作业一
要求:
▪
熟练掌握 Selenium 查找 HTML 元素、爬取 Ajax 网页数据、等待 HTML 元素等内
容。
▪
使用 Selenium 框架+ MySQL 数据库存储技术路线爬取“沪深 A 股”、“上证 A 股”、
“深证 A 股”3 个板块的股票数据信息。
1)代码
from selenium import webdriver
from selenium.webdriver.common.by import By
from selenium.webdriver import ChromeService
from selenium.webdriver import ChromeOptions
from selenium.webdriver.support.wait import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
import time
import pymysql
chrome_options = ChromeOptions()
chrome_options.add_argument('--disable-gpu')
chrome_options.binary_location = r"C:\Program Files\Google\Chrome\Application\chrome.exe"
chrome_options.add_argument('--disable-blink-features=AutomationControlled')
service = ChromeService(executable_path=r"C:\Users\ASUS\Desktop\chromedriver.exe")
driver = webdriver.Chrome(service=service,options=chrome_options)
driver.maximize_window()
# 连接scrapy数据库,创建表
try:
db = pymysql.connect(host='127.0.0.1',user='root',password='+ODKJmiQV6ye',port=3306,database='scrapy')
cursor = db.cursor()
cursor.execute('DROP TABLE IF EXISTS stockT')
sql = '''CREATE TABLE stockT(num varchar(32),id varchar(12),name varchar(32),Latest_quotation varchar(32),Chg varchar(12),up_down_amount varchar(12),
turnover varchar(16),transaction_volume varchar(16),amplitude varchar(16),highest varchar(32), lowest varchar(32),today varchar(32),yesterday varchar(32))'''
cursor.execute(sql)
except Exception as e:
print(e)
def spider(page_num):
cnt = 0
while cnt < page_num:
spiderOnePage()
driver.find_element(By.XPATH,'//a[@class="next paginate_button"]').click()
cnt +=1
time.sleep(2)
# 爬取一个页面的数据
def spiderOnePage():
time.sleep(3)
trs = driver.find_elements(By.XPATH,'//table[@id="table_wrapper-table"]//tr[@class]')
for tr in trs:
tds = tr.find_elements(By.XPATH,'.//td')
num = tds[0].text
id = tds[1].text
name = tds[2].text
Latest_quotation = tds[6].text
Chg = tds[7].text
up_down_amount = tds[8].text
turnover = tds[9].text
transaction_volume = tds[10].text
amplitude = tds[11].text
highest = tds[12].text
lowest = tds[13].text
today = tds[14].text
yesterday = tds[15].text
cursor.execute('INSERT INTO stockT VALUES ("%s","%s","%s","%s","%s","%s","%s","%s","%s","%s","%s","%s","%s")' % (num,id,name,Latest_quotation,
Chg,up_down_amount,turnover,transaction_volume,amplitude,highest,lowest,today,yesterday))
db.commit()
# 访问东方财富网
driver.get('https://www.eastmoney.com/')
# 访问行情中心
driver.get(WebDriverWait(driver,15,0.48).until(EC.presence_of_element_located((By.XPATH,'/html/body/div[6]/div/div[2]/div[1]/div[1]/a'))).get_attribute('href'))
# 访问沪深京A股
driver.get(WebDriverWait(driver,15,0.48).until(EC.presence_of_element_located((By.ID,'menu_hs_a_board'))).get_attribute('href'))
# 爬取两页的数据
spider(2)
driver.back()
# 访问上证A股
driver.get(WebDriverWait(driver,15,0.48).until(EC.presence_of_element_located((By.ID,'menu_sh_a_board'))).get_attribute('href'))
spider(2)
driver.back()
# 访问深证A股
driver.get(WebDriverWait(driver,15,0.48).until(EC.presence_of_element_located((By.ID,'menu_sz_a_board'))).get_attribute('href'))
spider(2)
try:
cursor.close()
db.close()
except:
pass
time.sleep(3)
driver.quit()
2)心得
在这次作业中,我深入学习了 Selenium。掌握查找 HTML 元素、爬取 Ajax 数据和等待元素的方法。利用 Selenium 和 MySQL,成功爬取沪深、上证、深证 A 股股票数据。过程中虽有困难,但解决问题后,提升了技能,也感受到技术融合的强大。
作业二
要求:
▪
熟练掌握 Selenium 查找 HTML 元素、实现用户模拟登录、爬取 Ajax 网页数据、
等待 HTML 元素等内容。
▪
使用 Selenium 框架+MySQL 爬取中国 mooc 网课程资源信息(课程号、课程名
称、学校名称、主讲教师、团队成员、参加人数、课程进度、课程简介)
1)代码
from selenium import webdriver
from selenium.webdriver.common.by import By
from selenium.webdriver import ChromeService
from selenium.webdriver import ChromeOptions
from selenium.webdriver.support.wait import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
import time
import pymysql
chrome_options = ChromeOptions()
chrome_options.add_argument('--disable-gpu')
chrome_options.binary_location = r"C:\Program Files\Google\Chrome\Application\chrome.exe"
chrome_options.add_argument('--disable-blink-features=AutomationControlled')
