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Update services/aggregator.py
Browse files- services/aggregator.py +77 -33
services/aggregator.py
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"""
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services/aggregator.py
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Kumpulkan data dari
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"""
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from services.youtube import search_videos, get_comments
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from services.reddit import get_reddit_comments
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from services.preprocessing import clean_text, is_valid
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# Instagram via Apify β opsional, skip jika API key tidak ada
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try:
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from services.instagram import get_instagram_data
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except ImportError:
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def get_instagram_data(kw): return []
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def collect_data(keyword: str, source: str = "all") -> list[tuple[str, str]]:
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"""
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Return: list of (source_label, cleaned_text)
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source
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"all"
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"youtube"
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"reddit"
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"instagram"
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"""
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all_data = []
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src = source.lower()
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try:
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for vid in vids:
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for c in get_comments(vid):
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all_data.append(("youtube", c))
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except Exception as e:
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print(f"β οΈ YouTube
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#
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if
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try:
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for c in get_reddit_comments(keyword):
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all_data.append(("reddit", c))
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except Exception as e:
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print(f"β οΈ
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#
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if
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print("β οΈ Instagram scraper tidak tersedia")
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#
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if not all_data:
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print("β οΈ Tidak ada data dari semua sumber")
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all_data = [("unknown", "data tidak ditemukan")]
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#
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cleaned = [
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(src_label, clean_text(text))
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for src_label, text in all_data
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if is_valid(text)
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]
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print(f"β
Total data terkumpul: {len(cleaned)} dari {len(all_data)} raw")
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return cleaned
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"""
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services/aggregator.py
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Kumpulkan data dari:
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1. YouTube (Google API)
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2. Reddit (PRAW)
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3. Instagram (Apify)
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4. TikTok (Apify)
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5. Google News (SerpApi)
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"""
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from services.youtube import search_videos, get_comments
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from services.reddit import get_reddit_comments
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from services.preprocessing import clean_text, is_valid
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try:
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from services.instagram import get_instagram_data
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INSTAGRAM_OK = True
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except ImportError:
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INSTAGRAM_OK = False
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def get_instagram_data(kw): return []
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try:
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from services.tiktok import get_tiktok_data
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TIKTOK_OK = True
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except ImportError:
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TIKTOK_OK = False
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def get_tiktok_data(kw): return []
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try:
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from services.google_news import get_google_news
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GNEWS_OK = True
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except ImportError:
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GNEWS_OK = False
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def get_google_news(kw): return []
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def collect_data(keyword: str, source: str = "all") -> list[tuple[str, str]]:
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"""
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Return: list of (source_label, cleaned_text)
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source values:
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"all" β semua 5 platform
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"youtube" β YouTube saja
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"reddit" β Reddit saja
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"instagram" β Instagram saja
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"tiktok" β TikTok saja
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"news" β Google News saja
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kombinasi CSV β "youtube,tiktok" / "tiktok,news" / dst.
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"""
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all_data: list[tuple[str, str]] = []
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src = source.lower()
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def wants(platform: str) -> bool:
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return src == "all" or platform in src
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# 1. YOUTUBE
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if wants("youtube"):
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before = len(all_data)
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try:
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for vid in search_videos(keyword):
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for c in get_comments(vid):
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all_data.append(("youtube", c))
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print(f"β
YouTube: {len(all_data)-before} komentar")
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except Exception as e:
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print(f"β οΈ YouTube error: {e}")
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# 2. REDDIT
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if wants("reddit"):
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before = len(all_data)
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try:
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for c in get_reddit_comments(keyword):
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all_data.append(("reddit", c))
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print(f"β
Reddit: {len(all_data)-before} komentar")
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except Exception as e:
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print(f"β οΈ Reddit error: {e}")
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# 3. INSTAGRAM
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if wants("instagram") and INSTAGRAM_OK:
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before = len(all_data)
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try:
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for text in get_instagram_data(keyword):
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all_data.append(("instagram", text))
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print(f"β
Instagram: {len(all_data)-before} teks")
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except Exception as e:
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print(f"β οΈ Instagram error: {e}")
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# 4. TIKTOK
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if wants("tiktok") and TIKTOK_OK:
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before = len(all_data)
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try:
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for text in get_tiktok_data(keyword):
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all_data.append(("tiktok", text))
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print(f"β
TikTok: {len(all_data)-before} teks")
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except Exception as e:
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print(f"β οΈ TikTok error: {e}")
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# 5. GOOGLE NEWS
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if wants("news") and GNEWS_OK:
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before = len(all_data)
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try:
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for text in get_google_news(keyword):
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all_data.append(("news", text))
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print(f"β
Google News: {len(all_data)-before} teks")
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except Exception as e:
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print(f"β οΈ Google News error: {e}")
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# FALLBACK
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if not all_data:
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print("β οΈ Tidak ada data dari semua sumber")
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all_data = [("unknown", "data tidak ditemukan")]
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# CLEAN & FILTER
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cleaned = [
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(src_label, clean_text(text))
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for src_label, text in all_data
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if is_valid(text)
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]
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print(f"β
Total: {len(cleaned)} teks dari {len(all_data)} raw")
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return cleaned
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