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scrapejobs_easy.py
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scrapejobs_easy.py
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import time
import random
from selenium import webdriver
from selenium.webdriver.chrome.options import Options
from selenium.common.exceptions import TimeoutException
from selenium.webdriver.common.keys import Keys
from bs4 import BeautifulSoup
import pyautogui
from tkinter import filedialog, Tk
import tkinter.messagebox as tm
import os
from urllib.request import urlopen
import pandas as pd
import numpy as np
import requests
import csv
import datetime
import login
# pyinstaller --onefile --icon=app.ico scrapejobs.py
class EasyApplyBot:
MAX_APPLICATIONS = 3000
def __init__(self,username,password, language, position, location): #, resumeloctn):
dirpath = os.getcwd()
self.language = language
self.options = self.browser_options()
self.browser = webdriver.Chrome(chrome_options=self.options, executable_path = dirpath + "\chromedriver.exe")
#self.start_linkedin(username,password)
def browser_options(self):
options = Options()
options.add_argument("--start-maximized")
options.add_argument("--ignore-certificate-errors")
#options.add_argument("user-agent=Chrome/51.0.2704.79 Safari/537.36 Edge/14.14393")
#options.add_argument('--headless')
options.add_argument('--no-sandbox')
#options.add_argument('--disable-gpu')
options.add_argument('--disable-infobars')
options.add_argument('--disable-extensions')
return options
def start_linkedin(self,username,password):
# self.browser.get("https://linkedin.com/uas/login")
#def login(driver): #, username, password):
print("\nLogging in.....\n \nPlease wait :) \n ")
self.browser.get("https://www.linkedin.com/")
try:
user_field = self.browser.find_element_by_class_name("login-email")
pw_field = self.browser.find_element_by_class_name("login-password")
login_button = self.browser.find_element_by_id("login-submit")
user_field.send_keys(username)
user_field.send_keys(Keys.TAB)
time.sleep(1)
pw_field.send_keys(password)
time.sleep(1)
login_button.click()
except TimeoutException:
print("TimeoutException! Username/password field or login button not found on glassdoor.com")
def wait_for_login(self):
if language == "en":
title = "Sign In to LinkedIn"
elif language == "es":
title = "Inicia sesión"
elif language == "pt":
title = "Entrar no LinkedIn"
time.sleep(1)
while True:
if self.browser.title != title:
print("\nStarting LinkedIn bot\n")
break
else:
time.sleep(1)
print("\nPlease Login to your LinkedIn account\n")
def fill_data(self):
#self.browser.set_window_size(0, 0)
#self.browser.set_window_position(2000, 2000)
#os.system("reset")
self.position = position
self.location = "&location=" + location
#self.resumeloctn = resumeloctn
#print(self.resumeloctn)
def start_apply(self):
self.fill_data()
self.applications_loop()
def applications_loop(self):
count_application = 1
count_job = 0
jobs_per_page = 0
os.system("reset")
print("\nLooking for jobs.. Please wait..\n")
self.browser.set_window_position(0, 0)
self.browser.maximize_window()
self.browser, _ = self.next_jobs_page(jobs_per_page)
print("\nLooking for jobs.. Please wait..\n")
"""
collect jobs links
"""
job_count_string = self.browser.find_elements_by_xpath(
'//span[contains(text(), "jobs")]'
)
job_count= int(job_count_string[0].text.split(" ")[0])
print("total jobs: ", job_count)
urls = []
while jobs_per_page < 30 : #jobs_per_page <= job_count :
jobs = self.browser.find_elements_by_xpath(
'//a[contains(@class,"listed-job-posting listed-job-posting--is-link")]'
)
for job in jobs :
temp = job.get_attribute("href")
temp = temp.split("?")[0]
temp = temp.split("-")[-1]
url = 'https://lb.linkedin.com/jobs/view/'+ temp
urls.append(url)
jobs_per_page = jobs_per_page + 25
self.browser, jobs_per_page = self.next_jobs_page(jobs_per_page)
print('\nJob links collected!')
