheet name: `CustomName` - * Absolute path of `client_secret.json`: `C:\config\client_secret.json` - - To pass these custom params: -```bash -docker run -v C:\config\client_secret.json:/app/client_secret.json -e GSHEET_NAME=CustomName -e PORT=8030 -p 8030:8030 ghcr.io/cullenwatson/jobspy -``` - -### Python installation (alternative to Docker) -_Python version >= [3.10](https://www.python.org/downloads/release/python-3100/) required_ -1. Clone this repository `git clone https://github.com/cullenwatson/jobspy` -2. Install the dependencies with `pip install -r requirements.txt` -4. Run the server with `uvicorn main:app --reload` - -### Google Sheets Setup - -#### Obtaining an Access Key: [Video Guide](https://youtu.be/w533wJuilao?si=5u3m50pRtdhqkg9Z&t=43) - * Enable the [Google Sheets & Google Drive API](https://console.cloud.google.com/) - * Create credentials -> service account -> create & continue - * Select role -> basic: editor -> done - * Click on the email you just created in the service account list - * Go to the Keys tab -> add key -> create new key -> JSON -> Create - -#### Using the key in the repo - * Copy the key file into the JobSpy repo as `client_secret.json` - * Go to [my template sheet](https://docs.google.com/spreadsheets/d/1mOgb-ZGZy_YIhnW9OCqIVvkFwiKFvhMBjNcbakW7BLo/edit?usp=sharing): File -> Make a Copy -> Rename to JobSpy - * Share the Google sheet with the email located in the field `client_email` in the `client_secret.json` above with editor rights - * If you changed the name of the sheet: - - Python install: add `.env` in the repo and add `GSHEET_NAME` param with the sheet name as the value, e.g. `GSHEET_NAME=CustomName` - - Docker install: use custom param `-e GSHEET_NAME=CustomName` in `docker run` (see above) - -### How to call the API - -#### [Postman](https://www.postman.com/downloads/) (preferred): -To use Postman: -1. Locate the files in the `/postman/` directory. -2. Import the Postman collection and environment JSON files. - -#### Swagger UI: -Or you can call the API with the interactive documentation at [localhost:8000/docs](http://localhost:8000/docs). - -## FAQ - -### I'm having issues with my queries. What should I do? - -Try reducing the number of `results_wanted` and/or broadening the filters. If issues still persist, feel free to submit an issue. - -### I'm getting response code 429. What should I do? -You have been blocked by the job board site for sending too many requests. Wait a couple seconds or use a VPN. - -### How to enable auth? - -Change `AUTH_REQUIRED` in `/settings.py` to `True` - -The auth uses [supabase](https://supabase.com). Create a project with a `users` table and disable RLS. - - - -Add these three environment variables: - -- `SUPABASE_URL`: go to project settings -> API -> Project URL -- `SUPABASE_KEY`: go to project settings -> API -> service_role secret -- `JWT_SECRET_KEY` - type `openssl rand -hex 32` in terminal to create a 32 byte secret key - -Use these endpoints to register and get an access token: - -![image](https://github.com/cullenwatson/jobspy/assets/78247585/c84c33ec-1fe8-4152-9c8c-6c4334aecfc3) - diff --git a/jobscrape/__init__.py b/jobscrape/__init__.py new file mode 100644 index 0000000..b88ec93 --- /dev/null +++ b/jobscrape/__init__.py @@ -0,0 +1,121 @@ +import pandas as pd +from typing import List, Dict, Tuple, Union + +from concurrent.futures import ThreadPoolExecutor + +from .core.jobs import JobType +from .core.scrapers.indeed import IndeedScraper +from .core.scrapers.ziprecruiter import ZipRecruiterScraper +from .core.scrapers.linkedin import LinkedInScraper +from .core.scrapers import ( + ScraperInput, + Site, + JobResponse, + CommonResponse, +) + + +SCRAPER_MAPPING = { + Site.LINKEDIN: LinkedInScraper, + Site.INDEED: IndeedScraper, + Site.ZIP_RECRUITER: ZipRecruiterScraper, +} + + +def _map_str_to_site(site_name: str) -> Site: + return Site[site_name.upper()] + + +def scrape_jobs( + site_name: str | Site | List[Site], + search_term: str, + + location: str = "", + distance: int = None, + is_remote: