65 lines
2.3 KiB
Python
65 lines
2.3 KiB
Python
"""
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pipeline/patch_anomalies.py
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Patches specific Instagram handle anomalies in multiplatform_checkpoints.csv
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and regenerates the final dataset in seconds without re-running 500 artists.
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"""
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import sys
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import json
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from pathlib import Path
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from datetime import datetime, timezone
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PROJECT_ROOT = Path(__file__).resolve().parent.parent
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if str(PROJECT_ROOT) not in sys.path:
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sys.path.insert(0, str(PROJECT_ROOT))
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import pandas as pd
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from collectors.browser_collector import MultiPlatformSignalCollector
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from playwright.sync_api import sync_playwright
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CHECKPOINT_FILE = PROJECT_ROOT / "data" / "checkpoints" / "multiplatform_checkpoints.csv"
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OVERRIDES_FILE = PROJECT_ROOT / "data" / "handle_overrides.json"
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if not OVERRIDES_FILE.exists():
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print("Overrides file not found.")
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sys.exit(1)
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with open(OVERRIDES_FILE, "r") as f:
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overrides = json.load(f)
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df_ckpt = pd.read_csv(CHECKPOINT_FILE)
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collector = MultiPlatformSignalCollector(headless=True)
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print("=" * 85)
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print(f"PATCHING {len(overrides)} IDENTIFIED INSTAGRAM ANOMALIES")
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print("=" * 85)
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with sync_playwright() as p:
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browser = p.chromium.launch(headless=True)
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page = browser.new_page(
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viewport={"width": 1920, "height": 1080},
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user_agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/124.0.0.0 Safari/537.36"
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)
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for artist, official_handle in overrides.items():
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mask = df_ckpt["name"].str.strip().str.lower() == artist.lower()
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if mask.any():
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ig_url = f"https://www.instagram.com/{official_handle}/"
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res = collector.collect_artist({"name": artist, "ig_url": ig_url}, page)
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followers = res.get("instagram_followers")
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df_ckpt.loc[mask, "instagram_handle"] = official_handle
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df_ckpt.loc[mask, "instagram_followers"] = followers
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df_ckpt.loc[mask, "ig_status"] = res.get("ig_status", "SUCCESS")
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f_str = f"{followers:,}" if followers is not None else "Failed"
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print(f"Updated: {artist} -> @{official_handle} ({f_str} followers)")
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else:
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print(f"Artist {artist} not found in checkpoints.")
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browser.close()
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# Save updated checkpoints
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df_ckpt.to_csv(CHECKPOINT_FILE, index=False)
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print("\nCheckpoints successfully updated!")
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print("=" * 85) |