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本文字数： 34k 阅读时长 ≈ 31 分钟

借助Python、BeautifulSoup、jieba分词等工具实现对网页信息的爬取。

1. 根据输入的一线城市列表获取目标城市URL

输入：自定义一线城市列表

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firsttiercity_name_list = ["北京","上海","广州","深圳",
"成都","杭州","重庆","西安","苏州","武汉","南京",
"天津","郑州","长沙","东莞","佛山","青岛","沈阳"]

输出：在当前文件夹种输出格式为城市：本地宝城市总览网址的firsttiercity_url_dict.json文件

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{
    "北京": "http://bj.bendibao.com/",
    "上海": "http://sh.bendibao.com/",
    "广州": "http://gz.bendibao.com/",
    "深圳": "http://sz.bendibao.com/",
    "成都": "http://cd.bendibao.com/",
    "杭州": "http://hz.bendibao.com/",
    "重庆": "http://cq.bendibao.com/",
    "西安": "http://xa.bendibao.com/",
    "苏州": "http://suzhou.bendibao.com/",
    "武汉": "http://wh.bendibao.com/",
    "南京": "http://nj.bendibao.com/",
    "天津": "http://tj.bendibao.com/",
    "郑州": "http://zz.bendibao.com/",
    "长沙": "http://cs.bendibao.com/",
    "东莞": "http://dg.bendibao.com/",
    "佛山": "http://fs.bendibao.com/",
    "青岛": "http://qd.bendibao.com/",
    "沈阳": "http://sy.bendibao.com/"
}

实现：01_getcityurl.py

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import io
import sys
# 改变标准输出的默认编码
sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding = 'utf8')

from bs4 import BeautifulSoup
import requests
import json


# 初始化soup对象
# page = page.get('http://m.bendibao.com/city.php')
page = requests.get('http://www.bendibao.com/city.htm')
page.encoding = 'utf-8'

soup = BeautifulSoup(page.text, "html.parser")


########## 所有城市city_sum_dict ##########
# 搜集所有城市名及对应url【以键-值对形式 存入字典city_sum_dict】
soup = soup.find_all("a")

city_sum_dict = {}

for i in soup:
    if i.has_attr('href'):
        city_sum_dict[i.string] = i["href"]

# print(city_sum_dict)



# city_sum_dict写入txt文件
fileWriter = open('E:/File/VSCode/User/Code_py/course/requirementengineering/homework/city_sum_dict.txt', 'w+', encoding='utf-8')
fileWriter.write(str(city_sum_dict)) #把字典转化为str
fileWriter.close()

# city_sum_dict写入json文件
jsObj = json.dumps(city_sum_dict,ensure_ascii=False,indent=4)

jsonWriter = open('E:/File/VSCode/User/Code_py/course/requirementengineering/homework/city_sum_dict.json', 'w', encoding='utf-8')
jsonWriter.write(jsObj)
jsonWriter.close()

# 读取city_sum_dict.json文件并转化为dict
with open("E:/File/VSCode/User/Code_py/course/requirementengineering/homework/city_sum_dict.json",'r', encoding='UTF-8') as f:
    load_dict = json.load(f)
# print(load_dict)


########## 一线城市url_list ##########
# 定义一线城市list
firsttiercity_name_list = ["北京","上海","广州","深圳",
"成都","杭州","重庆","西安","苏州","武汉","南京",
"天津","郑州","长沙","东莞","佛山","青岛","沈阳"]

# 过滤一线城市url
firsttiercity_url_list = []

for firsttiercity_name in firsttiercity_name_list:
    firsttiercity_url_list.append(city_sum_dict[firsttiercity_name])

# print(firsttiercity_url_list)

# 一线城市URL写入txt文件
fileObject = open('E:/File/VSCode/User/Code_py/course/requirementengineering/homework/firsttiercity_url_list.txt', 'w', encoding='utf-8')  
for url in firsttiercity_url_list:  
    fileObject.write(url)  
    fileObject.write('\n')  
fileObject.close()



