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facebook_scrape.py
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399 lines (353 loc) · 16.5 KB
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import sys
from typing import Callable
from pyfacebook import GraphAPI
import json
from datetime import datetime
class Credentials:
def __init__(self, json_file_path: str):
self.file_path = json_file_path
self.creds = {}
def get_app_id(self):
return self.creds['app_id']
def get_app_secret(self):
return self.creds['app_secret']
def get_long_lived_token(self):
return self.creds['long_lived_access_token']
def get_long_lived_api(self):
return self.api
def process_creds(self):
try:
with open(self.file_path, 'r') as file:
self.creds = json.load(file)
except:
print(f"{self.file_path} file not found")
resp = input("Create credentials? y/n : ")
if resp.lower() == 'y':
self.create_creds()
self.create_long_lived_token()
else:
sys.exit(0)
def validate_creds(self):
required_keys = ['app_id', 'app_secret', 'long_lived_access_token']
available_keys = list(self.creds.keys())
altered = False
for key in available_keys:
if key in required_keys:
if len(self.creds[key]) == 0:
if key in ['app_id', 'app_secret']:
altered = True
self.instruction_app_id_app_secret()
value = input(f"{key} : ")
self.creds[key] = value
elif key in ['long_lived_access_token']:
self.create_long_lived_token()
else:
altered = False
if key in ['app_id', 'app_secret']:
self.instruction_app_id_app_secret()
value = input(f"{key} : ")
self.creds[key] = value
elif key in ['long_lived_access_token']:
self.create_long_lived_token()
if altered:
with open(self.file_path, 'w') as file:
json.dump(self.creds, file)
print("Credentials are set")
else:
try:
self.api = GraphAPI(app_id=self.get_app_id(), app_secret=self.get_app_secret(),
access_token=self.get_long_lived_token())
print(self.api.get_object("/me"))
except Exception as e:
print(e)
print(
"Long lived token is not valid (may be expired). It is always considered that app_id,app_secret are valid")
resp = input("Reset authentication? y/n : ")
if resp.lower() == 'y':
with open(self.file_path, 'w') as file:
self.creds['long_lived_access_token'] = ""
json.dump(self.creds, file)
cred.process_creds()
cred.validate_creds()
else:
sys.exit(0)
def create_short_lived_token(self) -> str:
"""
This token expires in one hr
Prints a link in the console, user will copy and open the link in a browser where facebook is logged in
Then user will get a new link in the address bar.
Copy the link and paste it in the console.
App will handle the rest
"""
resp = input("Do you have a short_lived_user_access_token? y/n : ")
if resp.lower() == 'y':
token = input("token : ")
try:
self.api = GraphAPI(app_id=self.creds['app_id'], app_secret=self.creds['app_secret'],
access_token=token)
return str(self.api.access_token)
except:
return None
else:
self.api = GraphAPI(app_id=self.creds['app_id'], app_secret=self.creds['app_secret'], oauth_flow=True)
open_url = self.api.get_authorization_url()
print(open_url)
print("1. Open above link in a browser where facebook is already logged in.\n"
"2. Copy the new link from address bar generated by that link\n"
"3. Paste the link below and press enter\n")
resp_url = input("Token URL : ")
try:
self.api.exchange_user_access_token(response=resp_url)
return str(self.api.access_token)
except:
return None
def create_long_lived_token(self):
"""
Expires in 60 days
Creates a long lived token using app_id and app_secret
To create a long lived token we will need to create a short lived token then
use that to create long lived token
"""
short_lived_token = self.create_short_lived_token()
if short_lived_token is None:
print("Authentication Error. Try again")
self.create_long_lived_token()
else:
try:
long_lived = self.api.exchange_long_lived_user_access_token()
self.api = GraphAPI(app_id=self.get_app_id(), app_secret=self.get_app_secret(),
access_token=long_lived['access_token'])
self.creds['long_lived_access_token'] = long_lived['access_token']
with open(self.file_path, 'w') as file:
json.dump(self.creds, file)
print("Long lived Token created and saved")
except:
print("Authentication Error. Try again")
self.create_long_lived_token()
def instruction_app_id_app_secret(self):
print(
"You must provide valid app_id and app_secret of one of the apps from https://developers.facebook.com/apps\n"
