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"""Module to crawl the website 'https://www.csrc.gov.cn' to fetch and process articles.""" |
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import json |
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import time |
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import urllib.request |
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import uuid |
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from datetime import datetime, timedelta |
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from prefect import task, get_run_logger |
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from lxml import etree |
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from controllers.summarizer import summarize |
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from controllers.utils import ( |
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crawl_by_url, |
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encode, |
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fetch_url, |
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sentiment_computation, |
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translate, |
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) |
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@task(name = "Data Collection - csrc", log_prints = True) |
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def crawl(delta): |
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""" |
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Crawls the website http://www.csrc.gov.cn to retrieve articles based on the specified delta. |
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Args: |
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delta (int): The number of days in the past from today to retrieve articles. |
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Returns: |
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None |
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Raises: |
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None |
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""" |
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logger = get_run_logger() |
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logger.info("csrc.gov.cn") |
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i = 1 |
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while i > -1: |
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try: |
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if i == 1: |
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category_url = "http://www.csrc.gov.cn/csrc/c100039/common_list.shtml" |
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else: |
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category_url = f"http://www.csrc.gov.cn/csrc/c100039/common_list_{i}.shtml" |
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i = i + 1 |
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logger.info(f"Fetching from URL: {category_url}") |
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logger.info(category_url) |
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req = urllib.request.Request( |
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category_url, |
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headers={'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3'} |
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) |
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response = urllib.request.urlopen(req, timeout=60) |
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text = response.read() |
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html_text = text.decode("utf-8") |
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page = etree.HTML(html_text) |
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articlelist = page.xpath( |
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"//div[contains(@class, 'main-right fr common-list')]/ul/li") |
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for article in articlelist: |
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if isinstance(article, etree._Element): |
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subelement = etree.tostring(article).decode() |
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subpage = etree.HTML(subelement) |
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date = encode(subpage.xpath("//span[@class='date']")) |
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parsed_datetime = datetime.strptime( |
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time.strftime("%Y-%m-%d", time.strptime(date, "%Y-%m-%d")), |
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"%Y-%m-%d") |
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if parsed_datetime < (datetime.today() - timedelta(days=delta)): |
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i = -1 |
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else: |
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urls = subpage.xpath("//a/@href") |
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for url in urls: |
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try: |
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article = {} |
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url = "http://www.csrc.gov.cn" + url |
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article['category'] = "Policy Interpretation" |
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logger.info("Processing article URL: %s", url) |
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crawl_by_url(url, article) |
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except (urllib.error.URLError, etree.XMLSyntaxError) as error: |
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logger.error(error) |
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except (urllib.error.URLError, etree.XMLSyntaxError, ValueError, TimeoutError) as error: |
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i = -1 |
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logger.error(error) |
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i = 1 |
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while i > -1: |
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category_url = f"http://www.csrc.gov.cn/searchList/a1a078ee0bc54721ab6b148884c784a8?_isAgg=true&_isJson=true&_pageSize=18&_template=index&_rangeTimeGte=&_channelName=&page={i}" |
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i = i + 1 |
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try: |
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logger.info(category_url) |
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content = fetch_url(category_url) |
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if content is None: |
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i = -1 |
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else: |
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reportinfo = json.loads(content) |
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if len(reportinfo['data']['results']) == 0: |
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i = -1 |
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logger.info(len(reportinfo['data']['results'])) |
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for article in reportinfo['data']['results']: |
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parsed_datetime = datetime.strptime( |
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time.strftime( |
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"%Y-%m-%d", |
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time.strptime(article['publishedTimeStr'], |
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"%Y-%m-%d %H:%M:%S")), "%Y-%m-%d") |
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if parsed_datetime < (datetime.today() - timedelta(days=delta)): |
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i = -1 |
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else: |
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article['category'] = "Financial News" |
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article['site'] = "Securities Regulatory Commission of China" |
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article['originSite'] = "证监会" |
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article['titleCN'] = article['title'] |
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article['title'] = translate(article['titleCN']) |
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article['author'] = '' |
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article['contentCN'] = repr(article['content'])[1:-1].strip() |
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if len(article['contentCN']) < 10: |
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continue |
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contenteng = '' |
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for element in article['contentCN'].split("。"): |
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contenteng += translate(element) + ' ' |
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article['content'] = repr(contenteng)[1:-1].strip() |
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try: |
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article['subtitle'] = summarize(article['content']) |
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except (RuntimeError, ValueError): |
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article['subtitle'] = "" |
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article['publishDate'] = time.strftime( |
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"%Y-%m-%d", |
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time.strptime(article['publishedTimeStr'], |
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"%Y-%m-%d %H:%M:%S")) |
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article['link'] = article['url'] |
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article['attachment'] = "" |
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article['sentimentScore'], article[ |
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'sentimentLabel'] = sentiment_computation(article['content']) |
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article['id'] = uuid.uuid5( |
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uuid.NAMESPACE_OID, |
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article['titleCN'] + article['publishDate']) |
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logger.info(article) |
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except (ValueError, KeyError, TypeError) as error: |
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i = -1 |
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logger.error(error) |
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