1) 【洞察】¶
{ "meta": { "alerts": [], "warnings": [], "precision": 2, "engine": { "name": "cn-zh", "type": "default" }, "page": { "current": 3, "total_pages": 45, "total_results": 886, "size": 20 }, "request_id": "785964f7-47b3-45f4-bed3-11b86fafd8d3" }, "results":[ { "kpmg_image": { "raw": "/is/image/kpmg/cycling-in-the-mountains-banner" }, "kpmg_description": { "raw": "鉴过知来 向往而新" }, "kpmg_primary_tag": { "raw": "金融" }, "kpmg_banner_flag": { "raw": "false" }, "kpmg_article_date": { "raw": "2023-05-04T04:46:00+00:00" }, "kpmg_non_decorative_alt_text": { "raw": "true" }, "kpmg_title": { "raw": "2023年第一季度银行业监管处罚分析洞察" }, "kpmg_article_date_time": { "raw": "2023-05-04T04:46:00+00:00" }, "kpmg_tab_type": { "raw": "Insights" }, "kpmg_short_desc": { "raw": "鉴过知来 向往而新" }, "_meta": { "id": "content_kpmgpublic_cn_zh_home_insights_2023_05_2023-q1-insights-into-the-analysis-of-regulatory-penalties-in-the-banking-industry", "engine": "cn-zh", "score": null }, "id": { "raw": "content_kpmgpublic_cn_zh_home_insights_2023_05_2023-q1-insights-into-the-analysis-of-regulatory-penalties-in-the-banking-industry" }, "kpmg_is_rendition_optimized": { "raw": "true" }, "kpmg_article_type": { "raw": "Article-General" }, "kpmg_article_primary_format": { "raw": "PDF" }, "kpmg_image_alt": { "raw": "在山上骑单车" }, "kpmg_template_type": { "raw": "editable-flex-template" }, "kpmg_url": { "raw": "https://kpmg.com/cn/zh/home/insights/2023/05/2023-q1-insights-into-the-analysis-of-regulatory-penalties-in-the-banking-industry.html" } } ] }
In [3]:
from bs4 import BeautifulSoup as bsoup
import requests
import time
import traceback
from bs4 import element
from typing import List
import json
import functools
class Model(object):
def __init__(self,*args, **kw):
self.title = None
self.author = None
self.pubdate = None
self.pdfurls = None
self.pageurl = None
# 自定义默认的序列化行为
class CustomEncoder(json.JSONEncoder):
def default(self, obj):
if isinstance(obj, element.Tag):
return str(obj)
elif isinstance(obj, Model):
return obj.__dict__
else:
return json.JSONEncoder.default(self, obj)
dump = functools.partial(json.dump, cls=CustomEncoder, ensure_ascii=False)
dumps = functools.partial(json.dumps, ensure_ascii=False, cls=CustomEncoder)
In [17]:
import requests
headers = {
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:109.0) Gecko/20100101 Firefox/115.0',
'Accept': '*/*',
'Accept-Language': 'zh-CN,zh;q=0.8,zh-TW;q=0.7,zh-HK;q=0.5,en-US;q=0.3,en;q=0.2',
# 'Accept-Encoding': 'gzip, deflate, br',
'Referer': 'https://kpmg.com/cn/zh/home/insights.html',
'Content-Type': 'application/json',
'Origin': 'https://kpmg.com',
'Connection': 'keep-alive',
# 'Cookie': 'sat_track=false; _ga=GA1.2.494660021.1689326351; _gid=GA1.2.1645266731.1689326351; _gat=1',
'Sec-Fetch-Dest': 'empty',
'Sec-Fetch-Mode': 'cors',
'Sec-Fetch-Site': 'same-origin',
'Pragma': 'no-cache',
'Cache-Control': 'no-cache',
# Requests doesn't support trailers
# 'TE': 'trailers',
}
json_data = {
'query': '',
'filters': {
'all': [
{
'kpmg_tab_type': [
'Insights',
],
},
{
'kpmg_article_type': [
'Article-General',
],
},
{
'kpmg_template_type': [
'article-details-template',
'insights-flexible-template',
'editable-flex-template',
'editable-campaign-template',
],
},
],
},
'result_fields': {
'kpmg_description': {
'raw': {},
},
'kpmg_banner_flag': {
'raw': {},
},
'kpmg_primary_tag': {
'raw': {},
},
'kpmg_article_date': {
'raw': {},
},
'kpmg_contact_job_ttl': {
'raw': {},
},
'kpmg_title': {
'raw': {},
},
'kpmg_contact_city': {
'raw': {},
},
'kpmg_event_start_time': {
'raw': {},
},
'kpmg_article_date_time': {