########## 一线城市url_dict ##########
firsttiercity_url_dict = {}

for firsttiercity_name in firsttiercity_name_list:
    firsttiercity_url_dict[firsttiercity_name] = city_sum_dict[firsttiercity_name]
# print(firsttiercity_url_dict)

# firsttiercity_url_dict写入json文件
jsonObject = json.dumps(firsttiercity_url_dict,ensure_ascii=False,indent=4)

jsonWriter = open('E:/File/VSCode/User/Code_py/course/requirementengineering/homework/firsttiercity_url_dict.json', 'w', encoding='utf-8')
jsonWriter.write(jsonObject)
jsonWriter.close()



2. 拼接搜索URL

输入：步骤1生成的firsttiercity_url_dict.json

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{
    "北京": "http://bj.bendibao.com/",
    "上海": "http://sh.bendibao.com/",
    "广州": "http://gz.bendibao.com/",
    "深圳": "http://sz.bendibao.com/",
    "成都": "http://cd.bendibao.com/",
    "杭州": "http://hz.bendibao.com/",
    "重庆": "http://cq.bendibao.com/",
    "西安": "http://xa.bendibao.com/",
    "苏州": "http://suzhou.bendibao.com/",
    "武汉": "http://wh.bendibao.com/",
    "南京": "http://nj.bendibao.com/",
    "天津": "http://tj.bendibao.com/",
    "郑州": "http://zz.bendibao.com/",
    "长沙": "http://cs.bendibao.com/",
    "东莞": "http://dg.bendibao.com/",
    "佛山": "http://fs.bendibao.com/",
    "青岛": "http://qd.bendibao.com/",
    "沈阳": "http://sy.bendibao.com/"
}

输出拼接后的城市查询地址query_url_dict.json

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{
    "北京": "http://sou.bj.bendibao.com/cse/search?s=7051554220027203607&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "上海": "http://sou.sh.bendibao.com/cse/search?s=12807205856148454789&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "广州": "http://sou.gz.bendibao.com/cse/search?s=10190895427996171080&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "深圳": "http://sou.sz.bendibao.com/cse/search?s=906193989229995552&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "成都": "http://sou.cd.bendibao.com/cse/search?s=15731869327443140085&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "杭州": "http://sou.hz.bendibao.com/cse/search?s=11457561071421451482&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "重庆": "http://sou.cq.bendibao.com/cse/search?s=6301398252510949794&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "西安": "http://sou.xa.bendibao.com/cse/search?s=11666388847847429448&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "苏州": "http://sou.suzhou.bendibao.com/cse/search?s=637018802303739847&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "武汉": "http://sou.wh.bendibao.com/cse/search?s=5547445145785787491&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "南京": "http://sou.nj.bendibao.com/cse/search?s=2918411567815750906&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "天津": "http://sou.tj.bendibao.com/cse/search?s=17087605202251801751&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "郑州": "http://sou.zz.bendibao.com/cse/search?s=4968629256704335999&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "长沙": "http://sou.cs.bendibao.com/cse/search?s=12690326376374687614&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "东莞": "http://sou.dg.bendibao.com/cse/search?s=3615975016523818592&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "佛山": "http://sou.fs.bendibao.com/cse/search?s=4350920351150634063&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "青岛": "http://sou.qd.bendibao.com/cse/search?s=2551185101610342635&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
    "沈阳": "http://sou.sy.bendibao.com/cse/search?s=1645829074212590277&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96"
}

实现

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import io
import sys
# 改变标准输出的默认编码
sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding = 'utf8')

from bs4 import BeautifulSoup
import requests
import json
import urllib.parse
import re


########## 获取搜索框input标签属性s的value ##########

# 定义一线城市list
firsttiercity_name_list = ["北京","上海","广州","深圳",
"成都","杭州","重庆","西安","苏州","武汉","南京",
"天津","郑州","长沙","东莞","佛山","青岛","沈阳"]

# 从本地文件读取firsttiercity_url_dict.json文件并转化为dict
with open("E:/File/VSCode/User/Code_py/course/requirementengineering/homework/firsttiercity_url_dict.json",'r', encoding='UTF-8') as f:
    firsttiercity_url_dict = json.load(f)




