有朋友要爬airbnb國(guó)內(nèi)各大城市房源數(shù)據(jù)寫(xiě)論文,正好有空閑時(shí)間,所以就寫(xiě)了下,詳情頁(yè)用的是JS加載所以在獲取詳情頁(yè)的時(shí)候采用了selenium模塊,最下面代碼展示了selenium獲取加載后網(wǎng)頁(yè)結(jié)構(gòu)的寫(xiě)法,有興趣的往下拉。
在搜索欄輸入成時(shí)候,出現(xiàn)以下url,所以將需要的城市寫(xiě)成列表添加進(jìn)紅框位置即可切換城市
將該頁(yè)面往下拉,翻頁(yè)標(biāo)簽,獲取翻頁(yè)標(biāo)簽內(nèi)的數(shù)字,并使用max函數(shù)獲取的最大值,這樣就得到了最大頁(yè)面的值
打開(kāi)chrome分析html,如下圖發(fā)現(xiàn)每個(gè)房源的href,這樣通過(guò)城市循環(huán)+翻頁(yè)循環(huán)+主頁(yè)和href的拼接,我們就獲取到所有城市的所有房源詳情的url
訪(fǎng)問(wèn)這些詳情url發(fā)現(xiàn)是用JS加載進(jìn)來(lái)的,所以這里我們需要用到selenium+phantomjs去模擬瀏覽的形式去獲取加載后的HTML,這里有個(gè)小技巧如果使用selenium獲取加載后的HTML速度較慢,所以將加載完畢后的HTML保存到本地,用本地去調(diào)試抓取詳情頁(yè)。
分析HTML后,發(fā)現(xiàn)需要的詳情信息在div#details里,其中通過(guò)div.col-md-9還分為幾個(gè)信息塊,這些信息塊不是每個(gè)url都會(huì)展示,所以需要通過(guò).about-this-listing-section-title去判斷前面的塊標(biāo)簽,再選取相應(yīng)的數(shù)據(jù)抽取策略(下圖是HTML標(biāo)簽特征)
好了,簡(jiǎn)單的分析就到這詳細(xì)具體請(qǐng)看下面代碼
import requests
from bs4 import BeautifulSoup
from selenium import webdriver
from selenium.webdriver.common.desired_capabilities import DesiredCapabilities
headers = {
"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) \
AppleWebKit/537.36 (KHTML, like Gecko) Chrome/56.0.2924.87 Safari/537.36",
"Connection": "keep-alive",
"Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,*/*;q=0.8",
"Accept-Language": "zh-CN,zh;q=0.8"
}
city_tuple = 'Shanghai', 'beijing', 'chengdu', 'chongqing', \
'hangzhou', 'guangzhou', 'nanjing', 'suzhou', \
'xian', 'qingdao'
for city_name in city_tuple:
city_url = 'https://zh.airbnb.com/s/{}--China?cdn_cn=1&s_tag=Ic3cziVn&allow_override%5B%5D='.format(city_name)
response = requests.get(city_url, headers=headers)
# print(response.text)
soup = BeautifulSoup(response.content, 'lxml')
soup.encode('utf-8')
# print(soup)
info_area = soup.select('div.cardGrid_o1rkka div a')
href_list = [_.get("href") for _ in info_area]
# print(href_list)
all_room_info_url_list = ['https://zh.airbnb.com/' + _ for _ in href_list]
page_num_list = soup.select('div > ul.buttonList_11hau3k > li')
max_page = max([int(_.get_text().strip()) for _ in page_num_list if _.get_text().strip().isdigit()])
# print(max_page)
for pg in range(1, max_page):
city_url_pg = city_url + '& section_offset = {}'.format(pg)
response = requests.get(city_url_pg, headers=headers)
info_area = soup.select('div.cardGrid_o1rkka div a')
href_list = [_.get("href") for _ in info_area]
room_info_url_list = ['https://zh.airbnb.com/' + _ for _ in href_list]
all_room_info_url_list.extend(room_info_url_list)
# 城市及該城市下所有url
print(city_name, all_room_info_url_list)
# 詳情頁(yè)
for info_url in all_room_info_url_list:
print('詳情頁(yè)url', info_url)
selenium_ua = headers["User-Agent"]
options = dict(DesiredCapabilities.PHANTOMJS)
options["phantomjs.page.settings.userAgent"] = selenium_ua
browser = webdriver.PhantomJS(desired_capabilities=options)
browser.get(info_url)
browser.implicitly_wait(60)
soup = BeautifulSoup(browser.page_source, 'lxml')
browser.close()
room_sorce_list = soup.select('div#details div.col-md-9')
# print(len(room_sorce_list))
# 評(píng)分
star_rate = soup.select_one('div.star-rating')
if star_rate is not None:
star_rate = star_rate.get('content')
print(star_rate)
# 每日價(jià)格
price = soup.select_one('span#book-it-price-string')
if price is not None:
price = price.get_text()
print(price)
section_title_list = [_.get_text() for _ in soup.select('.about-this-listing-section-title')]
# # 取出披露的項(xiàng)目列表
# print(section_title_list)
for idx_num, idx_title in enumerate(section_title_list):
print(idx_num, idx_title)
if idx_title == '商務(wù)差旅':
for i in room_sorce_list[idx_num].select('span > span'):
# 商務(wù)差旅
print(i.get_text())
if idx_title == '房源':
for i in room_sorce_list[idx_num].select('div.bottom-spacing-2'):
# 房源信息
print(i.get_text())
elif idx_title == '便利設(shè)施':
print('**可使用設(shè)施**')
for i in room_sorce_list[idx_num].select('strong'):
# 可使用設(shè)施
print(i.get_text())
print('**不可使用設(shè)施**')
for i in room_sorce_list[idx_num].select('del'):
# 不可使用設(shè)施
print(i.get_text())
elif idx_title == '收費(fèi)相關(guān)' or idx_title == '相關(guān)收費(fèi)':
for i in room_sorce_list[idx_num].select('div.bottom-spacing-2'):
# 收費(fèi)相關(guān)
print(i.get_text())
elif idx_title == '床位安排':
for i in room_sorce_list[idx_num].select('div.text-muted'):
# 床位安排
print(i.get_text())
elif idx_title == '《房屋守則》':
for i in room_sorce_list[idx_num].select('div.col-sm-12'):
# 《房屋守則》
print(i.get_text())
elif idx_title == '預(yù)訂取消政策':
for i in room_sorce_list[idx_num].select('p'):
# 預(yù)訂取消政策
print(i.get_text())
elif idx_title == '安全設(shè)施':
for i in room_sorce_list[idx_num].select('span'):
# 安全設(shè)施
print(i.get_text())
elif idx_title == '可訂狀態(tài)':
for i in room_sorce_list[idx_num].select('div.bottom-spacing-2')[:-1]:
# 可訂狀態(tài)
print(i.get_text())