'raw': {},
},
'kpmg_tab_type': {
'raw': {},
},
'kpmg_short_desc': {
'raw': {},
},
'kpmg_image_alt': {
'raw': {},
},
'kpmg_url': {
'raw': {},
},
'kpmg_template_type': {
'raw': {},
},
'kpmg_image': {
'raw': {},
},
'kpmg_non_decorative_alt_text': {
'raw': {},
},
'kpmg_article_readtime': {
'raw': {},
},
'kpmg_contact_fn': {
'raw': {},
},
'kpmg_contact_ln': {
'raw': {},
},
'kpmg_event_type': {
'raw': {},
},
'kpmg_contact_country': {
'raw': {},
},
'kpmg_is_rendition_optimized': {
'raw': {},
},
'kpmg_article_primary_format': {
'raw': {},
},
'kpmg_article_type': {
'raw': {},
},
'kpmg_event_startdate': {
'raw': {},
},
},
'page': {
'size': 20,
'current': 3,
},
'sort': {
'kpmg_filter_date': 'desc',
},
}
data = []
response = requests.post('https://kpmg.com/esearch/cn-zh',
# cookies=cookies,
headers=headers,
json=json_data)
res_json = response.json()
meta = res_json["meta"]
total_pages = meta["page"]["total_pages"]
total_results = meta["page"]["total_results"]
print("total_pages",total_pages, 'total_results', total_results)
total_pages 45 total_results 886
In [ ]:
count = 0
for page in range(1, total_pages + 1):
json_data["page"]["current"] = page
res_json = requests.post('https://kpmg.com/esearch/cn-zh',
# cookies=cookies,
headers=headers,
json=json_data).json()
results = res_json["results"]
count += len(results)
print("count", count)
data.extend(results)
time.sleep(0.3)
print("count", count)
with open("kpmg_insights.json", 'w', encoding='utf-8') as fw:
dump(data, fw)
获取pdf链接¶
In [3]:
import json
In [4]:
json.dumps('https://www.gansu.gov.cn/gsszf/gsyw/common_noleftlist.shtml,https://www.gansu.gov.cn/gsszf/c100002/c117627/common_noleftlist.shtml,https://www.gansu.gov.cn/gsszf/c100002/c100006/c100008/common_noleftlist.shtml'.split(","))
Out[4]:
'["https://www.gansu.gov.cn/gsszf/gsyw/common_noleftlist.shtml", "https://www.gansu.gov.cn/gsszf/c100002/c117627/common_noleftlist.shtml", "https://www.gansu.gov.cn/gsszf/c100002/c100006/c100008/common_noleftlist.shtml"]'
In [ ]:
import requests
from bs4 import BeautifulSoup as bsoup
headers = {
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:109.0) Gecko/20100101 Firefox/115.0',
'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,*/*;q=0.8',
'Accept-Language': 'zh-CN,zh;q=0.8,zh-TW;q=0.7,zh-HK;q=0.5,en-US;q=0.3,en;q=0.2',
# 'Accept-Encoding': 'gzip, deflate, br',
'Referer': 'https://kpmg.com/cn/zh/home/insights.html',
'Connection': 'keep-alive',
# 'Cookie': 'OptanonConsent=isGpcEnabled=0&datestamp=Sat+Jul+15+2023+17%3A03%3A59+GMT%2B0800+(%E4%B8%AD%E5%9B%BD%E6%A0%87%E5%87%86%E6%97%B6%E9%97%B4)&version=202301.1.0&isIABGlobal=false&hosts=&landingPath=NotLandingPage&groups=C0003%3A0%2CC0001%3A1%2CC0002%3A0%2CC0004%3A0&AwaitingReconsent=false&geolocation=%3B; OptanonAlertBoxClosed=2023-07-15T08:51:10.397Z; sat_track=false; _ga=GA1.2.494660021.1689326351; _gid=GA1.2.1645266731.1689326351; _gat=1',
'Upgrade-Insecure-Requests': '1',
'Sec-Fetch-Dest': 'document',
'Sec-Fetch-Mode': 'navigate',
'Sec-Fetch-Site': 'same-origin',
'Sec-Fetch-User': '?1',
'Pragma': 'no-cache',
'Cache-Control': 'no-cache',
# Requests doesn't support trailers
# 'TE': 'trailers',
}
ind = 0
model_ls = []
# ind = 861
for item in data[ind:]:
model = Model()
ind += 1
url = item["kpmg_url"]["raw"]
model.author = item["kpmg_url"]["raw"]
model.title = item["kpmg_title"]["raw"]
try:
model.pubdate = item["kpmg_article_date"]["raw"]
except:
pass
model.pageurl = item["kpmg_url"]["raw"]
print(ind, url)
response = requests.get(
url,
# cookies=cookies,
headers=headers,
)
soup = bsoup(response.text)