# 1. 进入目标城市页面
# 2. 通过soup检索标签 <input name="s" value="5547445145785787491" type="hidden">
#   2.1获取该城市的搜索参数s的value值
# 3. 拼接搜索url
# 4. 存入query_url_dict
query_url_dict = {}

for firsttiercity_name in firsttiercity_name_list:
    page = requests.get(firsttiercity_url_dict[firsttiercity_name])
    page.encoding = 'utf-8'

    soup = BeautifulSoup(page.text, "html.parser")
    tag = soup.find("input", attrs = {"name": "s", "type": "hidden"})   # 查找input标签，获取该城市属性s的value值
    query_url = "http://sou." + re.findall(r"http://(.+?).bendibao.com/", firsttiercity_url_dict[firsttiercity_name])[0] + ".bendibao.com/cse/search?s=" + tag['value'] + "&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96"
    query_url_dict[firsttiercity_name] = query_url

# query_url_dict写入json文件
jsonObject = json.dumps(query_url_dict,ensure_ascii=False,indent=4)
jsonWriter = open('E:/File/VSCode/User/Code_py/course/requirementengineering/homework/query_url_dict.json', 'w', encoding='utf-8')
jsonWriter.write(jsonObject)
jsonWriter.close()
###########################################



3. 遍历城市URL列表，搜索过滤目标信息，最后将指定信息封装

输入 步骤2得到的query_url_dict.json

实现

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# -*-coding:utf-8 -*-

import io
import sys

from bs4 import BeautifulSoup
import requests
import json
import re           # 正则表达式库
import collections  # 词频统计库
import numpy as np  # numpy数据处理库
import jieba        # 结巴分词

# 改变标准输出的默认编码
sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding = 'utf8')


###### 封装数据结构 ######
pagemessage_dict = {}           # 页面详情信息【key: title, time, url, text】
policy_searchresult_list = []   # 政策搜索页面列表【elem: pagemessage_dict】
cityinformation_dict = {}       # 一个城市的所有数据封装为一个字典【key: city_search_url, policy_searchresult_list】
sum_dict = {}                   # 汇总所有城市数据的字典(最外层字典)【key: city_name】


########## 提示信息 ##########
print("数据处理中...")


########## 整合数据并生成最终文件sum_dict.json ##########


# 定义所需（一线）城市list
firsttiercity_name_list = ["北京","上海","广州","深圳",
"成都","杭州","重庆","西安","苏州","武汉","南京",
"天津","郑州","长沙","东莞","佛山","青岛","沈阳"]

# 从本地文件读取query_url_dict.json文件并转化为dict
with open("E:/File/VSCode/User/Code_py/course/requirementengineering/homework/query_url_dict.json",'r', encoding='UTF-8') as f:
    query_url_dict = json.load(f)


########## 按城市读取、解析、封装数据 ##########
for city_name in firsttiercity_name_list:
    # 初始化封装结构【用于封装城市】
    cityinformation_dict = {}       # 一个城市的所有数据封装为一个字典【key: city_search_url, policy_searchresult_list】
    # 加载页面数据
    page = requests.get(query_url_dict[city_name])
    page.encoding = 'utf-8'
    soup = BeautifulSoup(page.text, "html.parser")


    policy_searchresult_list = []   # 政策搜索页面列表【elem: pagemessage_dict】
    num_page = 0                    # 搜索结果计数器
    result_pages = soup.find_all("div", attrs = {"class": "result f s0"})   # 网页模块标签：<div class="result f s0">
    for result_page in result_pages:
        if num_page >= 5:   # 设定最多筛选5个合法搜索结果
            break
        soup_page = BeautifulSoup(str(result_page), "html.parser")
        c_showurl = soup_page.find("span", attrs = {"class": "c-showurl"}).text
        try:
            m_time = re.match(r'^(.*)(\d{4})(\-\d{1,2}\-\d{1,2})$', c_showurl)   # 正则表达式提取页面发布时间
            # 筛选时间在2021年后
            if (int(m_time.group(2)) >= 2021):
                # 初始化封装结构【用于封装页面】
                pagemessage_dict = {}
                target_url = soup_page.find("a", attrs = {"cpos": "title", "target": "_blank"}).get('href')
                title = soup_page.find("a", attrs = {"cpos": "title", "target": "_blank"}).text
                page_detail = requests.get(target_url)