bool = False, + job_type: JobType = None, + easy_apply: bool = False, # linkedin + results_wanted: int = 15 +) -> pd.DataFrame: + """ + Asynchronously scrapes job data from multiple job sites. + :return: results_wanted: pandas dataframe containing job data + """ + + if type(site_name) == str: + site_name = _map_str_to_site(site_name) + + site_type = [site_name] if type(site_name) == Site else site_name + scraper_input = ScraperInput( + site_type=site_type, + search_term=search_term, + location=location, + distance=distance, + is_remote=is_remote, + job_type=job_type, + easy_apply=easy_apply, + results_wanted=results_wanted, + ) + + def scrape_site(site: Site) -> Tuple[str, JobResponse]: + scraper_class = SCRAPER_MAPPING[site] + scraper = scraper_class() + scraped_data: JobResponse = scraper.scrape(scraper_input) + + return site.value, scraped_data + + results = {} + for site in scraper_input.site_type: + site_value, scraped_data = scrape_site(site) + results[site_value] = scraped_data + + dfs = [] + + for site, job_response in results.items(): + for job in job_response.jobs: + data = job.dict() + data['site'] = site + + # Formatting JobType + data['job_type'] = data['job_type'].value if data['job_type'] else None + + # Formatting Location + location_obj = data.get('location') + if location_obj and isinstance(location_obj, dict): + data['city'] = location_obj.get('city', '') + data['state'] = location_obj.get('state', '') + data['country'] = location_obj.get('country', 'USA') + else: + data['city'] = None + data['state'] = None + data['country'] = None + + # Formatting Compensation + compensation_obj = data.get('compensation') + if compensation_obj and isinstance(compensation_obj, dict): + data['interval'] = compensation_obj.get('interval').value if compensation_obj.get('interval') else None + data['min_amount'] = compensation_obj.get('min_amount') + data['max_amount'] = compensation_obj.get('max_amount') + data['currency'] = compensation_obj.get('currency', 'USD') + else: + data['interval'] = None + data['min_amount'] = None + data['max_amount'] = None + data['currency'] = None + + job_df = pd.DataFrame([data]) + dfs.append(job_df) + + if dfs: + df = pd.concat(dfs, ignore_index=True) + desired_order = ['site', 'title', 'company_name', 'city', 'state','job_type', + 'interval', 'min_amount', 'max_amount', 'job_url', 'description',] + df = df[desired_order] + else: + df = pd.DataFrame() + + return df + + + + diff --git a/src/jobspy/core/__init__.py b/jobscrape/core/__init__.py similarity index 100% rename from src/jobspy/core/__init__.py rename to jobscrape/core/__init__.py diff --git a/src/jobspy/core/jobs/__init__.py b/jobscrape/core/jobs/__init__.py similarity index 68% rename from src/jobspy/core/jobs/__init__.py rename to jobscrape/core/jobs/__init__.py index cba8323..771e847 100644 --- a/src/jobspy/core/jobs/__init__.py +++ b/jobscrape/core/jobs/__init__.py @@ -1,4 +1,4 @@ -from typing import Union +from typing import Union, Optional from datetime import date from enum import Enum @@ -19,10 +19,11 @@ class JobType(Enum): VOLUNTEER = "volunteer" + class Location(BaseModel): country: str = "USA" - city: str = "" - state: str = "" + city: str = None + state: Optional[str] = None class CompensationInterval(Enum): @@ -35,8 +36,8 @@ class CompensationInterval(Enum): class Compensation(BaseModel): interval: CompensationInterval - min_amount: int - max_amount: int + min_amount: int = None + max_amount: int = None currency: str = "USD" @@ -44,11 +45,11 @@ class JobPost(BaseModel): title: str company_name: str job_url: str - location: Location + location: Optional[Location] description: str = None - job_type: JobType = None - compensation: Compensation = None + job_type: Optional[JobType] = None + compensation: Optional[Compensation] = None date_posted: date = None @@ -56,7 +57,7 @@ class JobResponse(BaseModel): success: bool error: str = None - total_results: int = None + total_results: Optional[int] = None jobs: list[JobPost] = [] @@ -64,6 +65,11 @@ class