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105 changes: 65 additions & 40 deletions scrape_linkedin/Company.py
Original file line number Diff line number Diff line change
@@ -1,14 +1,60 @@
import logging
import re
from typing import Optional

from bs4 import BeautifulSoup

from .ResultsObject import ResultsObject
from .utils import AnyEC, all_or_default, get_info, one_or_default
from .utils import all_or_default, get_info, one_or_default, text_or_default

RE_DUPLICATE_WHITESPACE = re.compile(r"[\s]{2,}")
COMPANY_SIZE_KEY = 'company_size'

logger = logging.getLogger(__name__)


def get_company_metadata(about_section):
"""
Takes a Company's 'About' section, and returns a dict mapping metadata keys
to metadata values. Keys can be somewhat arbitrary, but common ones include
Company size, industry, website, specialties, headquarters, etc.

Note that this section container 'titles' and 'values' all at the same level
of nesting. It looks something like:
<dl>
<dt>Heading 1</dt>
<dd>Some value for heading 1</dd>
<dd>Another value for heading1</dd>
<dt>Heading 2</dt>
...
</dl>
"""
curr_header = None
results = {}
for child in all_or_default(about_section, "dl > *"):
# We've hit a new heading.
if child.name == 'dt':
curr_header = child.get_text().lower().strip().replace(" ", "_")
results[curr_header] = []
# We've hit content for the most recent heading.
elif child.name == 'dd':
content = child.get_text().strip()
results[curr_header].append(
RE_DUPLICATE_WHITESPACE.sub(" ", content)) # strip redundant whitespace

for r in results:
results[r] = '\n'.join(results[r])
return results


def get_employee_count(s: str) -> Optional[int]:
"""Extracts employee count from a string."""
employee_count_match = re.search(r'([\d,]+) on LinkedIn', s)
if employee_count_match:
return int(employee_count_match.group(1).replace(",", ""))
return None


class Company(ResultsObject):
"""Linkedin User Profile Object"""

Expand All @@ -27,55 +73,34 @@ def __init__(self, overview, jobs, life, insights):
def overview(self):
"""Return dict of the overview section of the Linkedin Page"""

overview = {
"description": None,
"image": None,
"name": None,
"num_employees": None,
"metadata": None
}

# Banner containing company Name + Location
banner = one_or_default(
self.overview_soup, '.org-top-card')

# Main container with company overview info
container = one_or_default(
self.overview_soup, '.org-grid__core-rail--wide')

overview = {}
overview['description'] = container.select_one(
'section > p').get_text().strip()

metadata_keys = container.select('.org-page-details__definition-term')
print(metadata_keys)
metadata_keys = [
x for x in metadata_keys if "Company size" not in x.get_text()]
print(metadata_keys)
metadata_values = container.select(
'.org-page-details__definition-text')
overview.update(
get_info(banner, {'name': '.org-top-card-summary__title'})) # A fix to the name selector
overview.update(
get_info(container, {'company_size': '.org-about-company-module__company-size-definition-text'})) # Manually added Company size

for key, val in zip(metadata_keys, metadata_values):
dict_key = key.get_text().strip().lower().replace(" ", "_")
dict_val = val.get_text().strip()
if "company_size" not in dict_key:
overview[dict_key] = dict_val
print(overview)

all_employees_links = all_or_default(
banner, '.mt2 > a > span') # A fix to locate "See all ### employees on LinkedIn"

if all_employees_links:
all_employees_text = all_employees_links[-1].text
else:
all_employees_text = ''

match = re.search(r'((\d+?,?)+)', all_employees_text)
if match:
overview['num_employees'] = int(match.group(1).replace(',', ''))
else:
overview['num_employees'] = None
container = one_or_default(self.overview_soup,
'.org-grid__content-height-enforcer')

overview["name"] = text_or_default(self.overview_soup, "#main h1")
overview['description'] = text_or_default(container, 'section > p')

logo_image_tag = one_or_default(
banner, '.org-top-card-primary-content__logo')
overview['image'] = logo_image_tag['src'] if logo_image_tag else ''

company_metadata = get_company_metadata(container)
overview["metadata"] = company_metadata
overview["num_employees"] = get_employee_count(company_metadata.get(
COMPANY_SIZE_KEY, ""))

return overview

@property
Expand Down
77 changes: 22 additions & 55 deletions scrape_linkedin/CompanyScraper.py
Original file line number Diff line number Diff line change
Expand Up @@ -14,26 +14,38 @@

class CompanyScraper(Scraper):
def scrape(self, company, overview=True, jobs=False, life=False, insights=False):
# Get Overview
self.load_initial(company)
self.url = 'https://www.linkedin.com/company/{}'.format(company)
self.company = company

self.load_initial()

jobs_html = life_html = insights_html = overview_html = ''

if overview:
overview_html = self.get_overview()
overview_html = self.fetch_page_html('about')
if life:
life_html = self.get_life()
life_html = self.fetch_page_html('life')
if jobs:
jobs_html = self.get_jobs()
jobs_html = self.fetch_page_html('jobs')
if insights:
insights_html = self.get_insights()
#print("JOBS", jobs_html, "\n\n\n\n\nLIFE", life_html)
insights_html = self.fetch_page_html('insights')
return Company(overview_html, jobs_html, life_html, insights_html)

def load_initial(self, company):
url = 'https://www.linkedin.com/company/{}'.format(company)
def fetch_page_html(self, page):
"""
Navigates to a company subpage and returns the entire HTML contents of the page.
"""
try:
self.driver.get(f"{self.url}/{page}")
return self.driver.find_element_by_css_selector(
'.organization-outlet').get_attribute('outerHTML')
except Exception as e:
logger.warn(
f"Unable to fetch '{page}' page for {self.company}: {e}")
return ''

self.driver.get(url)
def load_initial(self):
self.driver.get(self.url)
try:
myElem = WebDriverWait(self.driver, self.timeout).until(AnyEC(
EC.presence_of_element_located(
Expand All @@ -52,48 +64,3 @@ def load_initial(self, company):
except:
raise ValueError(
'Company Unavailable: Company link does not match any companies on LinkedIn')

def get_overview(self):
try:
tab_link = self.driver.find_element_by_css_selector(
'a[data-control-name="page_member_main_nav_about_tab"]')
tab_link.click()
self.wait_for_el(
'a[data-control-name="page_member_main_nav_about_tab"].active')
return self.driver.find_element_by_css_selector(
'.organization-outlet').get_attribute('outerHTML')
except:
return ''

def get_life(self):
try:
tab_link = self.driver.find_element_by_css_selector(
'a[data-control-name="page_member_main_nav_life_tab"]')
tab_link.click()
self.wait_for_el(
'a[data-control-name="page_member_main_nav_life_tab"].active')
return self.driver.find_element_by_css_selector('.org-life').get_attribute('outerHTML')
except:
return ''

def get_jobs(self):
try:
tab_link = self.driver.find_element_by_css_selector(
'a[data-control-name="page_member_main_nav_jobs_tab"]')
tab_link.click()
self.wait_for_el(
'a[data-control-name="page_member_main_nav_jobs_tab"].active')
return self.driver.find_element_by_css_selector('.org-jobs-container').get_attribute('outerHTML')
except:
return ''

def get_insights(self):
try:
tab_link = self.driver.find_element_by_css_selector(
'a[data-control-name="page_member_main_nav_insights_tab"]')
tab_link.click()
self.wait_for_el(
'a[data-control-name="page_member_main_nav_insights_tab"].active')
return self.driver.find_element_by_css_selector('.org-premium-insights-module').get_attribute('outerHTML')
except:
return ''