Sentiment / web_scrapping.py
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Initial clean deploy: Sentiment Analysis
fa8ff66
# -*- coding: utf-8 -*-
"""Web Scrapping.ipynb
Automatically generated by Colab.
Original file is located at
https://colab.research.google.com/drive/1OLoBK18jpB685Ivi8Zi3SzuVYiXJ9jRa
"""
!pip install selenium
!pip install webdriver-manager
# Detik.com
import requests
from bs4 import BeautifulSoup
import pandas as pd
import time
from datetime import datetime
def scrape_detik_search(keyword, max_pages=1):
base_search_url = "https://www.detik.com/search/searchall"
results = []
headers = {
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0 Safari/537.36'
}
for page in range(1, max_pages + 1):
params = {
'query': keyword,
'siteid': '2',
'sortby': 'time',
'page': page
}
print(f"Scraping page {page}...")
r = requests.get(base_search_url, params=params, headers=headers)
if r.status_code != 200:
print(f"Gagal akses halaman (status {r.status_code}), hentikan scraping.")
break
soup = BeautifulSoup(r.text, 'html.parser')
news_list = soup.find_all('div', class_='media')
if not news_list:
print("Tidak ada berita ditemukan di halaman ini, hentikan scraping.")
break
for news in news_list:
try:
title_tag = news.find('h3', class_='media__title')
if not title_tag:
continue
link_tag = title_tag.find('a', class_='media__link')
if not link_tag or not link_tag.has_attr('href'):
continue
link = link_tag['href']
title = link_tag.text.strip()
date_tag = news.find('div', class_='media__date')
if date_tag:
span_tag = date_tag.find('span')
if span_tag and span_tag.has_attr('d-time'):
timestamp = span_tag['d-time']
news_date = datetime.fromtimestamp(int(timestamp))
else:
news_date = None
else:
news_date = None
# if news_date and news_date < cutoff_date:
# print("Berita sudah melewati batas waktu 3 tahun, hentikan scraping.")
# return pd.DataFrame(results)
# Ambil halaman detail berita dengan header
news_resp = requests.get(link, headers=headers)
if news_resp.status_code != 200:
print(f"Gagal akses detail berita: {link} (status {news_resp.status_code}), skip berita ini.")
continue
news_soup = BeautifulSoup(news_resp.text, 'html.parser')
content_div = news_soup.find('div', class_='detail__body-text') or \
news_soup.find('div', class_='detail_text')
if content_div:
content_parts = []
for tag in content_div.find_all(['h1', 'h2', 'h3', 'h4', 'h5', 'h6', 'p']):
text = tag.get_text(strip=True)
if text:
prefix = tag.name.upper() if tag.name.startswith('h') else ''
if prefix:
content_parts.append(f"{prefix}: {text}")
else:
content_parts.append(text)
content = '\n'.join(content_parts)
else:
content = ''
# Ambil tag dari elemen nav > a.nav__item
nav_div = news_soup.find('div', class_='nav')
tags = []
if nav_div:
tags = [a.text.strip() for a in nav_div.find_all('a', class_='nav__item')]
results.append({
'judul': title,
'tanggal': news_date.strftime('%Y-%m-%d %H:%M') if news_date else '',
'tag': ', '.join(tags),
'isi_berita': content,
'link': link
})
print(f"Berhasil scrape berita: {title}")
time.sleep(1)
except Exception as e:
print(f"Error saat memproses berita: {e}")
continue
time.sleep(2)
return pd.DataFrame(results)
if __name__ == "__main__":
keyword = "Kabupaten Cirebon"
df = scrape_detik_search(keyword)
if not df.empty:
df.to_csv("detik_berita_cirebonnn.csv", index=False, encoding='utf-8-sig')
print("Selesai menyimpan data berita ke detik_berita_cirebon.csv")
else:
print("Tidak ada data yang berhasil di-scrape.")