JobResponse(BaseModel): @validator("returned_results", pre=True, always=True) def set_returned_results(cls, v, values): - if v is None and values.get("jobs"): - return len(values["jobs"]) + jobs_list = values.get("jobs") + + if v is None: + if jobs_list is not None: + return len(jobs_list) + else: + return 0 return v diff --git a/src/jobspy/core/scrapers/__init__.py b/jobscrape/core/scrapers/__init__.py similarity index 92% rename from src/jobspy/core/scrapers/__init__.py rename to jobscrape/core/scrapers/__init__.py index f1e6d2a..4df004b 100644 --- a/src/jobspy/core/scrapers/__init__.py +++ b/jobscrape/core/scrapers/__init__.py @@ -18,9 +18,9 @@ class ScraperInput(BaseModel): search_term: str location: str = None - distance: int = None + distance: Optional[int] = None is_remote: bool = False - job_type: JobType = None + job_type: Optional[JobType] = None easy_apply: bool = None # linkedin results_wanted: int = 15 diff --git a/src/jobspy/core/scrapers/indeed/__init__.py b/jobscrape/core/scrapers/indeed/__init__.py similarity index 95% rename from src/jobspy/core/scrapers/indeed/__init__.py rename to jobscrape/core/scrapers/indeed/__init__.py index 126a13d..846f4f7 100644 --- a/src/jobspy/core/scrapers/indeed/__init__.py +++ b/jobscrape/core/scrapers/indeed/__init__.py @@ -1,21 +1,19 @@ import re +import sys +import math import json -from typing import Optional, Tuple, List from datetime import datetime +from typing import Optional, Tuple, List import tls_client import urllib.parse from bs4 import BeautifulSoup from bs4.element import Tag +from concurrent.futures import ThreadPoolExecutor, Future from ...jobs import JobPost, Compensation, CompensationInterval, Location, JobResponse, JobType from .. import Scraper, ScraperInput, Site, StatusException -from concurrent.futures import ThreadPoolExecutor, Future -import math -import traceback -import sys - class ParsingException(Exception): pass @@ -127,25 +125,21 @@ class IndeedScraper(Scraper): description=description, company_name=job["company"], location=Location( - city=job.get("jobLocationCity", ""), - state=job.get("jobLocationState", ""), - postal_code=job.get("jobLocationPostal", ""), + city=job.get("jobLocationCity"), + state=job.get("jobLocationState"), ), + job_type=job_type, + compensation=compensation, date_posted=date_posted, job_url=job_url_client, ) - - if compensation: - job_post.compensation = compensation - - if job_type: - job_post.job_type = job_type - return job_post - for job in jobs["metaData"]["mosaicProviderJobCardsModel"]["results"]: - job_post = process_job(job) - job_list.append(job_post) + with ThreadPoolExecutor(max_workers=10) as executor: + job_results: list[Future] = [executor.submit(process_job, job) for job in + jobs["metaData"]["mosaicProviderJobCardsModel"]["results"]] + + job_list = [result.result() for result in job_results if result.result()] return job_list, total_num_jobs diff --git a/src/jobspy/core/scrapers/linkedin/__init__.py b/jobscrape/core/scrapers/linkedin/__init__.py similarity index 97% rename from src/jobspy/core/scrapers/linkedin/__init__.py rename to jobscrape/core/scrapers/linkedin/__init__.py index 055c92c..b3718ae 100644 --- a/src/jobspy/core/scrapers/linkedin/__init__.py +++ b/jobscrape/core/scrapers/linkedin/__init__.py @@ -6,7 +6,7 @@ from bs4 import BeautifulSoup from bs4.element import Tag from .. import Scraper, ScraperInput, Site -from ...jobs import JobPost, Location, JobResponse, JobType +from ...jobs import JobPost, Location, JobResponse, JobType, Compensation, CompensationInterval class LinkedInScraper(Scraper): @@ -117,6 +117,7 @@ class LinkedInScraper(Scraper): date_posted=date_posted, job_url=job_url, job_type=job_type, + compensation=Compensation(interval=CompensationInterval.YEARLY, currency="USD") ) job_list.append(job_post) if ( @@ -184,7 +185,6 @@ class LinkedInScraper(Scraper): employment_type = employment_type_span.get_text(strip=True) employment_type = employment_type.lower() employment_type = employment_type.replace("-", "") - print(employment_type) return