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Freelancer_scraping_project_async.py
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Freelancer_scraping_project_async.py
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import pymysql
import requests
import json
import time
import re
from datetime import datetime
import aiohttp
import asyncio
'''
TABLE PROJECT
project_id INT
owner_id INT
bid_period INT
title TEXT
currency_code VARCHAR(100),
currency_rate FLOAT
discription TEXT
urgent BOOL
location_city VARCHAR(100)
location_country VARCHAR(100)
project_type VARCHAR(20),
hireme BOOL,
recommended_freelancer TEXT NULL,
tags_categories TEXT,
tags_name TEXT,
qualification TEXT NULL,
invited_freelancer TEXT NULL,
time_free_bid_expire INT,
sub_status VARCHAR(20),
project_language VARCHAR(100),
project_url VARCHAR(500),
time_submitted BIGINT,
budget_min FLOAT,
budget_max FLOAT,
bids_count INT,
bids_stats FLOAT,
selected_bids_id INT DEFAULT -1,
selected_bids_time_awarded DATETIME,
selected_bids_bidder_id INT DEFAULT -1,
number_of_selected_bids INT DEFAULT -1,
hireme_initial_bids_id INT DEFUALT -1,
hireme_initial_time_awarded DATETIME,
hireme_initial_bidder_id INT DEFAULT -1,
employer_verifications TEXT,
employer_username VARCHAR(500) DEFAULT 'null',
employer_displayname VARCHAR(500) DEFAULT 'null',
employer_primary_language VARCHAR(500) DEFAULT 'null',
employer_nreviews INT DEFAULT -1,
employer_rating FLOAT DEFAULT -1,
employer_membership VARCHAR(100) DEFAULT 'null',
employer_country VARCHAR(500) DEFAULT 'null'
employer_since DATETIME
1. connect to database ---- connecting to mysql database
2. get projects information
- create table in database
- requests url
- extract projects information
- save each project information to database
error handling, if there is an error just save current state and resolve the error and continue
'''
'''
token pool
'''
token_pool = ['vRFZUqclBzv7VzpyTJ3vfrc8RwvoGq', 'AXGnj1OHV5Le3jKhrdobCl4tZ2q9cm', 'YwQ2ZFfJehpUj7UEOGpUn3y5pcpUtJ',
'IHPDP3HoqjWX1tTqUtMu4EAqxlMRlW', '5qfr3iCqMgBerHmZJDMO3Co2AV3a4d', 'qIo7Id3Dcdw528IzQU59K94I3cXWHZ',
'jDaI7PSRa8H375Bn4B81mb6IlvS3sc', 'FtQ20tausNVHvCpKBInosYFjv4FPTP', 'Z3XgZKiXp7QgPwqRKB9tnKcFnLt1eb'
'pRq8XNGo0J14kA7JnXOXy2KJfSjsCR',
'zURlph7AJqSNtcUFlZUxmKlr5R8XRd', '0oUrcZIfew5qHbvgpZE5rN5s2Le4UF']
'''
generate new token
'''
def generate_new_token(index):
if (index == len(token_pool) - 1):
new_index = 0
else:
new_index = index + 1
return new_index, token_pool[new_index]
'''
convert unix timestamp to date
'''
def convert_utc_to_date(time):
return datetime.utcfromtimestamp(time).strftime('%Y-%m-%d %H:%M:%S')
"""
request url
"""
async def get(url, h, params):
session = aiohttp.ClientSession()
response = await session.get(url, headers = h, params = params)
result = await response.json()
await session.close()
return response.status, result
"""
each requests
"""
async def get_each_requests(url, h, params , cursor, connection, index_id, projects_id):
emoji_pattern = re.compile("["
u"\U0001F600-\U0001F64F" # emoticons
u"\U0001F300-\U0001F5FF" # symbols & pictographs
u"\U0001F680-\U0001F6FF" # transport & map symbols
u"\U0001F1E0-\U0001F1FF" # flags (iOS)
u"\U00002702-\U000027B0"
u"\U000024C2-\U0001F251"
"]+", flags=re.UNICODE)
status, result_json = await get(url, h, params)
number_of_project = 0
ERROR_SIGN_PROJECT = False
#print(result_json)
if status == 200:
projects = result_json["result"]["projects"]
selected_bids = result_json["result"]["selected_bids"]
users = result_json['result']['users']
number_of_project = len(projects)
# insert project infomation
for iter, project in enumerate(projects):
result = []
result.append(project['id']) # project id - int
result.append(project['owner_id'] if project["owner_id"] != None else 0) # owner_id - int