# chrome_options.add_argument('--headless') # 无头模式
service = ChromeService(executable_path=r"C:\Users\ASUS\Desktop\chromedriver.exe")
driver = webdriver.Chrome(service=service, options=chrome_options)
driver.maximize_window() # 使浏览器窗口最大化
# 连接MySql
try:
db = pymysql.connect(host='127.0.0.1', user='root', password='+ODKJmiQV6ye', port=3306, database='scrapy')
cursor = db.cursor()
cursor.execute('DROP TABLE IF EXISTS courseMessage')
sql = '''CREATE TABLE courseMessage(cCourse varchar(64),cCollege varchar(64),cTeacher varchar(16),cTeam varchar(256),cCount varchar(16),
cProcess varchar(32),cBrief varchar(2048))'''
cursor.execute(sql)
except Exception as e:
print(e)
# 爬取一个页面的数据
def spiderOnePage():
time.sleep(3) # 等待页面加载完成
courses = driver.find_elements(By.XPATH, '//*[@id="channel-course-list"]/div/div/div[2]/div[1]/div')
current_window_handle = driver.current_window_handle
for course in courses:
cCourse = course.find_element(By.XPATH, './/h3').text # 课程名
cCollege = course.find_element(By.XPATH, './/p[@class="_2lZi3"]').text # 大学名称
cTeacher = course.find_element(By.XPATH, './/div[@class="_1Zkj9"]').text # 主讲老师
cCount = course.find_element(By.XPATH, './/div[@class="jvxcQ"]/span').text # 参与该课程的人数
cProcess = course.find_element(By.XPATH, './/div[@class="jvxcQ"]/div').text # 课程进展
course.click() # 点击进入课程详情页,在新标签页中打开
Handles = driver.window_handles # 获取当前浏览器的所有页面的句柄
driver.switch_to.window(Handles[1]) # 跳转到新标签页
time.sleep(3) # 等待页面加载完成
# 爬取课程详情数据
# cBrief = WebDriverWait(driver,10,0.48).until(EC.presence_of_element_located((By.ID,'j-rectxt2'))).text
cBrief = driver.find_element(By.XPATH, '//*[@id="j-rectxt2"]').text
if len(cBrief) == 0:
cBriefs = driver.find_elements(By.XPATH, '//*[@id="content-section"]/div[4]/div//*')
cBrief = ""
for c in cBriefs:
cBrief += c.text
# 将文本中的引号进行转义处理,防止插入表格时报错
cBrief = cBrief.replace('"', r'\"').replace("'", r"\'")
cBrief = cBrief.strip()
# 爬取老师团队信息
nameList = []
cTeachers = driver.find_elements(By.XPATH, '//div[@class="um-list-slider_con_item"]')
for Teacher in cTeachers:
name = Teacher.find_element(By.XPATH, './/h3[@class="f-fc3"]').text.strip()
nameList.append(name)
# 如果有下一页的标签,就点击它,然后继续爬取
nextButton = driver.find_elements(By.XPATH, '//div[@class="um-list-slider_next f-pa"]')
while len(nextButton)!= 0:
nextButton[0].click()
time.sleep(3)
cTeachers = driver.find_elements(By.XPATH, '//div[@class="um-list-slider_con_item"]')
for Teacher in cTeachers:
name = Teacher.find_element(By.XPATH, './/h3[@class="f-fc3"]').text.strip()
nameList.append(name)
nextButton = driver.find_elements(By.XPATH, '//div[@class="um-list-slider_next f-pa"]')
cTeam = ','.join(nameList)
driver.close() # 关闭新标签页
driver.switch_to.window(current_window_handle) # 跳转回原始页面
try:
cursor.execute('INSERT INTO courseMessage VALUES ("%s","%s","%s","%s","%s","%s","%s")' % (
cCourse, cCollege, cTeacher, cTeam, cCount, cProcess, cBrief))
db.commit()
except Exception as e:
print(e)
# 访问中国大学慕课
driver.get('https://www.icourse163.org/')
# 访问国家精品课程
driver.get(WebDriverWait(driver, 10, 0.48).until(
EC.presence_of_element_located((By.XPATH, '//*[@id="app"]/div/div/div[1]/div[1]/div[1]/span[1]/a'))).get_attribute(
'href'))
spiderOnePage() # 爬取第一页的内容
count = 1
'''翻页操作'''
# 下一页的按钮
next_page = driver.find_element(By.XPATH, '//*[@id="channel-course-list"]/div/div/div[2]/div[2]/div/a[10]')
# 如果还有下一页,那么该标签的class属性为_3YiUU
while next_page.get_attribute('class') == '_3YiUU ':
if count == 3:
break
count += 1
next_page.click() # 点击按钮实现翻页
spiderOnePage() # 爬取一页的内容
next_page = driver.find_element(By.XPATH, '//*[@id="channel-course-list"]/div/div/div[2]/div[2]/div/a[10]')
try:
cursor.close()
db.close()
except:
pass
time.sleep(3)
driver.quit()
2)心得
熟练掌握 Selenium 各项技能,从查找元素、模拟登录,到应对 Ajax 数据。利用 Selenium 与 MySQL,成功爬取中国 mooc 网课程信息。过程中克服不少难题,不仅提升了技术水平,更体会到网络数据挖掘的价值。
作业三
要求:
• 掌握大数据相关服务,熟悉 Xshell 的使用
• 完成文档 华为云_大数据实时分析处理实验手册-Flume 日志采集实验(部
分)v2.docx 中的任务,即为下面 5 个任务,具体操作见文档
1)截图
2)心得
通过这次实验,我掌握了大数据相关服务,对 Xshell 的使用更加熟悉。在完成华为云 Flume 日志采集实验部分任务时,深入理解了流程,提升了实践能力,也感受到大数据处理的魅力与挑战。