test_transparencyAPI / web_scraper.py
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NLP
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import requests
from bs4 import BeautifulSoup
from urllib.parse import urlparse, parse_qs
from utils import isValidURL
from nlp import summarizer
import json
import sys
import os
# REQUIREMENTS: https://pixeltree.notion.site/City-Council-Scraping-34a2f5a24d59400faf9a128f2653ebf2
# Meeting Minutes Directory: https://pub-calgary.escribemeetings.com
# INPUT (arg 1): Valid URL pointing to meeting minutes. Needs to be wrapped in quotes
# OPTIONAL INPUT (arg 2): Output directory
# OUTPUT: JSON document containing required information scraped from input URL
# Debug mode
DEBUG = False
if __name__ == "__main__":
DEBUG = True
def minutes_scraper(URL=""):
if not isValidURL(URL):
print("Invalid or missing URL input")
print("Please enter a URL now:")
return "Invalid URL"
# Get output directory
out_dir = ""
out_dir = os.getcwd()
###
s = summarizer() # Summarizer object
# Object to be seriliazed
JSON_obj = {}
# Get meeting ID
page = requests.get(URL)
o = urlparse(URL)
query = parse_qs(o.query)
JSON_obj["meeting_id"] = query["Id"][0]
# Complete HTML File
soup = BeautifulSoup(page.content, "html.parser")
# Most of the page content is found in this container
page_content = soup.find(id="package-container")
###
# MM Header
agenda_header = page_content.find("header", class_="AgendaHeader")
## Header information
# Get the Agenda Header
try:
JSON_obj["agenda_header_subtitle"] = agenda_header.find("p", class_="AgendaHeaderSubTitle").text
except AttributeError:
JSON_obj["agenda_header_subtitle"] = ""
# Get the start time
JSON_obj["start_time"] = agenda_header.find("time").text
# Get the location
try:
JSON_obj["location"] = agenda_header_subtitle = agenda_header.find("div", class_="Value LocationValue").text ### This does not get all location info
except AttributeError:
JSON_obj["location"] = ""
# Get the attendence (seperated by who can and can't vote)
attendance_table = agenda_header.find(class_="AgendaHeaderAttendanceTable").find_all("div")
try:
present = [x.text for x in attendance_table[2].find_all("li")]
except IndexError:
present = []
try:
also_present = [x.text for x in attendance_table[5].find_all("li")]
except IndexError:
also_present = []
JSON_obj["attendance"] = {'present': present, 'also_present': also_present}
###
# MM Body
agenda_items = page_content.find("div", class_="AgendaItems")
## Body information
# Get item containers
agenda_item_containers = agenda_items.find_all("div", class_="AgendaItemContainer indent")
# Get roll call
try:
roll_call = agenda_item_containers[0].find_all("p", class_="Body1")
JSON_obj["roll_call"] = roll_call[2].text.rstrip('.').replace(', and ', ', ').split(', ')
except IndexError:
JSON_obj["roll_call"] = []
if DEBUG:
print(JSON_obj["roll_call"])
# Get generator of item containers
agenda_item_containers = agenda_items.children
item_number = 1
for agenda_item in agenda_item_containers:
# Get titles
titles = [x.text for x in agenda_item.find_all("div", class_="AgendaItemTitle")]
# Get each motion in each item
motions = agenda_item.find_all("ul", class_="AgendaItemMotions")
if DEBUG:
print(item_number)
if motions != None:
item_sub_number = 1
for motion in motions:
# Dictionary to store all motion info
motion_obj = {}
if DEBUG:
print(str(item_number) + '.' + str(item_sub_number))
# Place "anchor"
motion_anchor = [x.parent.parent.parent.parent for x in motion.find_all("div", class_="MotionText RichText")]
# Get motion title
motion_titles = [x.find("div", class_="AgendaItemTitle").text.strip() for x in motion_anchor]
# Get list of who the motion is moved by
moved_by_list = [x.find("span", class_="Value") for x in motion.find_all("div", class_="MovedBy")]
moved_by_list = [x.text for x in moved_by_list]
# Get motion description
motion_description_list = [x.text for x in motion.find_all("div", class_="MotionText RichText")]
# Get motion result
motion_result_list = [x.text for x in motion.find_all("div", class_="MotionResult")]
# Get motion votes
motion_votes_list = [x.text[x.text.find(')') + 1:].split(', and ') for x in motion.find_all("table", class_="MotionVoters")]
# Get motion attachments
motion_attachments_list = [x.find_all("a", class_="Link") for x in motion_anchor]
motion_attachments_list_names = []
motion_attachments_list_links = []
for x in motion_attachments_list:
motion_attachments_list_names.append([y.text for y in x]) # ?