result.append(project['bidperiod'] if project['bidperiod'] != None else -1) # bid period - int
result.append(project['title'].replace("'", "").replace("\\","") if project['title'] != None else 'null') # title - string
try:
result.append(project['currency']['code'] if project['currency'][
'code'] != None else 'null') # currency_code - string
except:
result.append("null")
try:
result.append(project['currency']['exchange_rate']
if project['currency']['exchange_rate'] != None else -1) # currency_exchange_rate - float
except:
result.append(-1)
result.append(emoji_pattern.sub(r'', project['description'].replace('\n', '')
.replace('\r', '').replace("'", "").replace("\\",""))
if project['description'] != None else 'null') # description - string
try:
result.append(project['upgrades']['urgent'] if project['upgrades'][
'urgent'] != None else None) # urgent - boolean
except:
result.append(None)
try:
result.append(json.dumps(project['location']['city'])) # city - string
except:
result.append('null')
try:
result.append(json.dumps(project['location']['country']['name'])) # country - string
except:
result.append("null")
result.append(
project['type'] if project['type'] != None else 'null') # project_type - string - fixed or hourly
result.append(project['hireme'] if project['hireme'] != None else None) # hireme - boolean
result.append(
json.dumps(project['recommended_freelancers']).replace("'", "")) # recommended_freelancer --- string
try:
result.append(json.dumps([ele['category']['name'] for ele in project['jobs']]).replace("'",
"")) # tag_categories --- string
except:
result.append("null")
try:
result.append(json.dumps([ele['name'] for ele in project['jobs']]).replace("'", "")) # tag_names
except:
result.append("null")
result.append(json.dumps(project['qualifications'])) # qualification --- string
result.append(json.dumps(project['invited_freelancers'])) # invited_freelancer --- string
result.append(convert_utc_to_date(project['time_free_bids_expire'] if project[
'time_free_bids_expire'] else 0)) # time free bids expire --- number
result.append(project['sub_status'] if project[
'sub_status'] != None else 'null') # sub status --- string --- eg. closed_awarded
result.append(
project['language'].replace("'", "") if project['language'] != None else 'null') # language --- string
result.append(
project['seo_url'].replace("'", "") if project['seo_url'] != None else 'null') # project_url --- string
result.append(convert_utc_to_date(project['time_submitted']
if project[
'time_submitted'] != None else 0)) # project_time_submitted - number
try:
result.append(project['budget']['minimum'] if project['budget'][
'minimum'] != None else -1) # budget_minimum --- float
except:
result.append(-1)
try:
result.append(project['budget']['maximum'] if project['budget'][
'maximum'] != None else -1) # budget_maximum --- float
except:
result.append(-1)
try:
result.append(project['bid_stats']['bid_count']
if project['bid_stats']['bid_count'] != None else -1) # bids_status_count --- number
except:
result.append(-1)
try:
result.append(project['bid_stats']['bid_avg'] if project['bid_stats'][
'bid_avg'] != None else -1) # bids_status_avg ---- float
except:
result.append(-1)
result.append(convert_utc_to_date(0)) # selected_bid_time_award ----datetime
try:
result.append(project['hireme_initial_bid']['id']
if project['hireme_initial_bid']['id'] is not None else -1) # hireme_initial bid id
except:
result.append(-1)
try:
result.append(convert_utc_to_date(project['hireme_initial_bid']['time_awarded']
if project['hireme_initial_bid'][
'time_awarded'] is not None else 0)) # hireme_initail time awarded
except:
result.append(convert_utc_to_date(0))
try:
result.append(project['hireme_initial_bid']['bidder_id'] # hireme_initial bidder_id
if project['hireme_initial_bid']['bidder_id'] is not None else -1)