# Radar Cirebon KW
import requests
from bs4 import BeautifulSoup
import pandas as pd
import time
from urllib.parse import quote_plus
BASE_HOST = "https://radarcirebon.disway.id"
BASE_SEARCH = BASE_HOST + "/search/kata/"
def make_search_url(keyword, page, per_page=30):
q = quote_plus(keyword)
if page == 1:
return f"{BASE_SEARCH}?c={q}&num="
else:
offset = (page - 1) * per_page
return f"{BASE_SEARCH}{offset}/{offset}/?c={q}&num="
def absolute_url(href):
if not href:
return None
href = href.strip()
if href.startswith("http://") or href.startswith("https://"):
return href
if href.startswith("/"):
return BASE_HOST + href
return BASE_HOST + "/" + href
def scrape_radar_cirebon(keyword, max_pages=100, per_page=30, delay_between_items=1.0, delay_between_pages=2.0):
sess = requests.Session()
sess.headers.update({
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0 Safari/537.36'
})
results = []
seen_links = set()
for page in range(1, max_pages + 1):
url = make_search_url(keyword, page, per_page)
print(f"\nScraping page {page} -> {url}")
try:
r = sess.get(url, timeout=15)
except Exception as e:
print(f" ERROR: Gagal request halaman search: {e}")
break
if r.status_code != 200:
print(f" ERROR: status code {r.status_code}, hentikan scraping.")
break
soup = BeautifulSoup(r.text, "html.parser")
# Ambil daftar berita
news_list = soup.find_all(class_='media-heading')
if not news_list:
news_list = soup.find_all('div', class_='media')
if not news_list:
news_list = soup.find_all('article')
if not news_list:
news_list = soup.select('ul.search-results li') or soup.select('div.search-result') or []
if not news_list:
print(" Tidak ada berita ditemukan di halaman ini.")
continue
print(f" Ketemu {len(news_list)} item.")
for item in news_list:
try:
a = item.find('a', href=True) or item.select_one('a[href]')
if not a:
continue
link = absolute_url(a.get('href'))
if not link or link in seen_links:
continue
seen_links.add(link)
title = a.get_text(strip=True)
# Ambil halaman detail
try:
detail_r = sess.get(link, timeout=15)
except Exception as e:
print(f" ERROR request detail {link}: {e}")
continue
if detail_r.status_code != 200:
print(f" ERROR status {detail_r.status_code} for {link}")
continue
detail_soup = BeautifulSoup(detail_r.text, "html.parser")
# Judul detail
h1 = detail_soup.find('h1', class_='text-black') or detail_soup.find('h1')
title_detail = h1.get_text(strip=True) if h1 else title
# Tanggal detail
date_text = None # Inisialisasi variabel
# Opsi 1: Cari tag dengan class 'date' secara langsung
date_detail_tag = detail_soup.find('span', class_='date') or detail_soup.find(class_='date')
if date_detail_tag:
print("Ditemukan dengan Target Langsung")
# PERBAIKAN: Gunakan variabel 'date_detail_tag', bukan 'tag'
date_text = date_detail_tag.get_text(strip=True)
# Opsi 2: Jika Opsi 1 gagal, cari di dalam kontainer 'post-info'
if not date_text:
post_info_div = detail_soup.find('div', class_='post-info')
if post_info_div:
tag_tanggal = post_info_div.find('span', class_='date')
if tag_tanggal:
print("Ditemukan dengan Target Kontainer")
date_text = tag_tanggal.get_text(strip=True)
# Opsi 3: Jika masih gagal, gunakan Regex sebagai usaha terakhir
if not date_text:
# Pola Regex untuk format seperti "Rabu 22-08-2024" atau "Selasa, 21 Agustus 2024"
date_pattern = re.compile(r'\w+,\s*\d{1,2}\s+\w+\s+\d{4}|\w+\s+\d{2}-\d{2}-\d{4}')
found_text = detail_soup.find(string=date_pattern)
if found_text:
print("Ditemukan dengan Target Pola Teks (Regex)")
date_text = found_text.strip()
# Isi berita
content_container = None
for cls in ('entry-content', 'post-content', 'article-body', 'detail__body-text', 'detail_text', 'content', 'article__content'):
content_container = detail_soup.find('div', class_=cls)
if content_container:
break
if not content_container:
content_container = detail_soup.find('article')
content_parts = []
search_scope = content_container if content_container else detail_soup
for p in search_scope.find_all('p'):
text = p.get_text(strip=True)
if text and 'Baca Juga:' not in text:
content_parts.append(text)
content = "\n".join(content_parts)
tags = []
try:
# 1. Cari SEMUA tag <a> yang tautannya (href) mengandung '/listtag/'
# Ini adalah pola unik untuk tag di situs tersebut.
tag_links = detail_soup.find_all('a', href=lambda href: href and '/listtag/' in href)
# 2. Loop melalui setiap tautan tag yang ditemukan
for a_tag in tag_links:
# 3. Ambil teks dari atribut 'title', karena itu berisi nama tag yang bersih
tag_text = a_tag.get('title', '').strip()
# 4. Pastikan teks tidak kosong sebelum menambahkannya ke list
if tag_text:
tags.append(tag_text)
# Jika tidak ada tag yang ditemukan, list akan tetap kosong, yang mana sudah benar.
except Exception as e:
# Menjaga agar program tidak berhenti jika ada error tak terduga
print(f" Terjadi error saat mencari tag: {e}")
# Gabungkan hasil tag menjadi satu string untuk disimpan
final_tags = ", ".join(tags) if tags else "-"
results.append({
"judul": title_detail,
"tanggal": date_text,
"tag": final_tags, # INI BAGIAN YANG DIPERBAIKI
"isi_berita": content,
"link": link
})
print(f" Berhasil: {title_detail} | Tags: {', '.join(tags) if tags else '-'}")
time.sleep(delay_between_items)
except Exception as e:
print(f" Error saat memproses item: {e}")
continue
time.sleep(delay_between_pages)
df = pd.DataFrame(results)
return df
if __name__ == "__main__":
keyword = "kabupaten cirebon"
df = scrape_radar_cirebon(keyword, max_pages=100)
if not df.empty:
df.to_csv("/content/drive/MyDrive/Machine Learning/Sentiment Analysis/radarcirebondisway_berita.csv", index=False, encoding="utf-8-sig")
print("\nSelesai menyimpan data berita ke radarcirebon_berita.csv")
else:
print("\nTidak ada data yang berhasil di-scrape.")
# Antara News
import requests
from bs4 import BeautifulSoup
import pandas as pd
import time
import re
import random
from urllib.parse import quote_plus, urlparse, urlunparse
BASE_HOST = "https://www.antaranews.com"
BASE_SEARCH = BASE_HOST + "/search"
def make_search_url(keyword, page):
q = quote_plus(keyword)
if page == 1:
return f"{BASE_SEARCH}?q={q}"
else:
return f"{BASE_SEARCH}?q={q}&page={page}"
def absolute_url(href):
if not href:
return None
href = href.strip()
if href.startswith("http://") or href.startswith("https://"):
return href
if href.startswith("/"):
return BASE_HOST + href
return BASE_HOST + "/" + href
def normalize_url(href):
"""Buat URL konsisten: absolut + buang query/fragment + hapus trailing slash."""
if not href:
return None
href = absolute_url(href)
parsed = urlparse(href)
clean = parsed._replace(query="", fragment="")
return urlunparse(clean).rstrip("/")
def get_with_retry(sess, url, max_retries=3, delay_range=(2, 5)):
"""Request dengan retry & delay acak."""
for attempt in range(max_retries):
try:
r = sess.get(url, timeout=15)
r.raise_for_status()
return r
except Exception as e:
print(f" Percobaan {attempt+1} gagal: {e}")
if attempt < max_retries - 1:
time.sleep(random.uniform(*delay_range))
return None
def scrape_antaranews(keyword, max_pages=5, delay_between_items=(1, 2), delay_between_pages=(2, 4)):
sess = requests.Session()
sess.headers.update({
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) '
'AppleWebKit/537.36 (KHTML, like Gecko) '
'Chrome/115.0 Safari/537.36'
})
results = []
seen_links = set()
for page in range(1, max_pages + 1):
url = make_search_url(keyword, page)
print(f"\nScraping page {page} -> {url}")
r = get_with_retry(sess, url)
if not r:
print(f" ERROR: Gagal request halaman search setelah retry.")
continue
soup = BeautifulSoup(r.text, "html.parser")
# Ambil semua anchor yang mengarah ke artikel berita (biasanya /berita/...)
anchors = soup.select('a[href*="/berita/"]')
all_links_in_page = {normalize_url(a.get('href')) for a in anchors if a.get('href')}
all_links_in_page = {l for l in all_links_in_page if l}
new_links = all_links_in_page - seen_links
print(f" Ketemu {len(all_links_in_page)} link artikel di halaman ini, {len(new_links)} link baru.")
