feat: finalize root api.py with X-Auth-Secret auth security and clean pure sales cohort
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"""
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scripts/scrape_youtube_remaining_180.py
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Extracts verified live YouTube subscriber counts for the remaining unverified artists
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by cross-referencing canonical channel identifiers from cleaned_artists_inventory.csv.
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"""
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import json
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import re
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import sys
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import time
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from pathlib import Path
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import pandas as pd
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import requests
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ROOT_DIR = Path(__file__).resolve().parent.parent
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if str(ROOT_DIR) not in sys.path:
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sys.path.insert(0, str(ROOT_DIR))
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from core.database import get_connection
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HEADERS = {
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"User-Agent": (
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"Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
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"AppleWebKit/537.36 (KHTML, like Gecko) "
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"Chrome/124.0.0.0 Safari/537.36"
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),
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"Accept-Language": "en-US,en;q=0.9",
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}
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def parse_metric(raw_text):
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if not raw_text:
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return 0
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t = str(raw_text).upper().replace(",", "").strip()
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match = re.search(r"([\d\.]+)\s*([KMB])?", t)
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if not match:
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return 0
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val = float(match.group(1))
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suffix = match.group(2)
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if suffix == "K":
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val *= 1e3
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elif suffix == "M":
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val *= 1e6
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elif suffix == "B":
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val *= 1e9
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return int(val)
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def extract_subscribers_from_html(html_text):
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# Match ytInitialData embedded JSON
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match = re.search(r"var ytInitialData\s*=\s*({.+?});</script>", html_text)
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if not match:
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match = re.search(r"window\[\"ytInitialData\"\]\s*=\s*({.+?});", html_text)
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if match:
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try:
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data = json.loads(match.group(1))
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header = data.get("header", {})
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# Modern page header renderer
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c4 = header.get("c4TabbedHeaderRenderer", {})
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sub_text = c4.get("subscriberCountText", {}).get("simpleText", "")
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if not sub_text:
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runs = c4.get("subscriberCountText", {}).get("runs", [])
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sub_text = "".join(r.get("text", "") for r in runs)
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if sub_text:
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return parse_metric(sub_text)
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# Modern pageHeaderViewModel
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vm = (
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header.get("pageHeaderRenderer", {})
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.get("content", {})
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.get("pageHeaderViewModel", {})
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.get("metadata", {})
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.get("contentMetadataViewModel", {})
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.get("metadataRows", [])
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)
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for row in vm:
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for part in row.get("metadataParts", []):
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text = part.get("text", {}).get("content", "")
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if "subscribers" in text.lower():
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return parse_metric(text)
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except Exception:
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pass
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# Direct fallback regex on raw HTML body
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meta_match = re.search(r'([\d\.]+[KMB]?)\s+subscribers', html_text, re.IGNORECASE)
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if meta_match:
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return parse_metric(meta_match.group(1))
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return 0
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def fetch_channel_stats(url_or_handle):
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if not url_or_handle or pd.isna(url_or_handle):
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return 0
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url_str = str(url_or_handle).strip()
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if not url_str.startswith("http"):
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if url_str.startswith("UC"):
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url_str = f"https://www.youtube.com/channel/{url_str}"
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elif url_str.startswith("@"):
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url_str = f"https://www.youtube.com/{url_str}"
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else:
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url_str = f"https://www.youtube.com/@{url_str}"
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try:
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r = requests.get(url_str, headers=HEADERS, timeout=12)
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if r.status_code == 200:
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return extract_subscribers_from_html(r.text)
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except Exception:
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pass
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return 0
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def main():
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print("=" * 65)
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print("HIFFI INTELLIGENCE: YOUTUBE 180 CANONICAL EXTRACTION")
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print("=" * 65)
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# 1. Load canonical mapping from inventory
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inv_file = ROOT_DIR / "cleaned_artists_inventory.csv"
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inv_map = {}
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if inv_file.exists():
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inv_df = pd.read_csv(inv_file)
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# Find column candidates for artist name and youtube url/channel
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name_col = "name" if "name" in inv_df.columns else "artist_name"
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yt_col = None
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for col in ["youtube_url", "youtube", "channel_id", "youtube_channel", "social_youtube"]:
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if col in inv_df.columns:
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yt_col = col
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break
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if yt_col:
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for _, row in inv_df.iterrows():
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if pd.notna(row.get(name_col)) and pd.notna(row.get(yt_col)):
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inv_map[str(row[name_col]).strip().lower()] = str(row[yt_col]).strip()
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# 2. Get list of artists needing verified scrape
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enr_file = ROOT_DIR / "enriched_artists.csv"
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enr_verified = set()
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if enr_file.exists():
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enr = pd.read_csv(enr_file)
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enr_verified = set(
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enr[enr["subscriber_count"].notna() & (enr["subscriber_count"] > 0)]["name"]
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.str.strip()
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.str.lower()
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)
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df500 = pd.read_csv(ROOT_DIR / "data" / "hiffi_multiplatform_500.csv")
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cohort_names = [n.strip() for n in df500["name"]]
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targets = [n for n in cohort_names if n.lower() not in enr_verified]
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print(f"Targeting {len(targets)} artists for canonical YouTube resolution...")
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conn = get_connection()
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cur = conn.cursor()
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updated = 0
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for idx, name in enumerate(targets, 1):
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target_url = inv_map.get(name.lower())
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subs = 0
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if target_url:
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subs = fetch_channel_stats(target_url)
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# Fallback to direct handle if inventory didn't have URL or returned 0
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if subs == 0:
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clean_handle = re.sub(r"[^a-zA-Z0-9]", "", name)
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subs = fetch_channel_stats(f"https://www.youtube.com/@{clean_handle}")
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if subs > 0:
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updated += 1
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cur.execute("""
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UPDATE telemetry_metrics
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SET subscribers_count = ?
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WHERE artist_id IN (
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SELECT artist_id FROM artists WHERE LOWER(artist_name) = LOWER(?)
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)
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""", (subs, name))
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print(f"[{idx:>3}/{len(targets)}] {name:<25} -> {subs:,} subscribers")
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else:
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print(f"[{idx:>3}/{len(targets)}] {name:<25} -> Unresolved (Status: pending manual handle)")
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time.sleep(0.4)
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conn.commit()
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conn.close()
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print("=" * 65)
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print(f"Finished. Successfully extracted and updated {updated} / {len(targets)} channels.")
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if __name__ == "__main__":
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main()
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