                #################### 正文处理 ####################

                page_detail = requests.get(target_url)
                page_detail.encoding = 'utf-8'
                soup_detail = BeautifulSoup(page_detail.text, "html.parser")

                # 1.获取<div class="content" id="bo">标签
                soup_bo_tag = soup_detail.find("div", attrs = {"class": "content", "id": "bo"})

                # 2.遍历该标签的所有子节点p标签，获取起text
                soup_bo = BeautifulSoup(str(soup_bo_tag), "html.parser")

                # 获取正文，过滤广告信息。
                soup_p_tags = soup_bo.find_all("p")
                body_text_init = ""
                for p_tag in soup_p_tags:
                    soup_p_tag = BeautifulSoup(str(p_tag), "html.parser")
                    body_text_init = body_text_init + soup_p_tag.text
                
                ########## 特殊符号过滤 ##########
                body_text_init = re.findall(r'[^》》➤▶•]',body_text_init,re.S) 
                body_text_init = "".join(body_text_init)

                ########## 广告过滤 ##########
                try:
                    m_body = re.match(r'^(.*)(温馨)(.*)$', body_text_init)   # 正则表达式去广告“温馨提示...”
                    body_text_init = m_body.group(1)
                except (AttributeError):
                    pass    # 无脏数据
                try:
                    m_body = re.match(r'^(.*)(小编)(.*)$', body_text_init)   # 正则表达式去广告“小编提醒...”
                    body_text_init = m_body.group(1)         # 正文内容
                except (AttributeError):
                    pass    # 无脏数据
                try:
                    m_body = re.match(r'^(.*)(【重要提醒】)(.*)$', body_text_init)   # 正则表达式去广告“【重要提醒】...”
                    body_text_init = m_body.group(1)         # 正文内容
                except (AttributeError):
                    pass    # 无脏数据

                ########## 词频统计分析 ##########
                # 文本预处理
                pattern = re.compile(u'\t|\n|\.|-|:|;|\)|\(|\?|"') # 定义正则表达式匹配模式
                string_data = re.sub(pattern, '', body_text_init) # 将符合模式的字符去除

                # 文本分词
                seg_list_exact = jieba.cut(string_data, cut_all = False) # 精确模式分词
                object_list = []
                remove_words = [u'的',u'，',u'和', u'是', u'随着', u'对于', u'对',u'等',u'能',u'都',u'。',u' ',u'、',u'中',u'在',u'了',"锡",
                                u'通常',u'如果',u'我们',u'需要','\u3000','\u2003','》',u'或',u'可',u'不',u'人',u'：',u'以上','➤',u'；',u'“',u'”','为',
                                u'本市',u'取得',u'具有',u'及其',u'紧缺',u'并',u'年',u'月',u'及',u'复印件',u'或者',u'提供',u'急需',u"内","①",
                                '1','2','3','4','5',u'以',u'万元','（','）',"/",u"新",u"由",u"到",u"个",u"市"," ","2021","|","《","—",
                                u"后",u"类",u"含","D","元","/","➣","√","★","+",">",u"不满",u"名","【","】",u"第",u"给予",u"元",u"城"] # 自定义去除词库

                for word in seg_list_exact: # 循环读出每个分词
                    if word not in remove_words: # 如果不在去除词库中
                        object_list.append(word) # 分词追加到列表

                # 词频统计
                wordcounts_list = collections.Counter(object_list) # 对分词集合按词频排序
                wordcounts_list_top6 = wordcounts_list.most_common(6) # 获取前6最高频的词

                ########## 数据封装 ##########
                pagemessage_dict['title'] = title                    # 文章标题
                pagemessage_dict['time'] = m_time.group(2) + m_time.group(3)   # 发布时间
                pagemessage_dict['url'] = target_url                 # 文章链接
                pagemessage_dict['key-words'] = wordcounts_list_top6 # 词频统计
                pagemessage_dict['text'] = body_text_init            # 核心内容

                #################### 正文处理结束 ####################

                ########## 页面填入搜索结果列表 ##########
                policy_searchresult_list.append(pagemessage_dict)
                num_page += 1
        except (AttributeError):
            pass   # print("串'" + c_showurl + "'未找到匹配时间...")
    