motion_attachments_list_links.append([y['href'] for y in x])
motion_obj["titles"] = motion_titles
motion_obj["moved_by"] = moved_by_list
motion_obj["details"] = motion_description_list
motion_obj["results"] = motion_result_list
motion_obj["votes"] = motion_votes_list
motion_obj['attachment_names'] = motion_attachments_list_names[0]
motion_obj['attachment_links'] = motion_attachments_list_links[0]
motion_obj['attachment_count'] = len(motion_attachments_list_names[0])
for desc in motion_description_list:
if len(desc.split()) > s.max_length:
motion_obj['summary'] = s.summarize(text=desc)[0]
else:
motion_obj['summary'] = "Too short to summarize"
if DEBUG:
print(str(item_number) + '.' + str(item_sub_number))
print(motion_titles) # title
print("Moved by: " + str(moved_by_list)) # Moved by
print(motion_description_list) # Other details
print("Result: " + str(motion_result_list)) # Result
print("Votes: " + str(motion_votes_list)) # Votes
print(motion_attachments_list_names[0]) # attachment names
print(motion_attachments_list_links[0]) # attachment links
print()
# Append to JSON object
JSON_obj[f'{item_number}.{item_sub_number}'] = motion_obj
item_sub_number+=1
if DEBUG:
print('-----------------------------------\n\n\n')
item_number+=1
# # Serialize and write to "meeting_minutes.json"
# with open(f"{out_dir}/meeting_minutes.json", "w") as out:
# json.dump(JSON_obj, out, indent=4)
# Add this to data base
return JSON_obj
def minutes_scraper_no_sum(URL=""):
if not isValidURL(URL):
print("Invalid or missing URL input")
print("Please enter a URL now:")
return "Invalid URL"
# Get output directory
out_dir = ""
out_dir = os.getcwd()
###
s = summarizer() # Summarizer object
# Object to be seriliazed
JSON_obj = {}
# Get meeting ID
page = requests.get(URL)
o = urlparse(URL)
query = parse_qs(o.query)
JSON_obj["meeting_id"] = query["Id"][0]
# Complete HTML File
soup = BeautifulSoup(page.content, "html.parser")
# Most of the page content is found in this container
page_content = soup.find(id="package-container")
###
# MM Header
agenda_header = page_content.find("header", class_="AgendaHeader")
## Header information
# Get the Agenda Header
try:
JSON_obj["agenda_header_subtitle"] = agenda_header.find("p", class_="AgendaHeaderSubTitle").text
except AttributeError:
JSON_obj["agenda_header_subtitle"] = ""
# Get the start time
JSON_obj["start_time"] = agenda_header.find("time").text
# Get the location
try:
JSON_obj["location"] = agenda_header_subtitle = agenda_header.find("div", class_="Value LocationValue").text ### This does not get all location info
except AttributeError:
JSON_obj["location"] = ""
# Get the attendence (seperated by who can and can't vote)
attendance_table = agenda_header.find(class_="AgendaHeaderAttendanceTable").find_all("div")
try:
present = [x.text for x in attendance_table[2].find_all("li")]
except IndexError:
present = []
try:
also_present = [x.text for x in attendance_table[5].find_all("li")]
except IndexError:
also_present = []
JSON_obj["attendance"] = {'present': present, 'also_present': also_present}
###
# MM Body
agenda_items = page_content.find("div", class_="AgendaItems")
## Body information
# Get item containers
agenda_item_containers = agenda_items.find_all("div", class_="AgendaItemContainer indent")
# Get roll call
try:
roll_call = agenda_item_containers[0].find_all("p", class_="Body1")
JSON_obj["roll_call"] = roll_call[2].text.rstrip('.').replace(', and ', ', ').split(', ')
except IndexError:
JSON_obj["roll_call"] = []
if DEBUG:
print(JSON_obj["roll_call"])
# Get generator of item containers
agenda_item_containers = agenda_items.children
item_number = 1
for agenda_item in agenda_item_containers:
# Get titles
titles = [x.text for x in agenda_item.find_all("div", class_="AgendaItemTitle")]
# Get each motion in each item
motions = agenda_item.find_all("ul", class_="AgendaItemMotions")
if DEBUG:
print(item_number)
if motions != None:
item_sub_number = 1
for motion in motions:
# Dictionary to store all motion info
motion_obj = {}
if DEBUG:
print(str(item_number) + '.' + str(item_sub_number))
# Place "anchor"
motion_anchor = [x.parent.parent.parent.parent for x in motion.find_all("div", class_="MotionText RichText")]
# Get motion title
motion_titles = [x.find("div", class_="AgendaItemTitle").text.strip() for x in motion_anchor]
# Get list of who the motion is moved by
moved_by_list = [x.find("span", class_="Value") for x in motion.find_all("div", class_="MovedBy")]
moved_by_list = [x.text for x in moved_by_list]
# Get motion description
motion_description_list = [x.text for x in motion.find_all("div", class_="MotionText RichText")]
# Get motion result
motion_result_list = [x.text for x in motion.find_all("div", class_="MotionResult")]
# Get motion votes
motion_votes_list = [x.text[x.text.find(')') + 1:].split(', and ') for x in motion.find_all("table", class_="MotionVoters")]
# Get motion attachments
motion_attachments_list = [x.find_all("a", class_="Link") for x in motion_anchor]
motion_attachments_list_names = []
motion_attachments_list_links = []
for x in motion_attachments_list:
motion_attachments_list_names.append([y.text for y in x]) # ?
motion_attachments_list_links.append([y['href'] for y in x])
motion_obj["titles"] = motion_titles
motion_obj["moved_by"] = moved_by_list
motion_obj["details"] = motion_description_list
motion_obj["results"] = motion_result_list
motion_obj["votes"] = motion_votes_list
motion_obj['attachment_names'] = motion_attachments_list_names[0]
motion_obj['attachment_links'] = motion_attachments_list_links[0]
motion_obj['attachment_count'] = len(motion_attachments_list_names[0])
# for desc in motion_description_list:
# if len(desc.split()) > s.max_length:
# motion_obj['summary'] = s.summarize(text=desc)[0]
# else:
# motion_obj['summary'] = "Too short to summarize"
if DEBUG:
print(str(item_number) + '.' + str(item_sub_number))
print(motion_titles) # title
print("Moved by: " + str(moved_by_list)) # Moved by
print(motion_description_list) # Other details
print("Result: " + str(motion_result_list)) # Result
print("Votes: " + str(motion_votes_list)) # Votes
print(motion_attachments_list_names[0]) # attachment names
print(motion_attachments_list_links[0]) # attachment links
print()
# Append to JSON object
JSON_obj[f'{item_number}.{item_sub_number}'] = motion_obj
item_sub_number+=1
if DEBUG:
print('-----------------------------------\n\n\n')
item_number+=1
# # Serialize and write to "meeting_minutes.json"
# with open(f"{out_dir}/meeting_minutes.json", "w") as out:
# json.dump(JSON_obj, out, indent=4)
# Add this to data base
return JSON_obj