想要做個新聞文本識別分類的項目,就先寫了個爬取百度新聞的爬蟲。
環境:win7 32 bit python3.4 若干第三方庫
可以實現的功能:定期按照百度新聞的分類抓取新聞的標題,所屬類別及文本內容,並自動存入數據庫(MySQL),同時發郵件到自己郵箱提醒。
缺陷:因新聞來源不同,網頁編碼不同,會出現少量的亂碼現象;存入數據庫未添加自動去重功能(自己手動去重其實也並不難,所以沒去研究這個)
STEP1: creat_dbtable.py鏈接數據庫創建表(也可直接通過操作MySQL)
# -*- coding: utf-8 -*-
"""
Created on Sun Nov 6 23:31:33 2016
@author: Administrator
"""
#數據庫創建操作
import MySQLdb
#打開數據庫鏈接
db = MySQLdb.Connect(host="localhost",user="root",passwd='你的密碼',db="test",use_unicode=True, charset="utf8")
cursor = db.cursor()
#如果數據已經存在,使用excute()方法刪除表
cursor.execute("DROP TABLE IF EXISTS news")
#創建數據表 SQL語句
sql = """CREATE TABLE news(
class VARCHAR(10) NOT NULL,
title VARCHAR(100),
text VARCHAR(15000)
)"""
cursor.execute(sql)
#關閉數據庫連接
db.close()
在MySQL看到表已經生成:

step2:為了了解每次的抓取情況,寫一個send_email.py來實現發送郵件的功能,這個文件在spider主文件里面來調用。
NOTE:這個往自己的郵箱發送郵件要在相應郵箱開啟服務獲取一個password才可以,這個網上教程也比較多,之后有空會補充。
#coding:utf-8
from email.header import Header
from email.mime.text import MIMEText
from email.utils import parseaddr, formataddr
import smtplib
def _format_addr(s):
name, addr = parseaddr(s)
return formataddr((Header(name,'utf-8').encode(), addr))
def send_ms(T):
from_addr = "1021550072@qq.com"
password = 'your-password'
to_addr = '1021550072@qq.com'
smtp_server = 'smtp.qq.com'
msg = MIMEText(T, 'plain', 'utf-8')
msg['From'] = _format_addr('Anyone')
msg['To'] = _format_addr('Echo')
msg['Subject'] = Header('The New Report', 'utf-8').encode()
server = smtplib.SMTP_SSL(smtp_server, 465, timeout=10)
server.set_debuglevel(0)
server.login(from_addr,password)
server.sendmail(from_addr, [to_addr], msg.as_string())
server.quit()
# send_ms(T)
step3:創建spider.py文件,實現具體功能。
# -*- coding: utf-8 -*-
"""
Created on Sun Nov 6 21:24:27 2016
@author: Administrator
"""
import re
import time
import requests
import numpy as np
import send_email
from bs4 import BeautifulSoup
from collections import Counter
import MySQLdb
start = time.time()
#打開數據庫鏈接
db = MySQLdb.Connect(host="localhost",user="root",passwd='password',db="test",use_unicode=True, charset="utf8")
cursor = db.cursor()
headers = {'User-Agent':"Mozilla/5.0 (Windows NT 6.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/53.0.2785.143 Safari/537.36"}
# 獲取首頁數據head_data
def get_head_data():
head_url = 'http://internet.baidu.com/'
data = requests.get(head_url,headers=headers)
data.encoding = 'gbk'
# print(data.status_code)
head_data = data.text
return head_data
# 獲取各新聞分類的title及href
def get_class(head_data):
title_href = {}
pa = re.compile(r'<a href="(http.*?.com/).*?>.*?(\w+)</a></li>')
ma = re.findall(pa,head_data)[1:-7]
ma = list(set(ma))[:-1]
# print(len(ma))
for i in range(len(ma)):
key = ma[i][1]
value = ma[i][0]
title_href[key] = value
# print(title_href)
return title_href
# 對於每個分類提取標題信息class_data
def get_class_data(class_url):
class_data = requests.get(class_url, headers=headers)
pa = re.compile(r'charset=(.*?)">')
charset = re.findall(pa,class_data.text)[0]
class_data.encoding = charset
# class_data.encoding = 'gbk'
class_data =class_data.text
soup = BeautifulSoup(class_data, 'lxml')
data = soup.findAll('a',{'target':'_blank'})
class_data = {}
for i in range(len(data)):
title = data[i].get_text()
href = data[i].get('href')
if len(title) > 10:
if not '下載' in title:
class_data[title] = href
return class_data
# 獲取每條新聞的具體文本內容,粗略抓取
def get_news_text(href):
try:
data = requests.get(href,headers=headers)
# data.encoding = 'gbk'
pa = re.compile(r'charset=(.*?)">')
charset = re.findall(pa,data.text)[0]
data.encoding = charset
data = BeautifulSoup(data.text,'lxml').get_text()
text = re.sub("[A-Za-z0-9\[\`\~\!\@\#\$\ \^\"\-\+\_\\&\\n\\t\*\(\)\=\|\{\}\'\:\;\'\,\[\]\.\<\>\/\?\~\!\@\#\\\&\*\%]", "", data)
except:
# print('get New Text fail...')
text = None
pass
return text
head_data = get_head_data()
title_href = get_class(head_data)
count = 0
for class_title,class_href in dict(title_href).items():
print(class_title)
# try:
class_data = get_class_data(class_href)
# except:
# print('get Class data fail...')
# pass
for news_title, news_url in class_data.items():
# print(news_title)
text = get_news_text(news_url)
sql = """INSERT INTO news\
SET class=%s, title=%s, text=%s"""
try:
cursor.execute(sql,(class_title,news_title,text))
db.commit()
count += 1
except:
# print('Save fail...')
pass
db.close()
end = time.time()
total_time = end - start
T1 = '本次抓取耗時%s'%str(total_time)
T2 = ' & 本次共抓取%s條新聞'%str(count)
T = T1+T2
# print(t1,t2)
send_email.send_ms(T)
數據庫存儲情況:

郵件詳情:

REMARK:關於windows定時任務,請參考這篇教程。
這是我自己計划任務的設置和運行情況


