Created
January 28, 2021 12:52
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##With Naukri data | |
#### Used selenium as direct request module was not able to get the HTML element so Selenium helped to achieve so | |
from selenium import webdriver | |
from bs4 import BeautifulSoup | |
import time | |
import pandas as pd | |
from selenium.webdriver.chrome.options import Options | |
header = { | |
"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.169 Safari/537.36", | |
"X-Requested-With": "XMLHttpRequest" | |
} | |
# read search terms from csv into a list | |
search_terms = [ | |
"", | |
"Python", | |
"SQL", | |
"R", | |
"Spark", | |
"Hadoop", | |
"Java", | |
"Tableau", | |
"AWS", | |
"SAS", | |
"Hive", | |
"Scala", | |
"Excel", | |
"TensorFlow", | |
"C++", | |
"Azure", | |
"NoSQL", | |
"Linux", | |
"C", | |
"Matlab", | |
"Scikit-learn", | |
"Pandas", | |
"Git", | |
"Keras", | |
"Javascript", | |
"Pig", | |
"Hbase", | |
"Google Cloud", | |
"Docker", | |
"NumPy", | |
"PyTorch", | |
"C#", | |
"SPSS", | |
"MySQL", | |
"Perl", | |
"Cassandra", | |
"MongoDB", | |
"GCP", | |
"Kubernetes", | |
"D3", | |
"Databricks", | |
"postgresql", | |
"Caffe", | |
"Airflow", | |
"Alteryx", | |
"BigQuery", | |
# "Fastai", | |
] | |
naukri_list = [] | |
for term in search_terms: | |
url=f'https://www.naukri.com/data-science-{term}-jobs?k=data%20science%2C%20' | |
CHROMEDRIVER_PATH = '/usr/local/bin/chromedriver' | |
options = Options() | |
options.headless = True | |
driver = webdriver.Chrome(CHROMEDRIVER_PATH, options=options) | |
try: | |
print(url) | |
driver.get(url) | |
time.sleep(2) | |
soup = BeautifulSoup(driver.page_source,'html5lib') | |
# print(soup.prettify()) | |
# driver.close() | |
try: | |
data=soup.find('span',class_='fleft grey-text mr-5 fs12').get_text().strip().split()[-1] | |
print(data, term) | |
naukri_list.append(data) | |
except: | |
naukri_list.append('0') | |
except Exception as e: | |
print(f'error: {e}') | |
naukri_list |
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