seen_links.update(all_links_in_page)
for link in sorted(new_links):
detail_r = get_with_retry(sess, link)
if not detail_r:
print(f" ERROR: Gagal request detail {link}")
continue
detail_soup = BeautifulSoup(detail_r.text, "html.parser")
# Judul
h1 = detail_soup.select_one('div.wrap__article-detail-title h1') or detail_soup.find('h1')
title_detail = h1.get_text(strip=True) if h1 else ""
# Waktu / tanggal
date_detail = ""
cal_icon = detail_soup.select_one('i.fa-calendar') or detail_soup.select_one('i.fas.fa-calendar')
if cal_icon:
parent_li = cal_icon.find_parent('li') or cal_icon.find_parent()
if parent_li:
date_detail = parent_li.get_text(" ", strip=True)
if not date_detail:
text_all = detail_soup.get_text(" ", strip=True)
m = re.search(r'\b(?:[A-Za-z]+,\s*\d{1,2}\s+[A-Za-z]+ \d{4}\s*\d{1,2}:\d{2}\s*WIB|\d+\s+jam lalu|\bWIB\b)', text_all)
if m:
date_detail = m.group(0)
# Isi berita
content_parts = []
article_body = detail_soup.find('div', class_='wrap__article-detail-content') \
or detail_soup.find('div', class_='detail__body-text') \
or detail_soup.find('article')
search_scope = article_body if article_body else detail_soup
for p in search_scope.find_all('p'):
text = p.get_text(strip=True)
if text and not text.lower().startswith("baca juga"):
content_parts.append(text)
content = "\n".join(content_parts)
# Ambil tag
tags = []
found = False
for ul in detail_soup.find_all('ul', class_='list-inline'):
if ul.find('i', class_='fa-tags') or ul.find('i', class_='fas fa-tags'):
for a in ul.find_all('a', href=True):
if '/tag/' in a['href']:
tag_text = a.get('title') if a.get('title') else a.get_text(strip=True)
if tag_text:
tags.append(tag_text)
if tags:
found = True
break
if not found:
for a in detail_soup.select('a[href*="/tag/"]'):
tag_text = a.get('title') if a.get('title') else a.get_text(strip=True)
if tag_text:
tags.append(tag_text)
tags = list(dict.fromkeys(tags))
results.append({
"judul": title_detail,
"tanggal": date_detail,
"tag": ", ".join(tags) if tags else "-",
"isi_berita": content,
"link": link
})
print(f" Berhasil: {title_detail} | Tanggal: {date_detail if date_detail else '-'} | Tags: {', '.join(tags) if tags else '-'}")
time.sleep(random.uniform(*delay_between_items))
time.sleep(random.uniform(*delay_between_pages))
df = pd.DataFrame(results)
return df
if __name__ == "__main__":
keyword = "kabupaten cirebon"
df = scrape_antaranews(keyword, max_pages=100)
if not df.empty:
df.to_csv("antaranews_berita.csv", index=False, encoding="utf-8-sig")
print(f"\nSelesai menyimpan {len(df)} data berita ke antaranews_berita.csv")
else:
print("\nTidak ada data yang berhasil di-scrape.")
# Jalanin di IDE lokal karena butuh chrome (CNN)
import requests
from bs4 import BeautifulSoup
import pandas as pd
import time
import random
from urllib.parse import quote, urlparse, urlunparse
import re
from selenium import webdriver
from selenium.webdriver.chrome.service import Service
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from webdriver_manager.chrome import ChromeDriverManager
from selenium.common.exceptions import TimeoutException
BASE_HOST = "https://www.cnnindonesia.com"
# <<< DIUBAH: Fungsi ini dimodifikasi untuk menangani nomor halaman >>>
def make_search_url(keyword, page):
"""
Membuat URL pencarian yang benar untuk setiap halaman.
