Python selenium模拟网页点击爬虫交管12123违章数据


Posted in Python onMay 26, 2021

在上一篇文章《Python教程—模拟网页点击爬虫定位系统》讲解怎么通过模拟点击方式爬取车辆定位数据,本次介绍怎么以模拟点击方式进入交管12123爬取车辆违章数据,本文直接讲解过程,使用的命令解释见上一篇文章。本文同《Python教程—模拟网页点击爬虫定位系统》同样为企业中实际的爬虫案例,如果之后想进入车企行业可以做个了解。

准备工具:spyder、selenium库、google浏览器及对应版本的chromedriver.exe

效果

Python selenium模拟网页点击爬虫交管12123违章数据

注:分享此案例目的是为了帮助同行解放双手,更好管理企业资产,本文程序以删除网址、账号密码,该网址比较麻烦的一点是开始点击登录的时候网页可能会有其他弹窗出现,使得原有路径改变,程序会因为找不到对应路径而报错,重新执行程序即可。除了模拟点击登录,还可以直接通过Cookie直接登录网页,这种方式就可以绕过登录的繁琐步骤。

调用库

from selenium import webdriver
import time
import csv
import datetime
from selenium.webdriver.common.by import By
from selenium.webdriver.support import expected_conditions as EC
from selenium.webdriver.support.wait import WebDriverWait
import math
import xlrd

读取需要查询的车牌号

Python selenium模拟网页点击爬虫交管12123违章数据

data = xlrd.open_workbook('cheliang.xlsx')

创建浏览,打开网页

opt = webdriver.ChromeOptions()   #创建浏览
#opt.set_headless()    #无窗口模式
driver = webdriver.Chrome(options=opt)  #创建浏览器对象
driver.maximize_window()   #最大化窗口
​
print("正在打开网页")
driver.get('') #打开网页

依次点击单位登录、输入账号、密码、点击验证码填写区域触发图片、勾选、输入验证码、点击登录

Python selenium模拟网页点击爬虫交管12123违章数据

time.sleep(3)     #加载等待
print("点击单位登录")
time.sleep(3)     #加载等待
driver.find_element_by_xpath("/html/body/div[1]/div[2]/div/div[2]/div[2]/button").click()#点击单位登录
​
time.sleep(3)     #加载等待
print("正在填写账号")
elem = driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[1]/div/input")
# 清空原有内容
elem.clear()
# 填入账号
elem.send_keys("")
​
time.sleep(1)     #加载等待
print("正在填写密码")
elem = driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[2]/div/input")
# 清空原有内容
elem.clear()
# 填入密码
elem.send_keys("")
​
time.sleep(1)     #加载等待
print("正在查看验证码")
driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[3]/div/input").click()#查看验证码
print("请输入验证码")
yanzhengma=input()
​
time.sleep(1)     #加载等待
driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[4]/div/label/input").click()#勾选
​
time.sleep(1)     #加载等待
# 填入验证码
elem = driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[3]/div/input")
elem.clear()
elem.send_keys(str(yanzhengma))
​
time.sleep(1)     #加载等待
print("正在登陆")
driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[5]/button").click()#点击

点击违法查询,设置查询时间

Python selenium模拟网页点击爬虫交管12123违章数据

driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[5]/button").click()#点击
 
time.sleep(3)     #加载等待
driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/ul/li[5]/a").click()#点击违法查询
 
time.sleep(1)     #加载等待
driver.find_element_by_xpath("/html/body/div[3]/div/div[2]/div[1]/div[2]/form/div[1]/div/div[1]/span/i").click()#点击选择日期
 
for i in range(3):
    time.sleep(0.5)     #加载等待
    driver.find_element_by_xpath("/html/body/div[6]/div[4]/table/thead/tr/th[1]/i").click()#点击
 
time.sleep(0.5)     #加载等待
driver.find_element_by_xpath("/html/body/div[6]/div[4]/table/tbody/tr/td/span[1]").click()#点击
 
time.sleep(0.5)     #加载等待
driver.find_element_by_xpath("/html/body/div[6]/div[3]/table/tbody/tr[2]/td[1]").click()#点击