    ########## 封装城市字典 ##########
    cityinformation_dict["city_search_url"] = query_url_dict[city_name]
    cityinformation_dict["policy_searchresult_list"] = policy_searchresult_list

    ########## 封装最外层字典 ##########
    sum_dict[city_name] = cityinformation_dict


########## sum_dict写入json文件 ##########
jsonObject = json.dumps(sum_dict,ensure_ascii=False,indent=4)
jsonWriter = open('E:/File/VSCode/User/Code_py/course/requirementengineering/homework/sum_dict.json', 'w', encoding='utf-8')
jsonWriter.write(jsonObject)
jsonWriter.close()



########## 提示信息 ##########
print("数据处理结束，已保存至sum_dict.json")

输出 sum_dict.json

以下输出结果是程序编写完成时隔一年后所得，由于本地宝网页格式发生变化，所以未获取到关键词和text，读者可自行根据本地宝dom树结构稍作修改即可。

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{
    "北京": {
        "city_search_url": "http://sou.bj.bendibao.com/cse/search?s=7051554220027203607&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": [
            {
                "title": "2022北京经开区技能人才联合培养补贴政策(一图了解)- 北京本地宝",
                "time": "2022-11-23",
                "url": "http://bj.bendibao.com/zffw/2007727/323547.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022年北京各区人才引进申报汇总(持续更新)- 北京本地宝",
                "time": "2022-3-10",
                "url": "http://bj.bendibao.com/news/2009526/309441.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022北京中考高端技术技能人才贯通培养项目招生政策- 北京本地宝",
                "time": "2022-6-30",
                "url": "http://bj.bendibao.com/news/2009526/320051.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022至2024年度北京石景山就业优惠政策有哪些?- 北京本地宝",
                "time": "2022-7-8",
                "url": "http://bj.bendibao.com/zffw/2007728/320621.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "北京毕业生人才引进落户条件有哪些?- 北京本地宝",
                "time": "2022-11-30",
                "url": "http://bj.bendibao.com/news/2009526/296395.shtm",
                "key-words": [],
                "text": ""
            }
        ]
    },
    "上海": {
        "city_search_url": "http://sou.sh.bendibao.com/cse/search?s=12807205856148454789&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": [
            {
                "title": "2022上海人才引进落户细则(官方原文)- 上海本地宝",
                "time": "2022-8-15",
                "url": "http://sh.bendibao.com/news/2008219/248288.htm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "金山区人才积分有什么优惠政策- 上海本地宝",
                "time": "2022-8-18",
                "url": "http://sh.bendibao.com/news/2008219/257925.htm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "上海青浦区人才购房补贴政策(最新)- 上海本地宝",
                "time": "2022-11-17",
                "url": "http://sh.bendibao.com/zffw/202292/258841.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "上海人才引进家属随迁政策- 上海本地宝",
                "time": "2022-11-25",
                "url": "http://sh.bendibao.com/zffw/202288/257092.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "上海人才租房补贴申请条件(最新)- 上海本地宝",
                "time": "2022-11-15",
                "url": "http://sh.bendibao.com/zffw/197011/262428.shtm",
                "key-words": [],
                "text": ""
            }
        ]
    },
    "广州": {
        "city_search_url": "http://sou.gz.bendibao.com/cse/search?s=10190895427996171080&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": [
            {
                "title": "2022广州市高层次卫生人才引进培养项目实施办法- 广州本地宝",
                "time": "2022-11-29",
                "url": "http://gz.bendibao.com/z/hukou/2020618/269103.shtml",
                "key-words": [],
                "text": ""
            },
            {
                "title": "广州天河区人才公寓准入条件- 广州本地宝",
                "time": "2022-10-17",
                "url": "http://gz.bendibao.com/life/2022614/316953.shtml",
                "key-words": [],
                "text": ""
            },
            {
                "title": "黄埔区新引进人才住房补贴政策- 广州本地宝",
                "time": "2022-10-18",
                "url": "http://gz.bendibao.com/life/2010611/326454.shtml",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022黄埔人才入户补贴可以通过个人申请吗- 广州本地宝",
                "time": "2022-11-25",