"""
q = quote(keyword)
base_url = f"{BASE_HOST}/search?query={q}&result_type=latest"
if page == 1:
return base_url
else:
return f"{base_url}&page={page}"
# --- Fungsi-fungsi pembantu lainnya tidak ada perubahan ---
def absolute_url(href):
if not href: return None
href = href.strip()
if href.startswith("http://") or href.startswith("https://"): return href
if href.startswith("/"): return BASE_HOST + href
return BASE_HOST + "/" + href
def normalize_url(href):
if not href: return None
href = absolute_url(href)
parsed = urlparse(href)
clean = parsed._replace(query="", fragment="")
return urlunparse(clean).rstrip("/")
def parse_cnn_date(raw_date):
if not raw_date: return "-"
if '|' in raw_date: raw_date = raw_date.split('|')[1]
raw = raw_date.replace(" WIB", "").strip()
try:
from datetime import datetime
import locale
try: locale.setlocale(locale.LC_TIME, 'id_ID.UTF-8')
except locale.Error: locale.setlocale(locale.LC_TIME, '')
dt = datetime.strptime(raw, "%A, %d %b %Y %H:%M")
return dt.strftime("%Y-%m-%d %H:%M")
except Exception: return raw_date.strip()
def looks_like_article_href(href):
if not href: return False
parsed = urlparse(href.strip())
path = parsed.path
if any(skip in path for skip in ['/search', '/tag', '/kategori', '/author', '/channel', '/indeks', '/video', '/foto']): return False
if re.search(r'/\d{14}-\d{2,3}-\d{6,}', path): return True
return False
HEADERS = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0 Safari/537.36"}
def fetch_article_detail(url, retries=3, delay=3):
for attempt in range(1, retries + 1):
try:
resp = requests.get(url, headers=HEADERS, timeout=15)
if resp.status_code == 200: return resp.text
else: print(f" WARNING: HTTP {resp.status_code} saat akses {url}")
except Exception as e: print(f" WARNING: Gagal akses {url} ({attempt}/{retries}): {e}")
time.sleep(delay)
return None
def scrape_cnn_with_selenium(keyword, max_pages=3, delay_between_items=(1,2)):
results = []
seen_links = set()
print("Menginisialisasi browser Chrome...")
service = Service(ChromeDriverManager().install())
options = webdriver.ChromeOptions()
options.add_argument("--headless")
options.add_argument("--disable-blink-features=AutomationControlled")
options.add_experimental_option("excludeSwitches", ["enable-automation"])
options.add_experimental_option('useAutomationExtension', False)
driver = webdriver.Chrome(service=service, options=options)
driver.set_page_load_timeout(30)
# <<< DIUBAH: Logika perulangan kembali menggunakan nomor halaman (bukan scroll) >>>
for page in range(1, max_pages + 1):
# Membuat URL untuk halaman yang dituju
url = make_search_url(keyword, page)
print(f"\nMembuka halaman {page} -> {url}")
driver.get(url)
# Penanganan cookie hanya perlu saat pertama kali halaman dimuat (page 1)
if page == 1:
try:
print("Mencari pop-up cookie...")
cookie_agree_button = WebDriverWait(driver, 10).until(
EC.element_to_be_clickable((By.XPATH, "//button[text()='AGREE']"))
)
cookie_agree_button.click()
print(" Pop-up cookie ditemukan dan ditutup.")
time.sleep(2)
except TimeoutException:
print(" Pop-up cookie tidak ditemukan, melanjutkan proses.")
print(f"Mengambil data dari halaman {page}...")
try:
# Menunggu konten dimuat di setiap halaman baru
WebDriverWait(driver, 15).until(
EC.presence_of_element_located((By.CSS_SELECTOR, "div.nhl-list article a"))
)
except TimeoutException:
print(f" WARNING: Waktu habis menunggu konten di halaman {page}. Mungkin halaman ini kosong.")
continue # Lanjut ke halaman berikutnya jika ada
page_html = driver.page_source
soup = BeautifulSoup(page_html, "html.parser")
link_elements = soup.select('div.nhl-list article a[href]')
all_links_in_page = {normalize_url(a['href']) for a in link_elements if looks_like_article_href(a['href'])}
new_links = all_links_in_page - seen_links
if not new_links:
print(" Tidak ada link baru yang ditemukan di halaman ini.")