a_ls = map(lambda it: it.attrs.get("href"), soup.select("a"))
a_ls = filter(lambda it: it and ".pdf" in it, a_ls)
a_ls = list(set(map(lambda it: ('https://kpmg.com' if not it.startswith('http') else '') + it, a_ls)))
model.pdfurls = a_ls
model_ls.append(model)
time.sleep(0.5)
with open("kpmg_insights_models.json", 'w', encoding='utf-8') as fw:
dump(model_ls, fw)
【中国经济观察】【宏观热点洞见】【中国会计前沿动态】【行业】 在上面已经包含¶
【话题】¶
In [50]:
html='''
<nav class="nav-list-component vue-component d-flex flex-column h-100 firefox"><div class="nav-list-link-container firefox"><a class="text-kpmg-blue line-clamp line-clamp-3 border border-top-0 border-left-0 border-right-0 firefox" href="/cn/zh/home/insights/2021/04/macro-hotspot-insights.html">
宏观热点洞见
</a></div><div class="nav-list-link-container firefox"><a class="text-kpmg-blue line-clamp line-clamp-3 border border-top-0 border-left-0 border-right-0 firefox" href="/cn/zh/home/topics/greater-bay-area.html">
粤港澳大湾区
</a></div><div class="nav-list-link-container firefox"><a class="text-kpmg-blue line-clamp line-clamp-3 border border-top-0 border-left-0 border-right-0 firefox" href="/cn/zh/home/campaigns/2023/01/china-fintech-50-2022.html">
金融科技
</a></div><div class="nav-list-link-container firefox"><a class="text-kpmg-blue line-clamp line-clamp-3 border border-top-0 border-left-0 border-right-0 firefox" href="/cn/en/home/insights/2022/01/hong-kong-s-connnected-future.html">
智慧城市
</a></div> <!----></nav>
'''
In [51]:
site_url = 'https://kpmg.com'
headers = {
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:109.0) Gecko/20100101 Firefox/115.0',
'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,*/*;q=0.8',
'Accept-Language': 'zh-CN,zh;q=0.8,zh-TW;q=0.7,zh-HK;q=0.5,en-US;q=0.3,en;q=0.2',
# 'Accept-Encoding': 'gzip, deflate, br',
'Connection': 'keep-alive',
'Referer': 'https://kpmg.com/cn/zh/home/insights/2018/07/14th-accounting-standards-interpretations.html',
# 'Cookie': 'OptanonConsent=isGpcEnabled=0&datestamp=Wed+Jul+19+2023+16%3A52%3A30+GMT%2B0800+(%E4%B8%AD%E5%9B%BD%E6%A0%87%E5%87%86%E6%97%B6%E9%97%B4)&version=202301.1.0&isIABGlobal=false&hosts=&landingPath=NotLandingPage&groups=C0003%3A0%2CC0001%3A1%2CC0002%3A0%2CC0004%3A0&AwaitingReconsent=false&geolocation=%3B; OptanonAlertBoxClosed=2023-07-15T08:51:10.397Z; _ga=GA1.2.494660021.1689326351; visit_count=1689415908816-1-1690625508816; gig_bootstrap_3_e2ggAN5_ZqWrSNeM0HSHMYT8P16JqxINgs88bIrpCmPIiLJZ4zOqT69Wy7I6UByO=login_ver4; sat_track=false; _gid=GA1.2.324748331.1689751504',
'Upgrade-Insecure-Requests': '1',
'Sec-Fetch-Dest': 'document',
'Sec-Fetch-Mode': 'navigate',
'Sec-Fetch-Site': 'same-origin',
'Sec-Fetch-User': '?1',
'Pragma': 'no-cache',
'Cache-Control': 'no-cache',
# Requests doesn't support trailers
# 'TE': 'trailers',
}
model_topic_ls = []
ind = 0
for a_node in bsoup(html).select("a"):
href = a_node.attrs["href"]
url = ('' if 'http' in href else site_url) + href
response = requests.get(url, headers=headers)
soup = bsoup(response.content.decode("utf-8"))
for insight_node in soup.select("div.parsys-row a[title]"):
model = Model()
if "<picture" not in str(insight_node):
print(insight_node)
continue
else:
ind += 1
model.title = insight_node.attrs["title"]
href = insight_node.attrs["href"]
url = ('' if 'http' in href else site_url) + href
model.pageurl = url
print(ind, url)
response = requests.get(
url,
# cookies=cookies,
headers=headers,
)
soup = bsoup(response.text)
a_ls = map(lambda it: it.attrs.get("href"), soup.select("a"))
a_ls = filter(lambda it: it and ".pdf" in it, a_ls)