                "url": "http://gz.bendibao.com/life/20221011/326076.shtml",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022广东省属单位人才引进入户广州办理对象及条件一览- 广州本地宝",
                "time": "2022-11-30",
                "url": "http://m.gz.bendibao.com/mip/245256.html",
                "key-words": [],
                "text": ""
            }
        ]
    },
    "深圳": {
        "city_search_url": "http://sou.sz.bendibao.com/cse/search?s=906193989229995552&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": [
            {
                "title": "2022年深圳在职人才引进秒批政策- 深圳本地宝",
                "time": "2022-1-6",
                "url": "http://bsy.sz.bendibao.com/bsyDetail/619003.html",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022深圳市新引进博士人才生活补贴申请指南- 深圳本地宝",
                "time": "2022-11-22",
                "url": "http://bsy.sz.bendibao.com/bsyDetail/635634.html",
                "key-words": [],
                "text": ""
            },
            {
                "title": "深圳可售型人才房购买条件- 深圳本地宝",
                "time": "2022-11-10",
                "url": "http://sz.bendibao.com/news/20221110/907860.htm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "深圳市技能人才引进紧缺职业目录(2022年)- 深圳本地宝",
                "time": "2022-3-22",
                "url": "http://bsy.sz.bendibao.com/bsyDetail/617365.html",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022深圳市新引进博士人才生活补贴哪些情况不可以申请- 深圳本地宝",
                "time": "2022-11-28",
                "url": "http://bsy.sz.bendibao.com/bsyDetail/635642.html",
                "key-words": [],
                "text": ""
            }
        ]
    },
    "成都": {
        "city_search_url": "http://sou.cd.bendibao.com/cse/search?s=15731869327443140085&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": [
            {
                "title": "2023年四川轻化工大学人才引进政策- 成都本地宝",
                "time": "2022-11-16",
                "url": "http://cd.bendibao.com/job/2022929/145661.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "成都人才落户政策2022(最新消息)- 成都本地宝",
                "time": "2022-5-23",
                "url": "http://cd.bendibao.com/live/2013415/126580.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022年成都金牛区人才引进优惠政策- 成都本地宝",
                "time": "2022-11-27",
                "url": "http://cd.bendibao.com/live/2013415/136586.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "成都金熊猫人才政策- 成都本地宝",
                "time": "2022-11-24",
                "url": "http://cd.bendibao.com/live/2013415/138208.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "成都人才购房政策(持续更新)- 成都本地宝",
                "time": "2022-11-10",
                "url": "http://cd.bendibao.com/live/197011/148086.shtm",
                "key-words": [],
                "text": ""
            }
        ]
    },
    "杭州": {
        "city_search_url": "http://sou.hz.bendibao.com/cse/search?s=11457561071421451482&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": []
    },
    "重庆": {
        "city_search_url": "http://sou.cq.bendibao.com/cse/search?s=6301398252510949794&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": []
    },
    "西安": {
        "city_search_url": "http://sou.xa.bendibao.com/cse/search?s=11666388847847429448&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": []
    },
    "苏州": {
        "city_search_url": "http://sou.suzhou.bendibao.com/cse/search?s=637018802303739847&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": []
    },
    "武汉": {
        "city_search_url": "http://sou.wh.bendibao.com/cse/search?s=5547445145785787491&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": [
            {
                "title": "2022武汉经开区人才政策解读- 武汉本地宝",
                "time": "2022-6-13",
                "url": "http://wh.bendibao.com/live/2022613/141731.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "武汉经开区人才购房补贴政策- 武汉本地宝",
                "time": "2022-6-14",
                "url": "http://wh.bendibao.com/live/2022613/141735.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "硚口区人才购房补贴政策(申请条件+补贴标准)- 武汉本地宝",
                "time": "2022-8-8",
