eckendoerffer
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951e868
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Parent(s):
e852b44
Upload 2 files
Browse files- extract_news/2_extract_news.py +99 -0
- extract_news/4_extract_news_url.py +131 -0
extract_news/2_extract_news.py
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# -*- coding: utf-8 -*-
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"""
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News Source Extractor:
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This script is designed to extract the content of news articles from various French media sources.
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The URLs of these articles are retrieved from the `base_news` table, where articles marked with
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a `step` value of '0' are pending extraction.
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To install the necessary packages:
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pip install aiohttp mysql-connector-python
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Once extracted, the content of each article is saved locally for further processing. This separation
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of content fetching and processing is intentional to optimize resource management.
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The script operates in batches, processing a defined number of entries (`NB_BY_STEP`) at a time.
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After extraction, the `step` value of the processed articles is updated to '1' to indicate completion.
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Author : Guillaume Eckendoerffer
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Date : 29-09-23
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Repository : https://github.com/Eckendoerffer/TorchTrainerFlow/
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https://huggingface.co/datasets/eckendoerffer/news_fr
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"""
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import asyncio
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import aiohttp
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import time
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import mysql.connector
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import os
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# Database configuration
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db_config = {
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"host": "[host]",
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"user": "[user]",
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"password": "[passwd]",
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"database": "[database]"
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}
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NB_BY_STEP = 20
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path = os.getcwd()
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def mysqli_return_number(conn, query):
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cursor = conn.cursor()
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cursor.execute(query)
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result = cursor.fetchone()
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cursor.close()
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return result[0] if result else 0
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async def fetch_and_save(url, id_source):
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try:
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async with aiohttp.ClientSession() as session:
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async with session.get(url) as response:
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byte_content = await response.read()
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try:
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text_content = byte_content.decode('utf-8')
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except UnicodeDecodeError:
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text_content = byte_content.decode('ISO-8859-1')
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with open(f"{path}/sources/html_news/{id_source}.txt", "w", encoding="utf-8") as file:
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file.write(text_content)
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except aiohttp.client_exceptions.TooManyRedirects:
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print(f"Too many redirects for URL: {url}")
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async def main():
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conn = mysql.connector.connect(**db_config)
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while True:
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time_start = time.time()
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cursor = conn.cursor()
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cursor.execute(f"SELECT `id`, `url` FROM `base_news` WHERE `step`='0' ORDER BY RAND() LIMIT {NB_BY_STEP}")
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rows = cursor.fetchall()
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cursor.close()
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if not rows:
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break
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tasks = []
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for row in rows:
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id_source, url = row
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cursor = conn.cursor()
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cursor.execute(f"UPDATE `base_news` SET `step`='1' WHERE `id`='{id_source}' LIMIT 1")
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print(f'{id_source}) {url}')
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cursor.close()
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tasks.append(fetch_and_save(url.strip(), id_source))
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await asyncio.gather(*tasks)
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nb_base = mysqli_return_number(conn, "SELECT COUNT(`id`) FROM `base_news` WHERE `step`='0'")
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time_elapsed = time.time() - time_start
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time_per_item = time_elapsed / NB_BY_STEP
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print(f"Remaining: {nb_base} - Time: {time_per_item:.3f}s/item")
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conn.close()
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asyncio.run(main())
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extract_news/4_extract_news_url.py
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# -*- coding: utf-8 -*-
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"""
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Random Line Fetcher for Large Datasets
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Extracts and stores relevant links from local French online news articles.
