Our task is to crawl a web page and count the frequency of the word. And ultimately retrieving most frequent words.
First we are using request and beautiful soup module and with the help of these module creating web-crawler and extract data from web page and store in a list.
Example code
import requests
from bs4 import BeautifulSoup
import operator
from collections import Counter
def my_start(url):
my_wordlist = []
my_source_code = requests.get(url).text
my_soup = BeautifulSoup(my_source_code, 'html.parser')
for each_text in my_soup.findAll('div', {'class':'entry-content'}):
content = each_text.text
words = content.lower().split()
for each_word in words:
my_wordlist.append(each_word)
clean_wordlist(my_wordlist)
# Function removes any unwanted symbols
def clean_wordlist(wordlist):
clean_list =[]
for word in wordlist:
symbols = '!@#$%^&*()_-+={[}]|\;:"<>?/., '
for i in range (0, len(symbols)):
word = word.replace(symbols[i], '')
if len(word) > 0:
clean_list.append(word)
create_dictionary(clean_list)
def create_dictionary(clean_list):
word_count = {}
for word in clean_list:
if word in word_count:
word_count[word] += 1
else:
word_count[word] = 1
c = Counter(word_count)
# returns the most occurring elements
top = c.most_common(10)
print(top)
# Driver code
if __name__ == '__main__':
my_start("https://www.tutorialspoint.com/python3/python_overview.htm/")
Output