# Tidak perlu berhenti, karena halaman berikutnya mungkin punya link baru
print(f" Ditemukan {len(new_links)} link baru.")
seen_links.update(new_links)
# Proses scrape detail artikel tidak ada perubahan
for link in sorted(new_links):
print(f" -> Memproses: {link}")
html_detail = fetch_article_detail(link)
if not html_detail: continue
detail_soup = BeautifulSoup(html_detail, "html.parser")
title_el = detail_soup.select_one('h1')
title_text = title_el.get_text(strip=True) if title_el else "-"
date_el = detail_soup.select_one('div.text-cnn_grey.text-sm')
date_text = parse_cnn_date(date_el.get_text(strip=True)) if date_el else "-"
tags_list = []
topik_terkait_header = detail_soup.find('div', class_='title-box', text=re.compile(r'\s*TOPIK TERKAIT\s*'))
if topik_terkait_header:
tags_container = topik_terkait_header.find_next_sibling('div')
if tags_container:
tags_elements = tags_container.select('a')
tags_list = [tag.get_text(strip=True) for tag in tags_elements]
content_parts = []
content_container = detail_soup.select_one("div.detail-text")
if content_container:
for p in content_container.find_all('p'):
text = p.get_text(" ", strip=True)
if text and not text.lower().startswith("lihat juga") and not text.lower().startswith("scroll to continue"):
content_parts.append(text)
results.append({
"judul": title_text, "tanggal": date_text,
"tag": ", ".join(tags_list) if tags_list else "-",
"isi_berita": "\n".join(content_parts) if content_parts else "-", "link": link
})
print(f" Berhasil: {title_text} | Tanggal: {date_text}")
time.sleep(random.uniform(*delay_between_items))
print("\nMenutup browser...")
driver.quit()
return pd.DataFrame(results)
if __name__ == "__main__":
keyword = "kabupaten cirebon"
df = scrape_cnn_with_selenium(keyword, max_pages=100)
if not df.empty:
df.to_csv("cnnindonesia_berita_final.csv", index=False, encoding="utf-8-sig")
print(f"\nSelesai menyimpan {len(df)} data berita ke cnnindonesia_berita_final.csv")
else:
print("\nTidak ada data yang berhasil di-scrape.")
# Radar Cirebon ID
import requests
from bs4 import BeautifulSoup
import pandas as pd
import time
import random
from urllib.parse import quote, urlparse, urlunparse
import re
# Mengganti BASE_HOST ke situs target yang baru
BASE_HOST = "https://radarcirebon.id"
def make_search_url(keyword, page):
"""
Membuat URL pencarian sesuai format radarcirebon.id.
Contoh: https://radarcirebon.id/search/kabupaten+cirebon/page/2/
"""
# Mengganti spasi dengan '+' sesuai format URL situs
q = quote(keyword).replace('%20', '+')
if page == 1:
return f"{BASE_HOST}/search/{q}/"
else:
return f"{BASE_HOST}/search/{q}/page/{page}/"
def normalize_url(href):
"""
Memastikan URL dalam format absolut dan bersih (tanpa parameter).
"""
if not href:
return None
href = href.strip()
# Membuat URL absolut jika hanya berupa path
if href.startswith("//"):
href = "https:" + href
elif href.startswith("/"):
href = BASE_HOST + href
elif not href.startswith("http"):
return None # Mengabaikan link yang tidak valid
parsed = urlparse(href)
clean = parsed._replace(query="", fragment="")
return urlunparse(clean).rstrip("/")
def parse_radarcirebon_date(raw_date):
"""
Mengubah format tanggal dari 'Selasa, 12 Agu 2025 - 11:01'
menjadi format standar 'YYYY-MM-DD HH:MM'.
"""
if not raw_date:
return "-"
try:
# Pemetaan manual untuk nama bulan 3 huruf dalam Bahasa Indonesia
month_map = {
'Jan': '01', 'Feb': '02', 'Mar': '03', 'Apr': '04', 'Mei': '05', 'Jun': '06',
'Jul': '07', 'Agu': '08', 'Sep': '09', 'Okt': '10', 'Nov': '11', 'Des': '12'
}
# Membersihkan hari dan memisahkan bagian-bagian tanggal
date_part = raw_date.split(', ')[1] # -> "12 Agu 2025 - 11:01"
parts = date_part.replace(' - ', ' ').split() # -> ['12', 'Agu', '2025', '11:01']
day = parts[0].zfill(2) # zfill(2) untuk memastikan format '01', '02', dst.
month_abbr = parts[1]
year = parts[2]
time_str = parts[3]
# Mengambil angka bulan dari pemetaan
month = month_map.get(month_abbr, '00')
return f"{year}-{month}-{day} {time_str}"
except Exception:
return raw_date.strip()
def looks_like_article_href(href):
"""
Memfilter URL agar hanya mengambil link artikel yang valid.