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pip install beautifulsoup4 mysql-connector-python colorama
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Author : Guillaume Eckendoerffer
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Date : 28-09-23
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Repository : https://github.com/Eckendoerffer/TorchTrainerFlow/
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"""
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import os
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from bs4 import BeautifulSoup
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import mysql.connector
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import hashlib
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from colorama import Fore, init
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# Database configuration
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db_config = {
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"host": "[host]",
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"user": "[user]",
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"password": "[passwd]",
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"database": "[database]"
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}
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conn = mysql.connector.connect(**db_config)
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cursor = conn.cursor()
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query = "SELECT `key_media` FROM `base_news` WHERE `key_media` != ''"
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cursor.execute(query)
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keys = cursor.fetchall()
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formatted_keys = "|".join([key[0] for key in keys]) + "|"
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init(autoreset=True)
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def get_dom_path(url):
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from urllib.parse import urlparse
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parsed_url = urlparse(url)
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return f"{parsed_url.scheme}://{parsed_url.netloc}"
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def get_html_content(file_path):
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with open(file_path, 'r', encoding='utf8', errors='ignore') as file:
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return file.read()
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def mysqli_return_number(conn, query, params=None):
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cursor = conn.cursor()
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cursor.execute(query)
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result = cursor.fetchone()
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cursor.close()
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return result[0] if result else 0
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def mysqli_return_count(conn, query):
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cursor = conn.cursor()
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cursor.execute(query)
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result = cursor.fetchone()
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cursor.close()
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return result[0] if result else 0
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def process_news_source():
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global formatted_keys
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cursor = conn.cursor()
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query = ("SELECT `id`, `url`, `media` FROM `base_news` WHERE `link`='0' AND `step` > 0 AND `id` > 215000 AND `url` NOT LIKE 'https://avis-vin.%' AND `url` NOT LIKE 'https://www.elle.fr/%' AND `url` NOT LIKE 'www.lamontagne.fr/%' AND `url` NOT LIKE 'https://www.rtbf.be/%' AND `url` NOT LIKE 'https://www.tf1info.fr/%' AND `url` NOT LIKE 'https://www.futura-sciences.com/%' AND `url` NOT LIKE 'https://cdn-elle.ladmedia.fr/%' ORDER BY Rand() LIMIT 1")
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cursor.execute(query)
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row = cursor.fetchone()
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if not row:
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return 'No unprocessed news source found.'
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id_source, url_source, id_media = row
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dom = get_dom_path(url_source)
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cursor.execute(f"UPDATE `base_news` SET `link`='1' WHERE `id`='{id_source}' LIMIT 1")
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conn.commit()
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querys = "SELECT COUNT(`id`) FROM `base_news` WHERE `step`='0'"
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nb_link = mysqli_return_count(conn, querys)
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file_path = f"sources/html_news/{id_source}.txt"
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if os.path.exists(file_path):
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html_content = get_html_content(file_path)
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else:
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return
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print(f"{nb_link} {url_source} {id_media} ({len(html_content)})")
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soup = BeautifulSoup(html_content, 'html.parser')
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nb_add = 0
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for link in soup.find_all('a'):
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url = link.get('href')
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if url is None:
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continue
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url = url.split("#")[0]
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url = url.split("?")[0]
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if not url:
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continue
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if not "//" in url:
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url = f"{dom}/{url}" if url[0] != '/' else f"{dom}{url}"
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elif "http" not in url:
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url = 'https:' + url
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if not url.startswith(("http://", "https://")) or url.count(' ') or url.count('%') or url.count('\''):
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continue
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key = hashlib.md5(url.encode()).hexdigest()
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nb_base_news = formatted_keys.count(f'{key}|')
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if url.startswith(dom):
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if nb_base_news:
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#print(Fore.YELLOW + url)
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continue
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elif (
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url.count("-") > 6 and
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not any(substring in url for substring in ['replay', 'video', 'login', '/inloggen', '?redirect', '.jpg', '.png', 'mailto'])
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):
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print(Fore.GREEN + url)
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insert_query = f"INSERT INTO `base_news` (`id`, `key_media`, `media`, `url`, `step`) VALUES (NULL, '{key}', '{id_media}', '{url}', '0');"
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cursor.execute(insert_query)
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conn.commit()
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formatted_keys = f'{formatted_keys}{key}|'
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nb_add += 1
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else:
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#print(Fore.RED + url)
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continue
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while True:
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process_news_source()
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conn.close()
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