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Improve repository organization and bump to v0.2.1
- Move demo scripts from root to examples/ with clearer naming - Clean up build artifacts and improve .gitignore patterns - Add examples/README.md for better documentation - Update version to 0.2.1 in pyproject.toml and docs 🤖 Generated with [Claude Code](https://claude.ai/code) Co-Authored-By: Claude <[email protected]>
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examples/README.md

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# Examples
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This directory contains example scripts demonstrating piedomains functionality:
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- `archive_demo.py`: Basic archive.org classification demo
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- `archive_functionality_demo.py`: Archive functionality testing
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- `final_archive_demo.py`: Final archive integration test
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- `jupyter_demo.py`: Jupyter notebook demonstration
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## Running Examples
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```bash
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cd examples
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python archive_demo.py
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```
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Note: These scripts require the piedomains package to be installed:
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```bash
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pip install -e ..
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```

examples/archive_demo.py

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#!/usr/bin/env python3
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"""
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Demonstration of archive functionality using direct URLs.
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Since archive.org API is currently down, we'll use known archive URLs.
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"""
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import sys
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import os
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sys.path.insert(0, '.')
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import requests
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import pandas as pd
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from bs4 import BeautifulSoup
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def test_direct_archive_urls():
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"""Test with known working archive URLs."""
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print("=== Archive.org Direct URL Test ===")
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# Known working archive URLs from different time periods
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test_cases = [
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{
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'domain': 'google.com',
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'archive_url': 'https://web.archive.org/web/20200101120000/https://google.com',
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'date': '2020-01-01'
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},
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{
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'domain': 'amazon.com',
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'archive_url': 'https://web.archive.org/web/20150101120000/https://amazon.com',
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'date': '2015-01-01'
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},
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{
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'domain': 'facebook.com',
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'archive_url': 'https://web.archive.org/web/20100101120000/https://facebook.com',
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'date': '2010-01-01'
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},
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{
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'domain': 'twitter.com',
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'archive_url': 'https://web.archive.org/web/20120101120000/https://twitter.com',
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'date': '2012-01-01'
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},
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{
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'domain': 'youtube.com',
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'archive_url': 'https://web.archive.org/web/20080101120000/https://youtube.com',
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'date': '2008-01-01'
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},
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{
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'domain': 'reddit.com',
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'archive_url': 'https://web.archive.org/web/20100601120000/https://reddit.com',
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'date': '2010-06-01'
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},
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{
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'domain': 'netflix.com',
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'archive_url': 'https://web.archive.org/web/20100101120000/https://netflix.com',
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'date': '2010-01-01'
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},
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{
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'domain': 'github.com',
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'archive_url': 'https://web.archive.org/web/20100401120000/https://github.com',
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'date': '2010-04-01'
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},
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{
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'domain': 'stackoverflow.com',
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'archive_url': 'https://web.archive.org/web/20100101120000/https://stackoverflow.com',
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'date': '2010-01-01'
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},
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{
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'domain': 'wikipedia.org',
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'archive_url': 'https://web.archive.org/web/20050101120000/https://wikipedia.org',
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'date': '2005-01-01'
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}
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]
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results = []
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for i, case in enumerate(test_cases, 1):
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print(f"\n[{i}/10] Testing {case['domain']} from {case['date']}...")
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try:
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# Test if we can fetch the archived page
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response = requests.get(case['archive_url'], timeout=15)
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if response.status_code == 200:
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content = response.text
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content_length = len(content)
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# Parse content to check if it's valid
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soup = BeautifulSoup(content, 'html.parser')
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title = soup.find('title')
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title_text = title.get_text().strip() if title else "No title"
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# Check for archive.org wrapper content
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has_wayback_toolbar = 'wayback' in content.lower() or 'archive.org' in content.lower()
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results.append({
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'domain': case['domain'],
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'date': case['date'],
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'archive_url': case['archive_url'],
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'content_length': content_length,
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'title': title_text[:100], # Truncate long titles
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'has_wayback_toolbar': has_wayback_toolbar,
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'status': 'success'
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})
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print(f" ✓ Fetched {content_length} chars")
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print(f" ✓ Title: {title_text[:60]}...")
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print(f" ✓ Wayback toolbar detected: {has_wayback_toolbar}")
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else:
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results.append({
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'domain': case['domain'],
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'date': case['date'],
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'archive_url': case['archive_url'],
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'content_length': 0,
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'title': '',
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'has_wayback_toolbar': False,
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'status': f'http_error_{response.status_code}'
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})
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print(f" ✗ HTTP Error: {response.status_code}")
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except requests.exceptions.Timeout:
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results.append({
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'domain': case['domain'],
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'date': case['date'],
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'archive_url': case['archive_url'],
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'content_length': 0,
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'title': '',
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'has_wayback_toolbar': False,
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'status': 'timeout'
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})
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print(f" ✗ Timeout")
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except Exception as e:
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results.append({
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'domain': case['domain'],
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'date': case['date'],
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'archive_url': case['archive_url'],
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'content_length': 0,
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'title': '',
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'has_wayback_toolbar': False,
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'status': f'error: {str(e)[:50]}'
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})
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print(f" ✗ Error: {e}")
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# Results summary
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df = pd.DataFrame(results)
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print(f"\n=== Results Summary ===")
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print(f"Total domains tested: {len(test_cases)}")
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print(f"Successful fetches: {(df['status'] == 'success').sum()}")
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print(f"Average content length: {df[df['status'] == 'success']['content_length'].mean():.0f} chars")
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successful = df[df['status'] == 'success']
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if len(successful) > 0:
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print(f"\n=== Successful Archive Fetches ===")
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for _, row in successful.iterrows():
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print(f"✓ {row['domain']} ({row['date']}): {row['content_length']} chars")
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print(f" Title: {row['title']}")
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print(f" URL: {row['archive_url']}")
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failed = df[df['status'] != 'success']
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if len(failed) > 0:
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print(f"\n=== Failed Fetches ===")
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for _, row in failed.iterrows():
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print(f"✗ {row['domain']}: {row['status']}")
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return df
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def demo_usage():
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"""Show how to use the archive functionality."""
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print(f"\n=== Usage Example ===")
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print("# Import archive functions")
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print("from piedomains import pred_shalla_cat_archive, pred_shalla_cat_with_text_archive")
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print("")
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print("# Classify domains using content from January 1, 2020")
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print("domains = ['google.com', 'amazon.com', 'facebook.com']")
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print("result = pred_shalla_cat_archive(domains, '20200101')")
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print("print(result[['domain', 'pred_label', 'pred_prob', 'archive_date']])")
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print("")
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print("# Text-only classification from archive")
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print("text_result = pred_shalla_cat_with_text_archive(domains, '20200101')")
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print("print(text_result[['domain', 'text_label', 'text_prob']])")
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if __name__ == "__main__":
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print("Archive.org Integration Test for Piedomains")
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print("=" * 50)
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# Test package imports first
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imports_work = test_package_imports()
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if imports_work:
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# Run comprehensive test
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test_results = test_direct_archive_urls()
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# Show usage example
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demo_usage()
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print(f"\n=== Next Steps ===")
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if (test_results['status'] == 'success').any():
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print("✓ Archive integration is working!")
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print("✓ Ready to test with piedomains classification")
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print("✓ Try the Jupyter Lab commands shown above")
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else:
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print("⚠ Archive.org may be experiencing issues")
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print("⚠ Try again later or use cached content for testing")
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else:
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print("✗ Package import issues - check archive_support.py")

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