循环依次查询每个车牌违章信息,每次都需要清空上次输入,填写本次查询车牌,识别有多少条数据,共多少页,每页最多展示10条,最后一页有多少条数据

Python selenium模拟网页点击爬虫交管12123违章数据

for ii in range(0,nrows):
    rowValues= table.row_values(ii) #某一行数据
    print('正在读取第'+str(ii+1)+'辆车')
# 填写车牌
    time.sleep(0.5)     #加载等待
    elem = driver.find_element_by_xpath("/html/body/div[3]/div/div[2]/div[1]/div[2]/form/div[3]/div/input")
    elem.clear()
    elem.send_keys(rowValues)#输入车牌
    time.sleep(0.1)     #加载等待
    driver.find_element_by_xpath("/html/body/div[3]/div/div[2]/div[1]/div[2]/form/div[4]/button").click()#点击查询
    time.sleep(0.5)     #加载等待
    result=driver.find_element_by_xpath("/html/body/div[3]/div/div[2]/div[2]/div[1]/div/p/span").text#总违章条数
    result=int(result)
    a=math.ceil(result/10)#总页数
    b=result%10 #除余

读取列表中的数据,其中扣分和罚款需要点击"查看详情",从弹窗中读取数据

result1=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[1]"))).text
result2=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[2]"))).text
result3=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[3]"))).text
result4=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[4]"))).text
result5=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[5]"))).text
result6=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[6]"))).text
result7=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[7]"))).text
WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[8]/a"))).click()#查看详情,打开弹窗
time.sleep(1)     #加载等待
result8=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//form[@class='form-horizontal']/div[7]/span[2]"))).text
result9=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//form[@class='form-horizontal']/div[8]/span[2]"))).text
result=[result1,result2,result3,result4,result5,result6,result7,result8,result9]
R.append(result)
WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//div[@class='modal-footer ui_modal']/button"))).click()#关闭弹窗
time.sleep(0.5)     #加载等待

每读取一辆车的数据就写入表格中

with open(wenjian,'w',encoding='utf-8',newline='') as fp:
    writer = csv.writer(fp)
    writer.writerows(R) #写入数据

完整代码

from selenium import webdriver
import time
import csv
import datetime
from selenium.webdriver.common.by import By
from selenium.webdriver.support import expected_conditions as EC
from selenium.webdriver.support.wait import WebDriverWait
import math
import xlrd
data = xlrd.open_workbook('cheliang.xlsx')
table = data.sheets()[0]
nrows = table.nrows #行数
ncols = table.ncols #列数
 
opt = webdriver.ChromeOptions()   #创建浏览
#opt.set_headless()    #无窗口模式
driver = webdriver.Chrome(options=opt)  #创建浏览器对象
driver.maximize_window()   #最大化窗口
 
print("正在打开网页")
driver.get('') #打开网页
 
time.sleep(3)     #加载等待
print("点击单位登录")
time.sleep(3)     #加载等待
driver.find_element_by_xpath("/html/body/div[1]/div[2]/div/div[2]/div[2]/button").click()#点击单位登录
 
time.sleep(3)     #加载等待
print("正在填写账号")
elem = driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[1]/div/input")
# 清空原有内容
elem.clear()
# 填入账号
elem.send_keys("")
 
time.sleep(1)     #加载等待
print("正在填写密码")
elem = driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[2]/div/input")
# 清空原有内容
elem.clear()
# 填入密码
elem.send_keys("")
 
time.sleep(1)     #加载等待
print("正在查看验证码")
driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[3]/div/input").click()#查看验证码
print("请输入验证码")
yanzhengma=input()
 
time.sleep(1)     #加载等待
driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[4]/div/label/input").click()#勾选
 
time.sleep(1)     #加载等待
# 填入验证码
elem = driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[3]/div/input")
elem.clear()
elem.send_keys(str(yanzhengma))
 
 
time.sleep(1)     #加载等待
print("正在登陆")
driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/div/div[2]/form[1]/div[5]/button").click()#点击
 
time.sleep(3)     #加载等待
driver.find_element_by_xpath("/html/body/div[4]/div/div[1]/ul/li[5]/a").click()#点击违法查询
 
time.sleep(1)     #加载等待
driver.find_element_by_xpath("/html/body/div[3]/div/div[2]/div[1]/div[2]/form/div[1]/div/div[1]/span/i").click()#点击选择日期
 
for i in range(3):
    time.sleep(0.5)     #加载等待
    driver.find_element_by_xpath("/html/body/div[6]/div[4]/table/thead/tr/th[1]/i").click()#点击
 
time.sleep(0.5)     #加载等待
driver.find_element_by_xpath("/html/body/div[6]/div[4]/table/tbody/tr/td/span[1]").click()#点击
 
time.sleep(0.5)     #加载等待
driver.find_element_by_xpath("/html/body/div[6]/div[3]/table/tbody/tr[2]/td[1]").click()#点击
 
wenjian=datetime.datetime.now().strftime('%Y-%m-%d-%H%M%S') #以开始时间作为数据导出的表格文件名
wenjian=wenjian+'.csv'
 
