linkedin-scraper

This tool allows you to scrape LinkedIn profiles based on search queries. You can use the end result for NLP/text analysis.

This repo is a heavily modified version of dchrastil's ScrapedIn with the addition of in-profile scraping.

You will need python 3+.

First clone this repo, then navigate to the folder and install the requirements

git clone https://github.com/hakimkhalafi/linkedin-scraper.git
cd linkedin-scraper
pip install -r requirements.txt

There are 4 config settings you must change before the tool runs successfully.

In config.json, change the following values to match your LinkedIn sign-on info

"username": "[email protected]",
"password": "password",

Additionally, you will need to extract some cookie settings in order to login successfully

"li_at": "Aexampleexampleexamplee........",
"Csrf-Token": "ajax:1234567890123456789",

You can do this in chrome by logging in to LinkedIn -> right click page -> "Inspect" -> "Application" tab -> "Cookies".

Then double click the relevant values marked in red. "JSESSIONID" goes into "Csrf-Token" and "li_at" into "li_at".

Once you're set up and configured, you can run the tool via

python run.py -s "search query"

Where search query can be any job title such as "Data Scientist" etc.

The end result will be a CSV containing the following information

Column name	Content
person_id	Identifier for profile
fs_profile	Main profile information
fs_position	All information for all job positions listed
fs_education	All information for all attained education
fs_language	Any languages the person speaks
fs_skill	Any skills the person has provided
fs_project	Any projects the person has completed
fs_honor	Any activities and honors the person has
fs_publication	Any publications the person has published
fs_course	Courses the person has completed

Enjoy!

This educational tool probably violates LinkedIns terms of service. Use at your own risk.

linkedin-scraper
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