import requests
from bs4 import BeautifulSoup
import re
import json
from tqdm import tqdm
class CoronaVirusSpider(object):
def __init__(self):
self.home_url = 'http://ncov.dxy.cn/ncovh5/view/pneumonia'
def get_content_from_url(self, url):
"""
根据url,获取相应内容的字符串数据
:param url:请求的url
:return:响应内容的字符串
"""
response = requests.get(url)
return response.content.decode()
def parse_home_page(self, home_page, tag_id):
"""
解析首页内容,获取解析后的Python数据
:param home_page: 首页内容
:return: 解析后的Python数据
"""
# 2.从疫情首页,提取最近一日各国疫情数据
soup = BeautifulSoup(home_page, 'html5lib')
script = soup.find(id=tag_id)
text = script.text
# 3.从疫情数据中,获取json格式的字符串
json_str = re.findall(r'\[.+\]', text)[0]
# 4.以json格式的字符串转换为Python类型
data = json.loads(json_str)
return data
def load(self, path):
"""
根据路径加载数据
:param path:
:return:
"""
with open(path, encoding="utf8") as fp:
data = json.load(fp)
return data
def save(self, data, path):
# 5.以json格式保存最近一日各国疫情数据
with open(path, 'w', encoding="utf8") as fp:
json.dump(data, fp, ensure_ascii=False)
def crawl_last_day_corona_virus(self):
"""
采集最近一天的各国信息
:return:
"""
# 1.发送请求,获取首页内容
home_page = self.get_content_from_url(self.home_url)
# 2.解析首页内容,获取最近一天的各国疫情
last_day_corona_virus = self.parse_home_page(home_page, tag_id='getListByCountryTypeService2true')
# 3.保存数据
self.save(last_day_corona_virus, 'data/last_day_corona_virus.json')
def crawl_corona_virus(self):
"""
采集1月23日以来各国疫情数据
:return:
"""
# 1.加载各国疫情数据
last_day_corona_virus = self.load('data/last_day_corona_virus.json')
corona_virus = self.parse_corona_virus(last_day_corona_virus, "采集数据")
# 5.把列表以json格式保存为文件
self.save(corona_virus, 'data/corona_virus.json')
def crawl_last_day_corona_virus_of_china(self):
"""
采集最近一日各省疫情数据
:return:
"""
# 1.发送请求,获取疫情首页
home_page = self.get_content_from_url(self.home_url)
# 2.解析疫情首页,获取最近一日各省疫情数据
last_day_corona_virus_of_china = self.parse_home_page(home_page, tag_id='getAreaStat')
# 3.保存疫情数据
self.save(last_day_corona_virus_of_china, 'data/last_day_corona_virus_of_china.json')
def crawl_corona_virus_of_china(self):
"""
采集从1月23日以来的全国各省疫情数据
:return:
"""
# 1.加载最近一日全国疫情信息,获取各省疫情url
last_day_corona_virus_of_china = self.load('data/last_day_corona_virus_of_china.json')
corona_virus = self.parse_corona_virus(last_day_corona_virus_of_china, "采集全国各省数据")
self.save(corona_virus, 'data/corona_virus_of_china.json')
def parse_corona_virus(self, last_day_corona_virus_of_china, desc):
# 定义列表,用于存储各省从1月22日以来的疫情数据
corona_virus = []
# 2.遍历各国疫情数据,获取统计的url
for country in tqdm(last_day_corona_virus_of_china, desc):
# 3.发送请求,获取各省从1月22日至今的json数据
statistics_data_url = country['statisticsData']
statistics_data_json_str = self.get_content_from_url(statistics_data_url)
# 4.把json数据转换为python类型的数据, 添加至列表中
statistics_data = json.loads(statistics_data_json_str)['data']
for one_day in statistics_data:
one_day['provinceName'] = country['provinceName']
if country.get('countryShortCode'):
one_day['countryShortCode'] = country['countryShortCode']
corona_virus.extend(statistics_data)
return corona_virus
def run(self):
self.crawl_last_day_corona_virus()
if __name__ == '__main__':
spider = CoronaVirusSpider()
spider.crawl_corona_virus()