JobType(employment_type) diff --git a/src/jobspy/core/scrapers/ziprecruiter/__init__.py b/jobscrape/core/scrapers/ziprecruiter/__init__.py similarity index 61% rename from src/jobspy/core/scrapers/ziprecruiter/__init__.py rename to jobscrape/core/scrapers/ziprecruiter/__init__.py index e39ae09..ad11d6f 100644 --- a/src/jobspy/core/scrapers/ziprecruiter/__init__.py +++ b/jobscrape/core/scrapers/ziprecruiter/__init__.py @@ -1,5 +1,6 @@ import math import json +import re from datetime import datetime from typing import Optional, Tuple, List from urllib.parse import urlparse, parse_qs @@ -9,7 +10,7 @@ from bs4 import BeautifulSoup from bs4.element import Tag from concurrent.futures import ThreadPoolExecutor, Future -from ...scrapers import Scraper, ScraperInput, Site, StatusException +from .. import Scraper, ScraperInput, Site, StatusException from ...jobs import JobPost, Compensation, CompensationInterval, Location, JobResponse, JobType @@ -24,9 +25,12 @@ class ZipRecruiterScraper(Scraper): self.jobs_per_page = 20 self.seen_urls = set() + self.session = tls_client.Session( + client_identifier="chrome112", random_tls_extension_order=True + ) def scrape_page( - self, scraper_input: ScraperInput, page: int, session: tls_client.Session + self, scraper_input: ScraperInput, page: int ) -> tuple[list[JobPost], int | None]: """ Scrapes a page of ZipRecruiter for jobs with scraper_input criteria @@ -51,6 +55,7 @@ class ZipRecruiterScraper(Scraper): "search": scraper_input.search_term, "location": scraper_input.location, "page": page, + "form": "jobs-landing" } if scraper_input.is_remote: @@ -62,7 +67,7 @@ class ZipRecruiterScraper(Scraper): if job_type_value: params["refine_by_employment"] = f"employment_type:employment_type:{job_type_value}" - response = session.get( + response = self.session.get( self.url + "/jobs-search", headers=ZipRecruiterScraper.headers(), params=params, @@ -74,69 +79,22 @@ class ZipRecruiterScraper(Scraper): html_string = response.text soup = BeautifulSoup(html_string, "html.parser") - if page == 1: - script_tag = soup.find("script", {"id": "js_variables"}) - data = json.loads(script_tag.string) + script_tag = soup.find("script", {"id": "js_variables"}) + data = json.loads(script_tag.string) + if page == 1: job_count = int(data["totalJobCount"].replace(",", "")) else: job_count = None - job_posts = soup.find_all("div", {"class": "job_content"}) - - def process_job(job: Tag) -> Optional[JobPost]: - """ - Parses a job from the job content tag - :param job: BeautifulSoup Tag for one job post - :return JobPost - """ - job_url = job.find("a", {"class": "job_link"})["href"] - if job_url in self.seen_urls: - return None - - title = job.find("h2", {"class": "title"}).text - company = job.find("a", {"class": "company_name"}).text.strip() - - description, updated_job_url = ZipRecruiterScraper.get_description( - job_url, session - ) - if updated_job_url is not None: - job_url = updated_job_url - if description is None: - description = job.find("p", {"class": "job_snippet"}).text.strip() - - job_type_element = job.find("li", {"class": "perk_item perk_type"}) - if job_type_element: - job_type_text = ( - job_type_element.text.strip() - .lower() - .replace("-", "") - .replace(" ", "") - ) - if job_type_text == "contractor": - job_type_text = "contract" - job_type = JobType(job_type_text) - else: - job_type = None - - date_posted = ZipRecruiterScraper.get_date_posted(job) - - job_post = JobPost( - title=title, - description=description, - company_name=company, - location=ZipRecruiterScraper.get_location(job), - job_type=job_type, - compensation=ZipRecruiterScraper.get_compensation(job), - date_posted=date_posted, - job_url=job_url, - ) - return job_post - with ThreadPoolExecutor(max_workers=10) as executor: - job_results: list[Future] = [ - executor.submit(process_job, job) for job in job_posts - ] + if "jobList" in data and data["jobList"]: + jobs_js = data["jobList"] + job_results = [executor.submit(self.process_job_js, job) for job in jobs_js] + else: + jobs_html = soup.find_all("div", {"class": "job_content"}) + job_results = [executor.submit(self.process_job_html, job) for job in + jobs_html] job_list = [result.result() for result in job_results if result.result()] @@ -148,19 +106,17 @@ class ZipRecruiterScraper(Scraper): :param scraper_input: :return: job_response """ - session = tls_client.Session( - client_identifier="chrome112", random_tls_extension_order=True - ) - pages_to_process = math.ceil(scraper_input.results_wanted / self.jobs_per_page) + + pages_to_process = max(3, math.ceil(scraper_input.results_wanted / self.jobs_per_page)) try: #: get first page to initialize session - job_list, total_results = self.scrape_page(scraper_input, 1, session) + job_list, total_results = self.scrape_page(scraper_input, 1) with ThreadPoolExecutor(max_workers=10) as executor: futures: list[Future] = [ - executor.submit(self.scrape_page, scraper_input, page, session) + executor.submit(self.scrape_page, scraper_input, page) for page in range(2, pages_to_process + 1) ] @@ -169,6 +125,7 @@ class ZipRecruiterScraper(Scraper): job_list += jobs + except StatusException as e: return JobResponse( success=False, @@ -192,9 +149,129 @@ class ZipRecruiterScraper(Scraper): ) return job_response + def process_job_html(self, job: Tag) -> Optional[JobPost]: + """ + Parses a job from the job content tag + :param job: BeautifulSoup Tag for one job post + :return JobPost + """ + job_url = job.find("a", {"class": "job_link"})["href"] + if job_url in self.seen_urls: + return None + + 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 + ) + if updated_job_url is not None: + job_url = updated_job_url + if description is None: + description = job.find("p", {"class": "job_snippet"}).text.strip() + + job_type_element = job.find("li", {"class": "perk_item perk_type"}) + if job_type_element: + job_type_text = ( + job_type_element.text.strip() + .lower() + .replace("-", "") + .replace(" ", "") + ) + if job_type_text == "contractor": + job_type_text = "contract" + job_type = JobType(job_type_text) + else: + job_type = None + + date_posted = ZipRecruiterScraper.get_date_posted(job) + + job_post = JobPost( + title=title, + description=description, + company_name=company, + location=ZipRecruiterScraper.get_location(job), + job_type=job_type, + compensation=ZipRecruiterScraper.get_compensation(job), + date_posted=date_posted, + job_url=job_url, + ) + return job_post + + def process_job_js(self, job: dict) -> JobPost: + # Map the job data to the expected fields by the Pydantic model + title = job.get("Title") + description = BeautifulSoup(job.get("Snippet","").strip(), "html.parser").get_text() + + company = job.get("OrgName") + location = Location(city=job.get("City"), state=job.get("State")) + try: + job_type = ZipRecruiterScraper.job_type_from_string(job.get("EmploymentType", "").replace("-", "_").lower()) + except ValueError: + # print(f"Skipping job due to unrecognized job type: {job.get('EmploymentType')}") + return None + + formatted_salary = job.get("FormattedSalaryShort", "") + salary_parts = formatted_salary.split(" ") + + min_salary_str = salary_parts[0][1:].replace(",", "") + if '.' in min_salary_str: + min_amount = int(float(min_salary_str) * 1000) + else: + min_amount = int(min_salary_str.replace("K", "000")) + + if len(salary_parts) >= 3 and salary_parts[2].startswith("$"): + max_salary_str = salary_parts[2][1:].replace(",", "") + if '.' in max_salary_str: + max_amount = int(float(max_salary_str) * 1000) + else: + max_amount = int(max_salary_str.replace("K", "000")) + else: + max_amount = 0 + + compensation = Compensation( + interval=CompensationInterval.YEARLY, + min_amount=min_amount, + max_amount=max_amount + ) + save_job_url = job.get("SaveJobURL", "") + posted_time_match = re.search(r"posted_time=(\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}Z)", save_job_url) + if posted_time_match: + date_time_str = posted_time_match.group(1) + date_posted_obj = datetime.strptime(date_time_str, "%Y-%m-%dT%H:%M:%SZ") + date_posted = date_posted_obj.date() + else: + date_posted = date.today() + job_url = job.get("JobURL") + + return JobPost( + title=title, + description=description, + company_name=company, + location=location, + job_type=job_type, + compensation=compensation, + date_posted=date_posted, + job_url=job_url, + ) + return job_post + @staticmethod + def job_type_from_string(value: str) -> Optional[JobType]: + if not value: + return None + + if value.lower() == "contractor": + value = "contract" + normalized_value = value.replace("_", "") + for item in JobType: + if item.value == normalized_value: + return item + raise ValueError(f"Invalid value for JobType: {value}") + def get_description( - job_page_url: str, session: tls_client.Session + self, + job_page_url: str ) -> Tuple[Optional[str], Optional[str]]: """ Retrieves job description by going to the job page url @@ -202,7 +279,7 @@ class ZipRecruiterScraper(Scraper): :param session: :return: description or None, response url """ - response = session.get( + response = self.session.get( job_page_url, headers=ZipRecruiterScraper.headers(), allow_redirects=True ) if response.status_code not in range(200, 400): diff --git a/poetry.lock b/poetry.lock 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pydantic = "^2.3.0" [tool.poetry.group.dev.dependencies] pytest = "^7.4.1" +jupyter = "^1.0.0" [build-system] requires = ["poetry-core"] diff --git a/src/jobspy/__init__.py b/src/jobspy/__init__.py deleted file mode 100644 index 44e9044..0000000 --- a/src/jobspy/__init__.py +++ /dev/null @@ -1,85 +0,0 @@ -from concurrent.futures import ThreadPoolExecutor - -from .core.scrapers.indeed import IndeedScraper -from .core.scrapers.ziprecruiter import ZipRecruiterScraper -from .core.scrapers.linkedin import LinkedInScraper -from .core.scrapers import ( - ScraperInput, - Site, - JobResponse, -) - -import pandas as pd -from .core.jobs import JobType -from typing import List, Tuple - -SCRAPER_MAPPING = { - Site.LINKEDIN: LinkedInScraper, - Site.INDEED: IndeedScraper, - Site.ZIP_RECRUITER: ZipRecruiterScraper, -} - - -def _map_str_to_site(site_name: str) -> Site: - return Site[site_name.upper()] - - -def scrape_jobs( - site_name: str | Site | List[Site], - search_term: str, - - location: str = "", - distance: int = None, - is_remote: bool = False, - job_type: JobType = None, - easy_apply: bool = False, # linkedin - results_wanted: int = 15 -) -> pd.DataFrame: - """ - Asynchronously scrapes job data from multiple job sites. - :return: results_wanted: pandas dataframe containing job data - """ - - if type(site_name) == str: - site_name = _map_str_to_site(site_name) - - site_type = [site_name] if type(site_name) == Site else site_name - scraper_input = ScraperInput( - site_type=site_type, - search_term=search_term, - location=location, - is_remote=is_remote, - easy_apply=easy_apply, - results_wanted=results_wanted, - ) - - if distance: - scraper_input.distance = distance - - if job_type: - scraper_input.job_type = job_type - - def scrape_site(site: Site) -> Tuple[str, JobResponse]: - scraper_class = SCRAPER_MAPPING[site] - scraper = scraper_class() - scraped_data: JobResponse = scraper.scrape(scraper_input) - return site.value, scraped_data - - with ThreadPoolExecutor(max_workers=3) as executor: - results = dict(executor.map(scrape_site, scraper_input.site_type)) - - df = pd.DataFrame() - - for site in results: - for job in results[site].jobs: - data = job.json() - - data_df = pd.read_json(data, typ='series') - data_df['site'] = site - - #: concat - df = pd.concat([df, data_df], axis=1) - - return df - - diff --git a/tests/test_indeed.py b/tests/test_indeed.py index 6f0075a..75a930d 100644 --- a/tests/test_indeed.py +++ b/tests/test_indeed.py @@ -1,4 +1,4 @@ -from src.jobspy import scrape_jobs +from jobscrape import scrape_jobs def test_indeed(): diff --git a/tests/test_ziprecruiter.py b/tests/test_ziprecruiter.py index c4fbdae..d9da0b9 100644 --- a/tests/test_ziprecruiter.py +++ b/tests/test_ziprecruiter.py @@ -1,4 +1,4 @@ -from src.jobspy import scrape_jobs +from jobscrape import scrape_jobs def test_ziprecruiter():