                "url": "http://wh.bendibao.com/live/202288/144886.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "武汉经开区人才公寓补贴政策- 武汉本地宝",
                "time": "2022-8-8",
                "url": "http://wh.bendibao.com/live/202288/144894.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022武汉硚口区人才计划政策- 武汉本地宝",
                "time": "2022-8-8",
                "url": "http://wh.bendibao.com/live/202288/144882.shtm",
                "key-words": [],
                "text": ""
            }
        ]
    },
    "南京": {
        "city_search_url": "http://sou.nj.bendibao.com/cse/search?s=2918411567815750906&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": [
            {
                "title": "2021年南京市人才购房政策一览- 南京本地宝",
                "time": "2022-11-24",
                "url": "http://nj.bendibao.com/live/2014114/101248.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "南京人才安居补贴标准- 南京本地宝",
                "time": "2022-11-30",
                "url": "http://nj.bendibao.com/live/201818/66873.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "南京人才落户政策2021是怎样的- 南京本地宝",
                "time": "2022-11-17",
                "url": "http://nj.bendibao.com/live/20191226/77336_2.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "南京D类人才政策- 南京本地宝",
                "time": "2022-11-27",
                "url": "http://nj.bendibao.com/news/202233/127791.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "南京高层次人才安居政策- 南京本地宝",
                "time": "2022-11-24",
                "url": "http://nj.bendibao.com/live/2021118/119639.shtm",
                "key-words": [],
                "text": ""
            }
        ]
    },
    "天津": {
        "city_search_url": "http://sou.tj.bendibao.com/cse/search?s=17087605202251801751&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": []
    },
    "郑州": {
        "city_search_url": "http://sou.zz.bendibao.com/cse/search?s=4968629256704335999&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": []
    },
    "长沙": {
        "city_search_url": "http://sou.cs.bendibao.com/cse/search?s=12690326376374687614&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": [
            {
                "title": "长沙经开区紧缺急需人才及骨干人才补贴政策汇总- 长沙本地宝",
                "time": "2022-11-28",
                "url": "http://cs.bendibao.com/live/2015126/88973.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "长沙芙蓉区人才政策有哪些(持续更新)- 长沙本地宝",
                "time": "2022-11-25",
                "url": "http://cs.bendibao.com/live/2015126/85890.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "长沙青年人才补贴政策汇总- 长沙本地宝",
                "time": "2022-5-9",
                "url": "http://cs.bendibao.com/live/2015126/88896.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2021湖南长沙自贸区人才新政(共10方面)- 长沙本地宝",
                "time": "2021-3-31",
                "url": "http://cs.bendibao.com/live/2021331/71349.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "长沙人才新政45条什么时候开始?- 长沙本地宝",
                "time": "2022-11-16",
                "url": "http://cs.bendibao.com/live/2015126/88652.shtm",
                "key-words": [],
                "text": ""
            }
        ]
    },
    "东莞": {
        "city_search_url": "http://sou.dg.bendibao.com/cse/search?s=3615975016523818592&q=%E4%BA%BA%E6%89%8D%E6%94%BF%E7%AD%96",
        "policy_searchresult_list": [
            {
                "title": "东莞市特色人才特殊政策实施办法(2021年新版)- 东莞本地宝",
                "time": "2022-11-30",
                "url": "http://m.dg.bendibao.com/mip/156136.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "东莞市特色人才特殊政策有哪些?- 东莞本地宝",
                "time": "2022-11-17",
                "url": "http://dg.bendibao.com/dgzffw/2022218/156139.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022东莞人才生活补贴最新政策- 东莞本地宝",
                "time": "2022-11-30",
                "url": "http://dg.bendibao.com/dgzffw/2022924/159972.shtm",
                "key-words": [],
                "text": ""
            },
            {
                "title": "2022东莞公办中小学长期引进高层次人才- 东莞本地宝",
                "time": "2022-11-30",
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用爱发电，无需打赏哦~