except:
result.append(-1)
sql = "REPLACE INTO PROJECT(project_id, owner_id, bid_period, title, currency_code, currency_rate," \
"discription, urgent, location_city, location_country, project_type, hireme, recommended_freelancer," \
"tags_categories, tags_name, qualification, invited_freelancer, time_free_bid_expire, sub_status," \
"project_language, project_url, time_submitted, budget_min, budget_max, bids_count, bids_stats," \
"selected_bids_time_awarded, hireme_initial_bids_id, hireme_initial_time_awarded, hireme_initial_bidder_id)" \
"VALUES (%s, %s, %s, '%s', '%s', %s, '%s', %s, '%s', '%s', '%s', %s, '%s', '%s', '%s', '%s', '%s', '%s', '%s', '%s', '%s', '%s', %s, %s, %s, %s, '%s', %s, '%s', %s)" % tuple(
result)
# print(sql)
# [print(ele) for ele in result]
cursor.execute(sql)
connection.commit()
SQL_SAVE_PROGRESS = "UPDATE PROJECT_PROGRESS SET has_record = 1 WHERE project_id = %s;" % (project['id'])
cursor.execute(SQL_SAVE_PROGRESS)
connection.commit()
# print('iter %d info finished'%(iter))
# insert selected bid information
if selected_bids != None:
for key, values in selected_bids.items():
# bid info
try:
selected_bid_id = values[0]["id"] if values[0]["id"] is not None else -1
except:
selected_bid_id = -1
try:
selected_bid_time_awarded = values[0]["time_awarded"] if values[0][
"time_awarded"] is not None else 0
except:
selected_bid_time_awarded = 0
try:
selectd_bid_bidder_id = values[0]["bidder_id"] if values[0]["bidder_id"] is not None else -1
except:
selectd_bid_bidder_id = -1
# number of bids
if values != None:
number_of_bids = len(values)
else:
number_of_bids = 0
sql = "UPDATE PROJECT SET selected_bids_time_awarded = '%s', selected_bids_id = %s, selected_bids_bidder_id = %s,number_of_selected_bids = %s" \
" WHERE project_id = %s" % (
convert_utc_to_date(selected_bid_time_awarded), selected_bid_id, selectd_bid_bidder_id,
number_of_bids, key)
# print(sql)
cursor.execute(sql)
connection.commit()
# print("update round %d finished"%(i))
# print("number of selected bid %d"%(len(values)))
# insert related employer information
if users != None:
for key, values in users.items():
# user_infomation
user_info = []
user_info.append(json.dumps(values['status']).replace("'", ""))
user_info.append(json.dumps(values['username']).replace("'", ""))
user_info.append(json.dumps(values['display_name']).replace("'", ""))
user_info.append(json.dumps(values['primary_language']).replace("'", ""))
try:
user_info.append(values['employer_reputation']['entire_history']['reviews'] if
values['employer_reputation']['entire_history']['reviews'] is not None else -1)
except:
user_info.append(-1)
try:
user_info.append(values['employer_reputation']['entire_history']['overall'] if
values['employer_reputation']['entire_history']['overall'] is not None else -1)
except:
user_info.append(-1)
try:
user_info.append(json.dumps(values['membership_package']['name']).replace("'", ""))
except:
user_info.append('null')
try:
user_info.append(json.dumps(values['location']['country']['name']).replace("'", ""))
except:
user_info.append('null')
user_info.append(
convert_utc_to_date(values['registration_date'] if values['registration_date'] is not None else 0))
user_info.append(key)
SQL_insert_user_info = "UPDATE PROJECT SET employer_verifications = '%s', employer_username = '%s', employer_displayname = '%s', " \
"employer_primary_language = '%s', employer_nreviews = %s, employer_rating = %s, employer_membership = '%s', " \
"employer_country = '%s', employer_since = '%s' WHERE owner_id = %s" % (
tuple(user_info))
cursor.execute(SQL_insert_user_info)
connection.commit()
else:
print("request error happen on round", index_id)
ERROR_SIGN_PROJECT = True
if(ERROR_SIGN_PROJECT == True):
SQL_SAVE_PROGRESS_ALL = "UPDATE PROJECT_PROGRESS SET extracted_info = 0 WHERE project_id = %s;"
