IMSDb / scrape.py
mattismegevand's picture
added dataset
d592f04
#!/usr/bin/env python
import re
import bs4
import json
import requests
from tqdm import tqdm
BASE_URL = "https://imsdb.com"
def get_all_links():
try:
response = requests.get(BASE_URL + '/all-scripts.html')
response.raise_for_status()
soup = bs4.BeautifulSoup(response.text, 'lxml')
links = soup.findAll('td', {'valign': 'top'})[-1].findAll('a')
return [BASE_URL + l.get('href') for l in links]
except requests.RequestException as e:
print(f"Error fetching all links: {e}")
return []
def retrieve_script(url):
try:
response = requests.get(url)
response.raise_for_status()
soup = bs4.BeautifulSoup(response.text, 'lxml')
return soup.find('td', {'class': 'scrtext'}).find('pre').text
except Exception as e:
raise ValueError(f"Error retrieving script from {url}: {e}")
def process_link(url):
try:
response = requests.get(url)
response.raise_for_status()
soup = bs4.BeautifulSoup(response.text, 'lxml')
table = soup.find('table', {'class': 'script-details'})
title = table.find('h1').text
poster = table.find('td', {'align': 'right', 'valign': 'top'}).find('img').get('src')
texts = table.find('b', string='IMSDb opinion').parent.text
patterns = {
'IMSDb_opinion': r"IMSDb opinion\s+(?P<opinion>.+?)\n",
'IMSDb_rating': r"IMSDb rating\s+(?P<rating>.+?)\n",
'average_user_rating': r"Average user rating\s+\((?P<rating>[\d.]+)(?: out of \d+)?",
'writers': r"Writers\s+(?P<writers>.+?)\n",
'genres': r"Genres\s+(?P<genres>.+?)\n",
'script_date': r"Script Date : (?P<date>[\w\s]+?)\n",
'movie_release_date': r"Movie Release Date : (?P<date>[\w\s]+?)\n",
'submitted_by': r"Submitted by: (?P<submitter>\w+)\n"
}
d = {}
for k, pattern in patterns.items():
match = re.search(pattern, texts)
if match:
if k in ['writers', 'genres']:
d[k] = re.split(r'\s{2,}', match.group(1))
else:
d[k] = match.group(1)
d['title'] = title[:-len(' Script')]
d['poster'] = poster
script_url = BASE_URL + soup.find('a', href=re.compile(r'/scripts/')).get('href')
d['script'] = retrieve_script(script_url)
return d
except Exception as e:
with open("error.txt", "a") as error_file:
error_file.write(f"{url}: {e}\n")
return None
if __name__ == "__main__":
links = get_all_links()
data = []
for link in tqdm(links, desc="Processing links"):
result = process_link(link)
if result:
data.append(result)
all_keys = set().union(*(d.keys() for d in data))
keys = data[0].keys()
with open('data.jsonl', 'w') as file:
for d in data:
file.write(json.dumps(d) + '\n')