Contoh URL artikel: /2025/08/12/nama-artikel/
"""
if not href:
return False
# Pola URL artikel di radarcirebon.id selalu mengandung /YYYY/MM/DD/
return bool(re.search(r'/\d{4}/\d{2}/\d{2}/', href))
HEADERS = {
"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
"AppleWebKit/537.36 (KHTML, like Gecko) "
"Chrome/126.0.0.0 Safari/537.36"
}
def fetch_url(url, retries=3, delay=3):
"""
Fungsi untuk mengambil konten dari sebuah URL dengan mekanisme coba lagi (retry).
"""
for attempt in range(1, retries + 1):
try:
resp = requests.get(url, headers=HEADERS, timeout=15)
if resp.status_code == 200:
return resp.text
else:
print(f" WARNING: HTTP {resp.status_code} saat akses {url}")
except Exception as e:
print(f" WARNING: Gagal akses {url} ({attempt}/{retries}): {e}")
time.sleep(delay)
return None
def scrape_radarcirebon(keyword, max_pages=3, delay_between_items=(1, 2), delay_between_pages=(2, 4)):
"""
Fungsi utama untuk melakukan scraping dari situs radarcirebon.id.
"""
results = []
seen_links = set()
for page in range(1, max_pages + 1):
url = make_search_url(keyword, page)
print(f"\nScraping halaman {page} -> {url}")
html = fetch_url(url)
if not html:
print(f" ERROR: Gagal mengambil halaman pencarian {page}")
continue
soup = BeautifulSoup(html, "html.parser")
# Selektor CSS baru untuk menemukan link artikel di halaman pencarian
link_elements = soup.select('article .wp-block-latest-posts__post-title a')
print(f" DEBUG: Ditemukan {len(link_elements)} elemen link di halaman {page}")
all_links_in_page = set()
for a in link_elements:
href_raw = a.get('href')
if href_raw and looks_like_article_href(href_raw):
norm = normalize_url(href_raw)
if norm:
all_links_in_page.add(norm)
new_links = all_links_in_page - seen_links
print(f" Menemukan {len(all_links_in_page)} link artikel di halaman ini, {len(new_links)} link baru.")
seen_links.update(all_links_in_page)
for link in sorted(list(new_links)):
html_detail = fetch_url(link)
if not html_detail:
print(f" ERROR: Gagal mengambil artikel {link}")
continue
detail_soup = BeautifulSoup(html_detail, "html.parser")
# Selektor baru untuk judul artikel
title_el = detail_soup.select_one('h1.entry-title')
title_detail = title_el.get_text(strip=True) if title_el else "-"
# Selektor baru untuk tanggal
date_el = detail_soup.select_one('time.entry-date')
date_detail = parse_radarcirebon_date(date_el.get_text(strip=True)) if date_el else "-"
# Selektor baru untuk isi berita
content_parts = []
content_container = detail_soup.select_one('div.entry-content')
if content_container:
for p in content_container.select('p'):
# Mengabaikan paragraf yang berisi link "Baca Juga"
if not p.find_parent(class_='read-also'):
text = p.get_text(" ", strip=True)
if text:
content_parts.append(text)
content = "\n".join(content_parts)
# Selektor baru untuk tag
tags_container = detail_soup.select_one('div.wp-block-tag-cloud')
tags = [a.get_text(strip=True) for a in tags_container.select('a')] if tags_container else []
tags = list(dict.fromkeys(tags)) # Menghapus duplikat
results.append({
"judul": title_detail,
"tanggal": date_detail,
"tag": ", ".join(tags) if tags else "-",
"isi_berita": content if content else "-",
"link": link
})
print(f" Berhasil: {title_detail} | Tanggal: {date_detail}")
time.sleep(random.uniform(*delay_between_items))
# Beri jeda antar halaman untuk tidak membebani server
time.sleep(random.uniform(*delay_between_pages))
return pd.DataFrame(results)
if __name__ == "__main__":
keyword = "kabupaten cirebon"
# Batasi max_pages sesuai kebutuhan Anda, misalnya 3 halaman
df = scrape_radarcirebon(keyword, max_pages=3)
if not df.empty:
# Menyimpan ke file CSV baru
output_filename = "radarcirebon_berita.csv"
df.to_csv(output_filename, index=False, encoding="utf-8-sig")
print(f"\nSelesai menyimpan {len(df)} data berita ke {output_filename}")
else:
print("\nTidak ada data yang berhasil di-scrape.")