cursor.executemany(SQL_SAVE_PROGRESS_ALL, [str(project) for project in projects_id])
connection.commit()
else:
SQL_SAVE_PROGRESS_ALL = "UPDATE PROJECT_PROGRESS SET extracted_info = 1 WHERE project_id = %s;"
cursor.executemany(SQL_SAVE_PROGRESS_ALL, [str(project) for project in projects_id])
connection.commit()
print('round %d finished' % (index_id))
print("number of project extracted:", number_of_project)
print("====================================================================================================================================")
'''
function to get projects info
'''
def get_project_info(project_list, cursor, connection):
'''
make request
'''
token_index = 0
params_list = []
urls = []
project_id_list = []
index_list = []
header_list = []
times = int((len(project_list)-1)/100)
for i in range(times+1):
#url
urls.append('https://www.freelancer.com/api/projects/0.1/projects/')
#header
token_index, token = generate_new_token(token_index)
h = {"Freelancer-OAuth-V1": token}
header_list.append(h)
#params
projects = project_list[i * 100:(i + 1) * 100]
projects_pass = [('projects[]', str(project_id)) for project_id in projects]
print(projects_pass)
params = [('frontend_project_statuses[]', '2'),
('full_description', 'true'),
('job_details','true'),
('qualification_details', 'true'),
('selected_bids', 'true'),
('user_details', 'true'),
('hireme_details', 'true'),
('invited_freelancer_details', 'true'),
('location_details','true'),
('user_status', 'true'),
('user_responsiveness', 'true'),
('user_employer_reputation', 'true'),
('user_membership_details', 'true'),
('user_financial_details', 'true')]
params.extend(projects_pass)
params_list.append(params)
#project_list
project_id_list.append(projects)
#index
index_list.append(i)
print("---------------------------------------------------------------------------------------")
print(header_list)
print(urls)
print(params_list)
print(index_list)
print("---------------------------------------------------------------------------------------")
#print(url)
tasks = [asyncio.ensure_future(get_each_requests(url, header, params, cursor, connection, index, projects_id)) for url, header, params, index, projects_id in zip(urls, header_list, params_list, index_list, project_id_list)]
loop = asyncio.get_event_loop()
error = 0
try:
loop.run_until_complete(asyncio.wait(tasks))
except:
error = 1
finally:
loop.run_until_complete(loop.shutdown_asyncgens())
loop.close()
return 0
'''
main
'''
# connecting to database and create table
connection = pymysql.connect("mshresearch.marshall.usc.edu","itroncos","ismr_pswd","freelancer" )
cursor = connection.cursor()
#cursor.execute("DROP TABLE IF EXISTS PROJECT")
first_time_sign = int(input("are you first time run project program?(yes - 1 or non 0)"))
if(first_time_sign == 1):
sql = """CREATE TABLE IF NOT EXISTS PROJECT (
project_id INT,
owner_id INT,
bid_period INT,
title TEXT ,
currency_code VARCHAR(100),
currency_rate FLOAT,
discription TEXT,
urgent BOOL,
location_city VARCHAR(100),
location_country VARCHAR(100),
project_type VARCHAR(20),
hireme BOOL,
recommended_freelancer TEXT NULL,
tags_categories TEXT,
tags_name TEXT,
qualification TEXT NULL,
invited_freelancer TEXT NULL,
time_free_bid_expire DATETIME,
sub_status VARCHAR(20),
project_language VARCHAR(100),
project_url VARCHAR(500),
time_submitted DATETIME,
budget_min FLOAT,
budget_max FLOAT,
bids_count INT,
bids_stats FLOAT,
selected_bids_id INT DEFAULT -1,
selected_bids_time_awarded DATETIME,
selected_bids_bidder_id INT DEFAULT -1,
number_of_selected_bids INT DEFAULT -1,
hireme_initial_bids_id INT DEFAULT -1,
hireme_initial_time_awarded DATETIME,
hireme_initial_bidder_id INT DEFAULT -1,
employer_verifications TEXT,
employer_username VARCHAR(500) DEFAULT 'null',