R=[]
for ii in range(0,nrows):
    rowValues= table.row_values(ii) #某一行数据
    print('正在读取第'+str(ii+1)+'辆车')
    # 填写车牌
    time.sleep(0.5)     #加载等待
    elem = driver.find_element_by_xpath("/html/body/div[3]/div/div[2]/div[1]/div[2]/form/div[3]/div/input")
    elem.clear()
    elem.send_keys(rowValues)#输入车牌
    time.sleep(0.1)     #加载等待
    driver.find_element_by_xpath("/html/body/div[3]/div/div[2]/div[1]/div[2]/form/div[4]/button").click()#点击查询
    time.sleep(0.5)     #加载等待
    result=driver.find_element_by_xpath("/html/body/div[3]/div/div[2]/div[2]/div[1]/div/p/span").text#总违章条数
    result=int(result)
    a=math.ceil(result/10)#总页数
    b=result%10 #除余
    
    for i in range(1,a):
        for j in range(1,11):
            
            result1=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[1]"))).text
            result2=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[2]"))).text
            result3=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[3]"))).text
            result4=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[4]"))).text
            result5=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[5]"))).text
            result6=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[6]"))).text
            result7=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[7]"))).text
            #result1=driver.find_element_by_xpath("//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[1]").text
            #result2=driver.find_element_by_xpath("//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[2]").text
            #result3=driver.find_element_by_xpath("//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[3]").text
            #result4=driver.find_element_by_xpath("//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[4]").text
            #result5=driver.find_element_by_xpath("//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[5]").text
            #result6=driver.find_element_by_xpath("//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[6]").text
            #result7=driver.find_element_by_xpath("//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[7]").text
            WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[8]/a"))).click()#查看详情,打开弹窗
            time.sleep(1)     #加载等待
            #driver.find_element_by_xpath("//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[8]/a").click()#点击列表中的元素
            #time.sleep(0.5)     #加载等待
            result8=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//form[@class='form-horizontal']/div[7]/span[2]"))).text
            result9=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//form[@class='form-horizontal']/div[8]/span[2]"))).text
            #result8=driver.find_element_by_xpath("//form[@class='form-horizontal']/div[7]/span[2]").text
            #result9=driver.find_element_by_xpath("//form[@class='form-horizontal']/div[8]/span[2]").text
            result=[result1,result2,result3,result4,result5,result6,result7,result8,result9]
            R.append(result)
            WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//div[@class='modal-footer ui_modal']/button"))).click()#关闭弹窗
            time.sleep(0.5)     #加载等待
            #driver.find_element_by_xpath("//div[@class='modal-footer ui_modal']/button").click()#点击列表中的元素
            #time.sleep(0.5)     #加载等待
            
        driver.find_element_by_link_text("下一页").click()#翻页
        time.sleep(0.5)     #加载等待   
        
    if b>0:
        for j in range(1,b+1):
            result1=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[1]"))).text
            result2=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[2]"))).text
            result3=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[3]"))).text
            result4=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[4]"))).text
            result5=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[5]"))).text
            result6=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[6]"))).text
            result7=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[7]"))).text
            WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[8]/a"))).click()#查看详情,打开弹窗
            time.sleep(1)     #加载等待
            result8=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//form[@class='form-horizontal']/div[7]/span[2]"))).text
            result9=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//form[@class='form-horizontal']/div[8]/span[2]"))).text
            result=[result1,result2,result3,result4,result5,result6,result7,result8,result9]
            R.append(result)
            WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//div[@class='modal-footer ui_modal']/button"))).click()#关闭弹窗
            time.sleep(0.5)     #加载等待
 
    if b==0:
        for j in range(1,11):
            result1=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[1]"))).text
            result2=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[2]"))).text
            result3=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[3]"))).text
            result4=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[4]"))).text
            result5=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[5]"))).text
            result6=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[6]"))).text
            result7=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[7]"))).text
            WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//table[@id='my-msg-list']/tbody/tr["+str(j)+"]/td[8]/a"))).click()#查看详情,打开弹窗
            time.sleep(1)     #加载等待
            result8=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//form[@class='form-horizontal']/div[7]/span[2]"))).text
            result9=WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//form[@class='form-horizontal']/div[8]/span[2]"))).text
            result=[result1,result2,result3,result4,result5,result6,result7,result8,result9]
            R.append(result)
            WebDriverWait(driver,10).until(EC.element_to_be_clickable((By.XPATH,"//div[@class='modal-footer ui_modal']/button"))).click()#关闭弹窗
            time.sleep(0.5)     #加载等待
   
    time.sleep(0.5)     #加载等待
    with open(wenjian,'w',encoding='utf-8',newline='') as fp:
        writer = csv.writer(fp)
        writer.writerows(R) #写入数据