"Make sure you mark all permission of that app for no confusion")
def create_creds(self):
self.instruction_app_id_app_secret()
app_id = input("app_id : ")
app_secret = input("app_secret: ")
self.creds = {
"app_id": app_id,
"app_secret": app_secret,
"long_lived_access_token": ""
}
with open(self.file_path, 'w') as file:
json.dump(self.creds, file)
class PageCommentIterator:
def __init__(self, page_api: GraphAPI, get_page_post_comments_func: Callable, page_data: dict, post_data: dict):
self.page_data = page_data
self.post_data = post_data
self.page_api = page_api
self.get_page_post_comments = get_page_post_comments_func
self.comments = {"data": []}
self.next_cursor = ""
self.current_selected_comment = 0
self.done = False
def load_comments(self):
if len(self.comments['data']) == self.current_selected_comment:
self.current_selected_comment = 0
if self.current_selected_comment == 0:
if len(self.next_cursor) == 0:
self.comments = self.get_page_post_comments(self.page_api, self.page_data, self.post_data,
has_next=False,
next_cursor="")
if len(self.comments['data']) == 0:
self.done = True
else:
self.next_cursor = self.comments['paging']['cursors']['after']
else:
self.comments = self.get_page_post_comments(self.page_api, self.page_data, self.post_data,
has_next=True,
next_cursor=self.next_cursor)
if len(self.comments['data']) == 0:
self.done = True
else:
self.next_cursor = self.comments['paging']['cursors']['after']
def __iter__(self):
return self
def __next__(self):
self.load_comments()
if self.done:
raise StopIteration
else:
if len(self.comments['data']) > self.current_selected_comment:
comment_ = self.comments['data'][self.current_selected_comment]
self.current_selected_comment += 1 # updates in load_posts
return comment_
class PagePostIterator:
def __init__(self, page_api: GraphAPI, get_page_published_posts_func: Callable, page_data: dict):
self.page_data = page_data
self.page_api = page_api
self.get_page_published_posts = get_page_published_posts_func
self.posts = {"data": []}
self.next_cursor = ""
self.current_selected_post = 0
self.done = False
def load_posts(self):
if len(self.posts['data']) == self.current_selected_post:
self.current_selected_post = 0
if self.current_selected_post == 0:
if len(self.next_cursor) == 0:
self.posts = self.get_page_published_posts(self.page_api, self.page_data, has_next=False,
next_cursor="")
if len(self.posts['data']) == 0:
self.done = True
else:
self.next_cursor = self.posts['paging']['cursors']['after']
else:
self.posts = self.get_page_published_posts(self.page_api, self.page_data, has_next=True,
next_cursor=self.next_cursor)
if len(self.posts['data']) == 0:
self.done = True
else:
self.next_cursor = self.posts['paging']['cursors']['after']
def __iter__(self):
return self
def __next__(self):
self.load_posts()
if self.done:
raise StopIteration
else:
if len(self.posts['data']) > self.current_selected_post:
post_ = self.posts['data'][self.current_selected_post]
self.current_selected_post += 1 # updates in load_posts
return post_
class FacebookPageApi:
def __init__(self, creds: Credentials):
self.creds = creds
self.api = creds.get_long_lived_api()
def get_my_pages(self):
return self.api.get_object("/me/accounts")
def get_page_api(self, page_data: dict):
page_api = GraphAPI(app_id=self.creds.get_app_id(), app_secret=self.creds.get_app_secret(),
access_token=page_data['page_access_token'])
return page_api
def get_page_published_posts(self, page_api: GraphAPI, page_data: dict, has_next=False, next_cursor=""):
if not has_next:
posts_data = page_api.get_object(f"/{page_data['page_id']}/published_posts")
return posts_data
else:
posts_data = page_api.get_object(f"/{page_data['page_id']}/published_posts?after={next_cursor}")
return posts_data
def get_page_post_comments(self, page_api: GraphAPI, page_data: dict, post_data: dict, has_next=False,
next_cursor=""):
if not has_next:
comments_data = page_api.get_object(f"/{self.get_post_id(post_data)}/comments")
return comments_data
else:
comments_data = page_api.get_object(f"/{self.get_post_id(post_data)}/comments?after={next_cursor}")
return comments_data
def get_post_text(self, post: dict):
return post.setdefault("message", "STORY")
def get_post_id(self, post: dict):
return post['id']
