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oh_local_salaries.py
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import requests
from requests.adapters import HTTPAdapter
from scrapy import Selector
import csv
import os
#--------------------define variables-------------------
OUTPUT_FILE = 'oh_local_salaries.csv'
#-------------------------------------------------------
#--------------------define global functions------------
# -----------------------------------------------------------------------------------------------------------------------
class OhlocalScraper:
def __init__(self,
base_url='http://www.tos.ohio.gov/LocalSalary.aspx'
):
# define session object
self.session = requests.Session()
self.session.mount('https://', HTTPAdapter(max_retries=4))
# set proxy
# self.session.proxies.update({'http': 'http://127.0.0.1:40328'})
# define urls
self.base_url = base_url
def GetEntityType(self):
return [
{'Text': 'City', 'Value': '1'},
{'Text': 'County', 'Value': '2'},
{'Text': 'Library', 'Value': '7'},
{'Text': 'Special District', 'Value': '4'},
{'Text': 'Township', 'Value': '5'},
{'Text': 'Village', 'Value': '6'}
]
def GetEntityList(self, entity_type_value):
# set get data
params = {}
params['entityTypeID'] = entity_type_value
# set url
url = 'http://www.tos.ohio.gov/Transparency_Local.aspx/PopulateEntities'
# get request
ret = self.session.post(url, json=params)
if ret.status_code == 200:
return ret.json()['d']
else:
print('fail to get page data')
def GetPageData(self, entity_type_value, entity_value, start):
# set get data
params = {}
params['first_name'] = ''
params['last_name'] = ''
params['year'] = '0'
params['entity_type'] = entity_type_value
params['entity_name'] = entity_value
params['from'] = ''
params['to'] = ''
params['order_by'] = 'full_name,year desc'
params['start'] = start
# set url
url = self.base_url
# get request
ret = self.session.get(url, params=params)
if ret.status_code == 200:
if len(ret.text) > 0:
# print(ret.json())
return ret.json()['employees']
else:
return ''
else:
print('fail to get page data')
def WriteHeader(self):
# set headers
header_info = []
header_info.append('year')
header_info.append('name')
header_info.append('position')
header_info.append('gross_wage')
header_info.append('hourly_rate')
header_info.append('overtime')
header_info.append('entity_type')
header_info.append('entity_name')
# write header into output csv file
writer = csv.writer(open(OUTPUT_FILE, 'w'), delimiter=',', lineterminator='\n')
writer.writerow(header_info)
def WriteData(self, data):
# write data into output csv file
writer = csv.writer(open(OUTPUT_FILE, 'a'), delimiter=',', lineterminator='\n')
writer.writerow(data)
def Start(self):
# write header into output csv file
self.WriteHeader()
# get entity type list
print('getting entity type list')
entity_type_list = self.GetEntityType()
print(entity_type_list)
for entity_type in entity_type_list:
entity_type_value = entity_type['Value']
entity_type_text = entity_type['Text']
# get entity list
print('getting entity list for %s ...' % (entity_type_text))
entity_list = self.GetEntityList(entity_type_value)
print(entity_list)
for entity in entity_list:
entity_value = entity['Value']
entity_text = entity['Text']
# get and save page data
print('processing for %s:%s ...' % (entity_type_text, entity_text))
start = 0
while(True):
print('from %s' % (start))
employees = self.GetPageData(entity_type_value, entity_value, start)
# print(employees)
if employees == None or len(employees) == 0: break
for employee in employees:
# get data
data = [
employee['year'],
employee['full_name'],
employee['job_title'],
'$' + employee['total_gross_wages'],
employee['hourly_rate'],
employee['overtime'],
entity_type_text,
entity_text
]
# write data into output csv file
self.WriteData(data)
start += 500
# break
# break
# break
#------------------------------------------------------- main -------------------------------------------------------
def main():
# create scraper object
scraper = OhlocalScraper()
# start to scrape
scraper.Start()
if __name__ == '__main__':
main()