到此这篇关于Python selenium模拟网页点击爬虫交管12123违章数据的文章就介绍到这了,更多相关Python selenium模拟点击爬虫内容请搜索三水点靠木以前的文章或继续浏览下面的相关文章希望大家以后多多支持三水点靠木!

Python 相关文章推荐
零基础写python爬虫之HTTP异常处理
Nov 05 Python
Python之re操作方法(详解)
Jun 14 Python
Win7下Python与Tensorflow-CPU版开发环境的安装与配置过程
Jan 04 Python
Django中间件工作流程及写法实例代码
Feb 06 Python
Python UnboundLocalError和NameError错误根源案例解析
Oct 31 Python
对python 操作solr索引数据的实例详解
Dec 07 Python
Django中URL的参数传递的实现
Aug 04 Python
python将时分秒转换成秒的实例
Dec 07 Python
python支持多线程的爬虫实例
Dec 21 Python
Django models filter筛选条件详解
Mar 16 Python
使用Python构造hive insert语句说明
Jun 06 Python
python绘制分布折线图的示例
Sep 24 Python
python scipy 稀疏矩阵的使用说明
python中os.path.join()函数实例用法
May 26 #Python
python实现简单的井字棋
May 26 #Python
python 办公自动化——基于pyqt5和openpyxl统计符合要求的名单
Python 循环读取数据内存不足的解决方案
May 25 #Python
python基于机器学习预测股票交易信号
Python数据可视化之绘制柱状图和条形图
You might like
php5数字型字符串加解密代码
2008/04/24 PHP
如何用PHP实现插入排序?
2013/04/10 PHP
php多用户读写文件冲突的解决办法
2013/11/06 PHP
php读取本地json文件的实例
2018/03/07 PHP
浅谈PHP SHA1withRSA加密生成签名及验签
2019/03/18 PHP
jQuery UI Dialog控件中的表单无法正常提交的解决方法
2010/12/19 Javascript
jQuery绑定事件不执行但alert后可以正常执行
2014/06/03 Javascript
javascript实时显示当天日期的方法
2015/05/20 Javascript
javascript实现对表格元素进行排序操作
2015/11/18 Javascript
JS实现的自定义显示加载等待图片插件(loading.gif)
2016/06/17 Javascript
jQuery禁用快捷键例如禁用F5刷新 禁用右键菜单等的简单实现
2016/08/31 Javascript
Zepto实现密码的隐藏/显示
2017/04/07 Javascript
Angular4自制一个市县二级联动组件示例
2017/11/21 Javascript
基于VUE实现的九宫格抽奖功能
2018/09/30 Javascript
vue element中axios下载文件(后端Python)
2019/05/10 Javascript
vue quill editor 使用富文本添加上传音频功能
2020/01/14 Javascript
jQuery实现日历效果
2020/09/11 jQuery
Python中subprocess模块用法实例详解
2015/05/20 Python
Python单元测试简单示例
2018/07/03 Python
Python sklearn KFold 生成交叉验证数据集的方法
2018/12/11 Python
Python实现的读取文件内容并写入其他文件操作示例
2019/04/09 Python
Python turtle绘画象棋棋盘
2019/08/21 Python
Atom Python 配置Python3 解释器的方法
2019/08/28 Python
如何基于python操作json文件获取内容
2019/12/24 Python
浅析Django中关于session的使用
2019/12/30 Python
Python识别处理照片中的条形码
2020/11/16 Python
求职推荐信
2013/10/28 职场文书
季度思想汇报
2014/01/01 职场文书
工地门卫岗位职责范本
2014/07/01 职场文书
三八妇女节趣味活动方案
2014/08/23 职场文书
放飞梦想演讲稿200字
2014/08/26 职场文书
反腐倡廉警示教育活动心得体会
2014/09/04 职场文书
2014年发展党员工作总结
2014/11/12 职场文书
环保主题班会教案
2015/08/13 职场文书
2016天猫双十一广告语
2016/01/28 职场文书
升级 Win11 还是坚守 Win10?微软 Win11 新系统缺失功能大盘点
2022/04/05 数码科技