a_ls = list(set(map(lambda it: ('https://kpmg.com' if not it.startswith('http') else '') + it, a_ls)))
model.pdfurls = a_ls
model_topic_ls.append(model)
time.sleep(0.5)
with open("kpmg_topics_models.json", 'w', encoding='utf-8') as fw:
dump(model_topic_ls, fw)
<a class="promotionala-campaign-modal db-form" data-campaignflag="true" data-campaigntitle="宏观热点洞见" data-campaigntoken="RWgE+K4pJgvGPTmI8KEQxACiva8b" data-formodalurl="/etc/partials/kpmgpublic/contact-form/contact-form.html" data-forremoteurl="/cn/zh/home/misc/contact-form.campaign.html" href="javascript:void(0);" title="联系我们"> <h3 class="tertiary-head line-clamp line-clamp-3"> 联系我们</h3> <p class="tertiary-desc line-clamp line-clamp-5"> 如您对报告有任何问题，请随时和我们联系。</p> </a> 1 https://kpmg.com/cn/zh/home/insights/2022/03/key-points-of-the-two-sessions-2022.html 2 https://kpmg.com/cn/zh/home/insights/2021/12/2022-ten-macroeconomic-trends.html 3 https://kpmg.com/cn/zh/home/insights/2021/09/olympic-economics-and-sports-industry-outlook.html 4 https://kpmg.com/cn/zh/home/insights/2021/06/view-the-trends-and-opportunities-of-china-s-population-change-from-the-7th-census.html 5 https://kpmg.com/cn/zh/home/insights/2021/04/two-key-transformations-for-enterprises-to-meet-future-challenges.html 6 https://kpmg.com/cn/zh/home/insights/2021/03/analysis-on-the-report-on-the-work-of-the-government.html 7 https://kpmg.com/cn/zh/home/insights/2021/03/new-year-consumption-promotes-economic-recovery.html 8 https://kpmg.com/cn/zh/home/insights/2021/03/how-do-german-companies-view-china-s-investment-prospects-and-localization.html 9 https://kpmg.com/cn/zh/home/insights/2021/01/impacts-of-the-eu-china-comprehensive-agreement-on-investment.html 10 https://kpmg.com/cn/zh/home/insights/2020/12/2021-macroeconomics-trends-and-outlook.html 11 https://kpmg.com/cn/zh/home/insights/2020/12/how-far-is-the-new-crown-vaccine-from-us.html 12 https://kpmg.com/cn/zh/home/insights/2020/11/rcep-promotes-regional-economic-integration-in-east-asia.html 13 https://kpmg.com/cn/zh/home/insights/2020/01/gba-tax-series-19-01.html 14 https://kpmg.com/cn/zh/home/insights/2019/10/guangdong-hongkong-macao-greater-bay-area-taxation-guide.html 15 https://kpmg.com/cn/zh/home/insights/2019/05/the-greater-bay-area-banking-report.html 16 https://kpmg.com/cn/zh/home/insights/2018/11/connecting-opportunities-in-the-greater-bay-area.html 17 https://kpmg.com/cn/zh/home/insights/2018/10/navigating-the-greater-bay-area.html 18 https://kpmg.com/cn/zh/home/subscriptions.html
In [60]:
walked = set()
with open('kpmg_idm_insights_zh.txt', 'r', encoding='utf-8') as fr:
with open('kpmg_idm_insights2_zh.txt', 'w', encoding='utf-8') as fw:
for line in fr:
line = line.strip()
if line and line not in walked:
fw.write(line+'\n')
walked.add(line)
else:
print("skip", line)
skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2021/12/2022-ten-macroeconomic-trends.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2021/09/olympic-economics-and-sports-industry-outlook.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2021/06/view-the-trends-and-opportunities-of-china-s-population-change-from-the-7th-census.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2021/03/analysis-on-the-report-on-the-work-of-the-government.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2021/03/new-year-consumption-promotes-economic-recovery.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2021/03/how-do-german-companies-view-china-s-investment-prospects-and-localization.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2021/01/impacts-of-the-eu-china-comprehensive-agreement-on-investment.