employer_displayname VARCHAR(500) DEFAULT 'null',
employer_primary_language VARCHAR(500) DEFAULT 'null',
employer_nreviews INT DEFAULT -1,
employer_rating FLOAT DEFAULT -1,
employer_membership VARCHAR(100) DEFAULT 'null',
employer_country VARCHAR(500) DEFAULT 'null',
employer_since DATETIME,
PRIMARY KEY(project_id))
"""
cursor.execute(sql)
connection.commit()
SQL_create_project_progress = """ CREATE TABLE IF NOT EXISTS PROJECT_PROGRESS (
project_id INT AUTO_INCREMENT,
extracted_info BOOL DEFAULT 0,
has_record BOOL DEFAULT 0,
PRIMARY KEY(project_id))
"""
cursor.execute(SQL_create_project_progress)
connection.commit()
SQL_set_auto_increment = """ alter table PROJECT_PROGRESS AUTO_INCREMENT= 15982540"""
SQL_set_charset_project_progress = "ALTER TABLE PROJECT_PROGRESS CHARACTER SET = utf8"
SQL_set_charset_project = "ALTER TABLE PROJECT CHARACTER SET = utf8"
cursor.execute(SQL_set_auto_increment)
connection.commit()
cursor.execute(SQL_set_charset_project)
connection.commit()
cursor.execute(SQL_set_charset_project_progress)
connection.commit()
index_list = []
for i in range(200000):
index_list.append([None])
SQL_initial_index = "INSERT INTO PROJECT_PROGRESS(project_id)VALUES(%s)"
cursor.executemany(SQL_initial_index, index_list)
connection.commit()
SQL_count_projects = "SELECT COUNT(project_id) FROM PROJECT_PROGRESS"
SQL_extracted_projects = "SELECT COUNT(project_id) FROM PROJECT_PROGRESS WHERE extracted_info = 1"
cursor.execute(SQL_count_projects)
number_of_project_in_progress_table = cursor.fetchall()
cursor.execute(SQL_extracted_projects)
number_of_project_extracted = cursor.fetchall()
SQL_has_record_projects = "SELECT COUNT(project_id) FROM PROJECT_PROGRESS WHERE extracted_info = 1 and has_record = 1"
cursor.execute(SQL_has_record_projects)
number_of_project_has_record = cursor.fetchall()
print("number of projects in project progress table:", number_of_project_in_progress_table[0][0])
print("number of project extracted", number_of_project_extracted[0][0])
print("number of project has records", number_of_project_has_record[0][0])
add_sign = int(input("do you want to add projects to projects progress table? yes - 1 or no - 0 "))
if add_sign == 1:
try:
add_number = int(input("how many projects do you want to add?"))
index_list = []
for i in range(add_number):
index_list.append([None])
SQL_initial_index = "INSERT INTO PROJECT_PROGRESS(project_id)VALUES(%s)"
cursor.executemany(SQL_initial_index, index_list)
connection.commit()
except:
connection.rollback()
print("error happen!")
finally:
SQL_count_projects = "SELECT COUNT(project_id) FROM PROJECT_PROGRESS"
SQL_extracted_projects = "SELECT COUNT(project_id) FROM PROJECT_PROGRESS WHERE extracted_info = 1"
cursor.execute(SQL_count_projects)
number_of_project_in_progress_table = cursor.fetchall()
cursor.execute(SQL_extracted_projects)
number_of_project_extracted = cursor.fetchall()
SQL_has_record_projects = "SELECT COUNT(project_id) FROM PROJECT_PROGRESS WHERE extracted_info = 1 and has_record = 1"
cursor.execute(SQL_has_record_projects)
number_of_project_has_record = cursor.fetchall()
print("number of projects in project progress table:", number_of_project_in_progress_table[0][0])
print("number of project extracted", number_of_project_extracted[0][0])
print("number of project has records", number_of_project_has_record[0][0])
number_extracted = int(input('how many project do you want to extracted?'))
SQL_get_begin_id = "SELECT project_id FROM PROJECT_PROGRESS WHERE extracted_info = 0 LIMIT %s"%(number_extracted)
cursor.execute(SQL_get_begin_id)
result = cursor.fetchall()
project_list = [ele[0] for ele in result]
print(project_list)
print(len(project_list))
start = time.time()
get_project_info(project_list, cursor, connection)
end = time.time()
print("time spends", end - start)
connection.close()