add offset param & email extraction (#51)

* add offset param

* [enh]: extract emails
This commit is contained in:
Cullen Watson
2023-09-28 18:11:28 -05:00
committed by GitHub
parent 286b9e1256
commit af07c1ecbd
17 changed files with 1209 additions and 1126 deletions

105
README.md
View File

@@ -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' Details• 6 years of Java developme...
```
### Parameters for `scrape_jobs()`
```plaintext
Required
├── site_type (List[enum]): linkedin, zip_recruiter, indeed
@@ -85,10 +95,11 @@ Optional
├── results_wanted (int): number of job results to retrieve for each site specified in 'site_type'
├── easy_apply (bool): filters for jobs that are hosted on LinkedIn
├── country_indeed (enum): filters the country on Indeed (see below for correct spelling)
├── offset (enum): starts the search from an offset (e.g. 25 will start the search from the 25th result)
```
### JobPost Schema
```plaintext
JobPost
├── 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