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2020/12/2021-macroeconomics-trends-and-outlook.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2020/12/how-far-is-the-new-crown-vaccine-from-us.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2020/11/rcep-promotes-regional-economic-integration-in-east-asia.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2019/10/guangdong-hongkong-macao-greater-bay-area-taxation-guide.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2019/05/the-greater-bay-area-banking-report.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2018/11/connecting-opportunities-in-the-greater-bay-area.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2018/10/navigating-the-greater-bay-area.pdf skip https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2021/04/two-key-transformations-for-enterprises-to-meet-future-challenges.pdf
In [58]:
walked = set()
ind = 0
with open('kpmg_idm_insights_en.txt', 'w', encoding='utf-8') as fw_en:
with open('kpmg_idm_insights_cn.txt', 'w', encoding='utf-8') as fw_zh:
with open('kpmg_idm_insights_others.txt', 'w', encoding='utf-8') as fw_other:
for it in model_ls:
for url in it.pdfurls:
if url not in walked and 'kpmg.com' in url:
if '/en/' in url or 'cn/pdf/en' in url:
ind += 1
walked.add(url)
fw_en.write(url+"\n")
print(ind, url)
elif 'cn/pdf/zh' in url or '-c.pdf' in url:
ind += 1
walked.add(url)
fw_zh.write(url+"\n")
print(ind, url)
else:
print("="*5,ind, url)
ind += 1
walked.add(url)
fw_other.write(url+"\n")
else:
print("skip", url)
1 https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2023/07/issb-ifrss1-ifrss2-talkbook.pdf 2 https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2023/07/quarterly-report-of-consumer-goods-retail-industry-q1-2023.pdf 3 https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2023/07/new-trends-in-chemical-industry.pdf 4 https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2023/07/inclusive-intelligent-computing-report.pdf 5 https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2023/07/hk-capital-markets-05-23.pdf skip https://www.hkex.com.hk/-/media/HKEX-Market/News/Market-Consultations/2016-Present/December-2022-Expand-Paperless-Listing-Regime/Consultation-Paper/cp202212_c.pdf 6 https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2023/01/hk-capital-markets-01-23.pdf skip https://www.hkex.com.hk/-/media/HKEX-Market/News/Market-Consultations/2016-Present/December-2022-Expand-Paperless-Listing-Regime/Conclusions-(Jun-2023)/cp202212cc_c.pdf 7 https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2023/06/2023-chinese-fintech-ceo-survey-report.pdf 8 https://kpmg.com/content/dam/kpmg/cn/pdf/zh/2017/08/slideshare-ifrs15-are-you-good-to-go-insurance.pdf 9 https://kpmg.com/content/dam/kpmg/cn/pdf/zh/2017/03/revenue-leaflet-power.pdf 10 https://kpmg.com/content/dam/kpmg/cn/pdf/zh/2017/08/slideshare-ifrs15-are-you-good-to-go-banking.pdf 11 https://kpmg.com/content/dam/kpmg/cn/pdf/zh/2017/06/slideshare-ifrs15-are-you-good-to-go-media.pdf 12 https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2023/06/isg-get-ready-for-issb-standards-slipsheet.pdf 13 https://kpmg.com/content/dam/kpmg/cn/pdf/zh/2017/07/slideshare-ifrs15-are-you-good-to-go-investment-management.pdf 14 https://kpmg.com/content/dam/kpmg/pdf/2016/06/Accounting-for-revenue-is-changing-flyer-c.pdf 15 https://assets.kpmg.com/content/dam/kpmg/cn/pdf/zh/2023/03/isg-issb-the-journey-so-far-march-2023.pdf 16 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