def get_comment_text(self, comment: dict):
return comment.setdefault("message", "NONE")
def get_reactions_count(self, page_api: GraphAPI, post: dict):
"""
Supports v12.0
:param page_api:
:param post:
:return:
"""
reactions = page_api.get_object(
object_id=f"/{self.get_post_id(post)}?fields=reactions.type(LIKE).limit(0).summary(1).as(like),reactions.type(LOVE).limit(0).summary(1).as(love),reactions.type(HAHA).limit(0).summary(1).as(haha),reactions.type(WOW).limit(0).summary(1).as(wow),reactions.type(SAD).limit(0).summary(1).as(sad),reactions.type(ANGRY).limit(0).summary(1).as(angry)&limit=10")
print(reactions)
return {"like": reactions['like']['summary']['total_count'],
"love": reactions['love']['summary']['total_count'],
"wow": reactions['wow']['summary']['total_count'],
"haha": reactions['haha']['summary']['total_count'],
"sad": reactions['sad']['summary']['total_count'],
"angry": reactions['angry']['summary']['total_count']}
def get_reactions_count_using_insights(self, page_api: GraphAPI, post: dict):
reactions_insight = page_api.get_object(
object_id=f"/{self.get_post_id(post)}/insights/post_reactions_by_type_total/lifetime")
reactions = {}
if len(reactions_insight['data']) > 0:
reactions = reactions_insight['data'][0]['values'][0]['value']
else:
print(f"Something wrong with reactions insights. May be no reactions found")
print(reactions_insight)
return {"like": reactions.setdefault("like", 0), "love": reactions.setdefault("love", 0),
"wow": reactions.setdefault("wow", 0), "haha": reactions.setdefault("haha", 0),
"sad": reactions.setdefault("sorry", 0), "angry": reactions.setdefault("anger", 0), }
def select_specific_page(self, pages_data):
print("Enter 'exit' to exit")
pages = pages_data['data']
while True:
for page_no in range(0, len(pages)):
print(f"[{page_no}] : {pages[page_no]['name']}")
try:
selected = input("select page no : ")
if selected.lower() == 'exit':
return "EXIT"
selected = int(selected)
if selected >= len(pages):
raise Exception("Invalid page number")
return {"page_name": pages[selected]['name'], 'page_id': pages[selected]['id'],
'page_access_token': pages[selected]['access_token']}
except:
print("Invalid page no. Try again")
continue
def validation_phase():
cred = Credentials("credentials.json")
cred.process_creds()
cred.validate_creds()
user_api = FacebookPageApi(creds=cred)
pages = user_api.get_my_pages()
return cred, user_api, pages
def core_phase(cred, user_api, pages):
selected_page = user_api.select_specific_page(pages)
if selected_page == 'EXIT':
return "EXIT"
# print(selected_page)
print(f"{selected_page['page_name'].center(50, '_')}")
selected_page_api = user_api.get_page_api(page_data=selected_page)
total_post = 0
output_file = f"{selected_page['page_name']}_{datetime.now().timestamp()}.json"
# results = {'page_name':'','posts': [{'post_text': "", 'reactions': {}, 'comments': []}]}
results = {'page_name': selected_page['page_name'], 'posts': []}
in_total_comment = 0
for post in PagePostIterator(selected_page_api, user_api.get_page_published_posts, selected_page):
text = user_api.get_post_text(post)
if text == "STORY":
continue
post_data = {'post_text': "", 'reactions': {}, 'comments': []}
total_post += 1
print("".center(50, "_"))
print(f"POST - {total_post}".center(50, "#"))
print(f"ID - {user_api.get_post_id(post)}".center(50, "#"))
reacts = user_api.get_reactions_count_using_insights(selected_page_api, post)
print(f"{reacts}")
print("".center(50, "_"))
print(text)
post_data['post_text'] = text
post_data['reactions'] = reacts
print("COMMENTS ARE".center(50, "*"))
total_comment = 0
for comment in PageCommentIterator(selected_page_api, user_api.get_page_post_comments, selected_page, post):
cmt = user_api.get_comment_text(comment)
if cmt == "NONE":
continue
total_comment += 1
in_total_comment += 1
print(f"COMMENT - {total_comment}".center(50, "-"))
print(cmt)
post_data['comments'].append(cmt)
results['posts'].append(post_data)
print(
f"{total_post} posts scraped from {selected_page['page_name']}. Total comments on {total_post} posts = {in_total_comment}")
with open(output_file, 'w') as out_file:
json.dump(results, out_file)
print(f"Page scraped and saved in json file {output_file}")
if __name__ == "__main__":
cred, user_api, pages = validation_phase()
while True:
if core_phase(cred, user_api, pages) == 'EXIT':
break