# Download html
import requests
url = "https://radarcirebon.id/2025/08/12/warga-resah-dprd-cirebon-panggil-dpkpp-untuk-tuntaskan-masalah-psu-di-dua-perumahan/"
headers = {
"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0 Safari/537.36"
}
resp = requests.get(url, headers=headers)
with open("detail.html", "w", encoding="utf-8") as f:
f.write(resp.text)
print("HTML halaman disimpan ke page.html")
# Detik.com memiliki batas waktu
import requests
from bs4 import BeautifulSoup
import pandas as pd
import time
from datetime import datetime
def scrape_detik_search(keyword, max_years=3, max_pages=100):
base_search_url = "https://www.detik.com/search/searchall"
results = []
cutoff_date = datetime.now().replace(year=datetime.now().year - max_years)
headers = {
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0 Safari/537.36'
}
for page in range(1, max_pages + 1):
params = {
'query': keyword,
'siteid': '2',
'sortby': 'time',
'page': page
}
print(f"Scraping page {page}...")
r = requests.get(base_search_url, params=params, headers=headers)
if r.status_code != 200:
print(f"Gagal akses halaman (status {r.status_code}), hentikan scraping.")
break
soup = BeautifulSoup(r.text, 'html.parser')
news_list = soup.find_all('div', class_='media')
if not news_list:
print("Tidak ada berita ditemukan di halaman ini, hentikan scraping.")
break
for news in news_list:
try:
title_tag = news.find('h3', class_='media__title')
if not title_tag:
continue
link_tag = title_tag.find('a', class_='media__link')
if not link_tag or not link_tag.has_attr('href'):
continue
link = link_tag['href']
title = link_tag.text.strip()
date_tag = news.find('div', class_='media__date')
if date_tag:
span_tag = date_tag.find('span')
if span_tag and span_tag.has_attr('d-time'):
timestamp = span_tag['d-time']
news_date = datetime.fromtimestamp(int(timestamp))
else:
news_date = None
else:
news_date = None
if news_date and news_date < cutoff_date:
print("Berita sudah melewati batas waktu 3 tahun, hentikan scraping.")
return pd.DataFrame(results)
# Ambil halaman detail berita dengan header
news_resp = requests.get(link, headers=headers)
if news_resp.status_code != 200:
print(f"Gagal akses detail berita: {link} (status {news_resp.status_code}), skip berita ini.")
continue
news_soup = BeautifulSoup(news_resp.text, 'html.parser')
content_div = news_soup.find('div', class_='detail__body-text') or \
news_soup.find('div', class_='detail_text')
if content_div:
content_parts = []
for tag in content_div.find_all(['h1', 'h2', 'h3', 'h4', 'h5', 'h6', 'p']):
text = tag.get_text(strip=True)
if text:
prefix = tag.name.upper() if tag.name.startswith('h') else ''
if prefix:
content_parts.append(f"{prefix}: {text}")
else:
content_parts.append(text)
content = '\n'.join(content_parts)
else:
content = ''
tag_list_div = news_soup.find('div', class_='tag__list') or \
news_soup.find('div', class_='detail_tag')
tags = []
if tag_list_div:
tags = [t.text.strip() for t in tag_list_div.find_all('a')]
results.append({
'judul': title,
'tanggal': news_date.strftime('%Y-%m-%d %H:%M') if news_date else '',
'tag': ', '.join(tags),
'isi_berita': content,
'link': link
})
print(f"Berhasil scrape berita: {title}")
time.sleep(1)
except Exception as e:
print(f"Error saat memproses berita: {e}")
continue
time.sleep(2)
return pd.DataFrame(results)
if __name__ == "__main__":
keyword = "Kabupaten Cirebon"
df = scrape_detik_search(keyword)
if not df.empty:
df.to_csv("detik_berita_cirebonnn.csv", index=False, encoding='utf-8-sig')
print("Selesai menyimpan data berita ke detik_berita_cirebon.csv")
else:
print("Tidak ada data yang berhasil di-scrape.")