for url in urls :
self.browser.get(url)
temp = {}
#count_job += 1
#job_page = self.get_job_page(job)
#position_number = str(count_job + jobs_per_page)
position_number = str(count_application)
print(f"\nPosition {position_number}:\n {self.browser.title} \n") # {string_easy} \n")
print(job,'\n')
now = datetime.datetime.now().strftime('%Y/%m/%d %H:%M:%S')
temp ['timestamp'] = str(now)
#temp ['url'] = ('https://www.linkedin.com'+job)
"""
click button see more
"""
try :
self.browser.find_element_by_xpath(
'//button[@aria-controls="job-details"]'
).click()
self.browser.find_element_by_class_name(
'view-more-icon'
).click()
self.load_page(sleep=1)
except:
print('******* Job not valid *******\n')
"""
Get data
"""
# position
try:
temp['position'] = self.browser.find_element_by_xpath(
'//h1[@class="jobs-top-card__job-title t-24"]'
).text.strip()
except:
temp['position'] = None
# company
try:
temp['company'] = self.browser.find_element_by_xpath(
'//span[contains(text(),"Company Name")]/following::a'
).text.strip()
except:
temp['company'] = None
# location
try:
temp['location'] = self.browser.find_element_by_xpath(
'//span[contains(text(),"Company Location")]/following::span'
).text.strip()
except:
temp['location'] = None
# post date
try:
temp['post date'] = self.browser.find_element_by_xpath(
'//span[contains(text(),"Posted Date")]/following::span'
).text.strip()
except:
temp['post date'] = None
# no. of applicants
try:
temp['no. applicants'] = self.browser.find_element_by_xpath(
'//span[contains(text(),"Number of applicants")]/following::span'
).text.strip()
except:
temp['no. applicants'] = None
# job details
try:
temp['job description'] = self.browser.find_element_by_xpath(
'//div[@id="job-details"]'
).text.strip().replace('\n', ', ')
except:
temp['job description'] = None
# seniority level
try:
temp['seniority'] = self.browser.find_element_by_xpath(
'//h3[contains(text(),"Seniority Level")]/following::*'
).text.strip()
except:
temp['seniority'] = None
# Industry
try:
temp['industry'] = self.browser.find_element_by_xpath(
'//h3[contains(text(),"Industry")]/following::*'
).text.strip()
except:
temp['industry'] = None
# Employment Type
try:
temp['employment type'] = self.browser.find_element_by_xpath(
'//h3[contains(text(),"Employment Type")]/following::*'
).text.strip()
except:
temp['employment type'] = None
#Job Functions
try:
temp['functions'] = self.browser.find_element_by_xpath(
'//h3[contains(text(),"Job Functions")]/following::*'
).text.strip()
except:
temp['functions'] = None
# company description
try:
temp['company description'] = self.browser.find_element_by_id(
'company-description-text'
).text.strip()
except:
temp['company description'] = None
"""
Write to file
"""
data = temp
with open('output.csv', 'a', newline='') as f:
try:
writer = csv.writer(f)
writer.writerow(data.values())
print('Job added to output.csv')
except:
print('*** Ooopss, NOT able to write job to output, sorry :(')
"""
Count application and set sleep time
"""
count_application = count_application + 1
if count_application % 20 == 0:
sleepTime = random.randint(590, 900)
print('\n\n****************************************\n\n')
print('Time for a nap - see you in ', sleepTime/60, ' min')
print('\n\n****************************************\n\n')
time.sleep (sleepTime)
if count_job == len(jobs):
jobs_per_page = jobs_per_page + 25
count_job = 0
print('\n\n****************************************\n\n')
print('Going to next jobs page, YEAAAHHH!!')
print('\n\n****************************************\n\n')
self.avoid_lock()
self.browser, jobs_per_page = self.next_jobs_page(jobs_per_page)
self.finish_apply()
def get_job_links(self, page):
links = []
for link in page.find_all('a'):
url = link.get('href')
if url:
if '/jobs/view' in url:
links.append(url)
return set(links)
def get_job_page(self, job):
root = 'www.linkedin.com'
if root not in job:
job = 'https://www.linkedin.com'+job
self.browser.get(job)
self.job_page = self.load_page(sleep=0.5)
return self.job_page
def got_easy_apply(self, page):
button = page.find("button", class_="jobs-s-apply__button js-apply-button")
return len(str(button)) > 4
def get_easy_apply_button(self):
button_class = "jobs-s-apply--top-card jobs-s-apply--fadein inline-flex mr2 jobs-s-apply ember-view"
button = self.job_page.find("div", class_=button_class)
return button
def easy_apply_xpath(self):
button = self.get_easy_apply_button()
button_inner_html = str(button)
list_of_words = button_inner_html.split()
next_word = [word for word in list_of_words if "ember" in word and "id" in word]
ember = next_word[0][:-1]
xpath = '//*[@'+ember+']/button'
return xpath
def click_button(self, xpath):
triggerDropDown = self.browser.find_element_by_xpath(xpath)
time.sleep(0.5)
triggerDropDown.click()
time.sleep(1)
def load_page(self, sleep=1):
scroll_page = 0
while scroll_page < 4000:
self.browser.execute_script("window.scrollTo(0,"+str(scroll_page)+" );")
scroll_page += 200
time.sleep(sleep)
if sleep != 1:
self.browser.execute_script("window.scrollTo(0,0);")
time.sleep(sleep * 3)
page = BeautifulSoup(self.browser.page_source, "lxml")
return page
def avoid_lock(self):
x, _ = pyautogui.position()
pyautogui.moveTo(x+200, None, duration=1.0)
pyautogui.moveTo(x, None, duration=0.5)
pyautogui.keyDown('ctrl')
pyautogui.press('esc')
pyautogui.keyUp('ctrl')
time.sleep(0.5)
pyautogui.press('esc')
def next_jobs_page(self, jobs_per_page):
self.browser.get(
#"https://www.linkedin.com/jobs/search/?f_LF=f_AL&keywords=" +
"https://www.linkedin.com/jobs/search/?keywords=" +
self.position + self.location + "&start="+str(jobs_per_page))
#self.avoid_lock()
self.load_page()
return (self.browser, jobs_per_page)
def finish_apply(self):
self.browser.close()
if __name__ == '__main__':
# set use of gui (T/F)
useGUI = False
# use gui
if useGUI == True:
app = login.LoginGUI()
app.mainloop()
#get user info info
username=app.frames["StartPage"].username
password=app.frames["StartPage"].password
language=app.frames["PageOne"].language
position=app.frames["PageTwo"].position
location_code=app.frames["PageThree"].location_code
if location_code == 1:
location=app.frames["PageThree"].location
else:
location = app.frames["PageFour"].location
resumeloctn=app.frames["PageFive"].resumeloctn
# no gui
if useGUI == False:
username = ''
password = ''
language = ''
position = ''
location = 'lebanon'
# print input
print("\nThese is your input:")
print ("\nUsername: "+ username,
"\nPassword: "+ password,
"\nLanguage: "+ language,
"\nPosition: "+ position,
"\nLocation: "+ location)
print("\nLet's scrape some jobs!\n")
# start bot
bot = EasyApplyBot(username,password, language, position, location) #, resumeloctn)
bot.start_apply()